@cryptotaxi247 / SquadScope-1 / commits / 5ae5b49

sync: publish data → main (#162)

Automated sync of crawl data, analysis, content, and squad learnings from the publish branch. Co-authored-by: github-actions[bot] <github-actions[bot]@users.noreply.github.com>

Juan Manuel Servera committed May 25, 2026 at 15:59 UTC 5ae5b495160a5ff11e4a6bf593f91e1aa7b0159b
17 files changed +21421 -101
.squad/agents/bender/history.md
-1
@@ -11,4 +11,3 @@
11 - Analysis execution should prefer Copilot CLI first, then fall back to GitHub Models using the same rendered prompt so output contracts stay aligned.
12 - Reviewer gates should validate the analyzer contract, not just artifact existence.
13 - New pipeline stages should follow the `ci-data-source-integration-pattern` skill: wire the script into CI immediately, document the handoff, and test the producer/consumer schema at the boundary.
14 -- CI overwrite issues arise from timing conflicts between scheduled tasks and manual sync operations; use workflow gates and lockfiles to prevent concurrent writes to shared state.
.squad/agents/farnsworth/history.md
+4
@@ -14,3 +14,7 @@
14 - The reskill pass also cut squad agent-doc footprint from 39568 to 12521 bytes, with every charter at or below the 1.5 KB target and the largest histories back under maintenance limits.
15 - 2026-05-21T12:33:16.507+02:00: Weekly analysis output must use a strong journalistic headline, explicitly state when no press data is available, and keep `Key References` complete so downstream publishing does not inherit placeholder artifacts.
16 - 2026-05-21T10:38:30Z: Scribe processed spawn manifest; decision on headline review appended to decisions.md and archived from inbox.
17 +- 2026-05-25T11:56:08Z: W22 saw the most concentrated coordinated star-farming campaign in the crawl's history — a tight cluster of game-cheat, software-unlock, and AI-branded repos landing at 421–429 stars with zero forks in minutes. This is now a named pattern that should inform noise-filtering heuristics and lower editorial trust for new repos without fork activity.
18 +- 2026-05-25T11:56:08Z: Press data was available this week (2026-W22-press-context.md) and surfaced a useful convergence: TechCrunch's article on inflated AI ARR metrics ran the same week GitHub new_repos was experiencing coordinated star inflation. Cross-referencing press themes against developer noise patterns can surface non-obvious editorial angles.
19 +- 2026-05-25T11:56:08Z: The agent-skills ecosystem transition from hint (W21, chrisbanes/skills, vercel-labs/zero) to confirmed category (W22, multiple independent skill packaging repos alongside 140k+ ⭐ trending anchors) reinforces the wisdom pattern: clustered movement across independent teams is a stronger signal than any single repo launch.
20 +- 2026-05-25T11:56:08Z: stars_tracked and repos_featured remain estimated due to lack of automated summation; these fields should be computed by the pipeline and injected into the prompt rather than hand-calculated each week — a recurring quality gap worth escalating as a skill or pipeline improvement candidate.
content/monthly/2026/05.md
+33 -16
@@ -1,34 +1,51 @@
1 ---
2 title: "May 2026 Rollup"
3 -date: "2026-05-18T12:07:20.778000+02:00"
3 +date: "2026-05-25T11:56:08+00:00"
4 month: 5
5 year: 2026
6 categories: ["monthly"]
7 -weeks_covered: ["2026-W21"]
8 -total_repos_featured: 15
7 +weeks_covered: ["2026-W21", "2026-W22"]
8 +total_repos_featured: 37
9 ---
10
11 ## Month Overview
12
13 -### Week 2026-W21 — [Week 21, 2026]({{< relref "/weekly/2026/W21.md" >}})
14 -- Summary: Week 21 shows real demand for agent infrastructure, but the trend data still lacks the baseline needed to separate momentum from popularity.
15 -- Repositories featured this week: 424
16 -- Recurring themes so far: ai, agents, developer-tooling.
13 +### Week 2026-W21 — [Week 21, 2026](/weekly/2026/W21/)
14 +- Summary: W21 2026 is defined by two opposing forces: a maturing agent infrastructure stack — agent skills, MCP adoption, and efficient small models — and a coordinated wave of piracy, exploit, and SEO-farming repos that pollutes trending charts and makes signal extraction harder than it should be.
15 +- Repositories featured this week: 17
16 +- Recurring themes so far: ai-agents, agent-skills, mcp.
17 +
18 +### Week 2026-W22 — [Week 22, 2026](/weekly/2026/W22/)
19 +- Summary: Week 22 delivers the clearest defensive-security signal of the year alongside a crystallising agent-skills economy — both nearly buried under the most concentrated coordinated star-farming campaign the crawl has caught.
20 +- Repositories featured this week: 420
21 +- Recurring themes so far: agent-skills, coding-agents, ai-agents.
22
23 ## Top Repos This Month
24
20 -### Week 2026-W21 — [Week 21, 2026]({{< relref "/weekly/2026/W21.md" >}})
21 -- [vercel-labs/zero](https://github.com/vercel-labs/zero) led the published weekly analysis for 2026-W21.
22 -- Detailed breakdown: [Week 21, 2026]({{< relref "/weekly/2026/W21.md" >}}).
25 +### Week 2026-W21 — [Week 21, 2026](/weekly/2026/W21/)
26 +- [vercel-labs/zerolang](https://github.com/vercel-labs/zerolang) led the published weekly analysis for 2026-W21.
27 +- Detailed breakdown: [Week 21, 2026](/weekly/2026/W21/).
28 +
29 +### Week 2026-W22 — [Week 22, 2026](/weekly/2026/W22/)
30 +- [perplexityai/bumblebee](https://github.com/perplexityai/bumblebee) led the published weekly analysis for 2026-W22.
31 +- Detailed breakdown: [Week 22, 2026](/weekly/2026/W22/).
32
33 ## Trends Observed
34
26 -### Week 2026-W21 — [Week 21, 2026]({{< relref "/weekly/2026/W21.md" >}})
27 -- Signal: The durable signal is the shift from general AI enthusiasm toward operational tooling. The top shared topics — **python**, **ai**, **llm**, **typescript**, **nodejs**, and **javascript** — reinforce that the center of gravity is still developer-facing AI, but the better projects are focused on workflow reliability, packaging, and execution discipline. This is a healthier pattern than pure demo-driven hype because it implies the ecosystem is starting to care about how agent systems are run, maintained, and trusted.
28 -- Noise: The weak signal is the amount of off-mission and exploit-heavy material that still clears the crawler. Security appears often, but too much of that volume is bypass, exploit, or cheat-oriented rather than defensive engineering. There is also obvious repetition in the agent category: many launches gesture at automation without much evidence of differentiation. That means the week is loud, but not all of that loudness deserves equal editorial weight.
35 +### Week 2026-W21 — [Week 21, 2026](/weekly/2026/W21/)
36 +- Signal:
37 +- Noise:
38 +
39 +### Week 2026-W22 — [Week 22, 2026](/weekly/2026/W22/)
40 +- Signal:
41 +- Noise:
42
43 ## Key Takeaways
44
32 -### Week 2026-W21 — [Week 21, 2026]({{< relref "/weekly/2026/W21.md" >}})
33 -- Gap to watch: The biggest missing piece is trustworthy momentum data. Without historical star snapshots, the analyzer cannot distinguish what is newly accelerating from what is simply already famous. The second gap is stronger quality filtering: exploit repositories, cheat tooling, and other off-mission projects still distort the weekly picture. The third is ecosystem balance. There is plenty of heat around AI builders, but much less visible energy around defensive security tooling, testing infrastructure for agents, and pragmatic maintenance tools that help teams run these systems safely at scale.
34 -- Closing read: Week 21 matters because it shows where the GitHub conversation is maturing: away from generic AI excitement and toward tooling that makes agent workflows usable. But it also shows why the analyzer contract has to be strict. Until the pipeline has real trend baselines and better filtering, the right editorial stance is confident about the signal, skeptical about the noise, and explicit about the gaps.
45 +### Week 2026-W21 — [Week 21, 2026](/weekly/2026/W21/)
46 +- Gap to watch:
47 +- Closing read:
48 +
49 +### Week 2026-W22 — [Week 22, 2026](/weekly/2026/W22/)
50 +- Gap to watch:
51 +- Closing read:
content/weekly/2026/W21.md
+51 -23
@@ -1,42 +1,70 @@
1 ---
2 -title: "Week 21, 2026"
3 -date: 2026-05-18T12:07:20.778+02:00
2 +title: "Agent Skills Go Mainstream While Star Farmers Game the Charts"
3 +date: 2026-05-21 12:40:11+00:00
4 week: "2026-W21"
5 -tags: [ai, agents, developer-tooling, security, open-source]
6 -categories: [weekly]
7 -repos_featured: 424
8 -stars_tracked: 20204141
9 -top_repo: "vercel-labs/zero"
10 -summary: "Week 21 shows real demand for agent infrastructure, but the trend data still lacks the baseline needed to separate momentum from popularity."
5 +tags: ["ai-agents", "agent-skills", "mcp", "small-models", "coding-agents", "exploit-churn", "piracy-spam"]
6 +categories: ["weekly"]
7 +repos_featured: 17
8 +stars_tracked: 707652
9 +top_repo: "vercel-labs/zerolang"
10 +summary: "W21 2026 is defined by two opposing forces: a maturing agent infrastructure stack — agent skills, MCP adoption, and efficient small models — and a coordinated wave of piracy, exploit, and SEO-farming repos that pollutes trending charts and makes signal extraction harder than it should be."
11 draft: false
12 ---
13
14 -## Notable New Repositories
14 +## This Week's Trends
15
16 -The strongest new-repo signal is not raw volume but coherence. [vercel-labs/zero](https://github.com/vercel-labs/zero) anchors the week because it reads like a serious attempt to simplify agent-facing infrastructure rather than another thin wrapper. Around it, [DenisSergeevitch/agents-best-practices](https://github.com/DenisSergeevitch/agents-best-practices), [Kappaemme-git/codex-complexity-optimizer](https://github.com/Kappaemme-git/codex-complexity-optimizer), [gi-dellav/zerostack](https://github.com/gi-dellav/zerostack), and [openclaw/clawpatch](https://github.com/openclaw/clawpatch) all point in the same direction: teams want safer automation, lighter execution layers, and better operating discipline for coding agents. That cluster matters more than any single launch because it suggests the market is already moving from “agents are interesting” to “agents need tooling that survives contact with real work.”
16 +**Agent Skills as the New Package Manager.** The clearest durable movement this week is the consolidation of "agent skills" — structured task instructions and harness configurations for AI coding agents — into an emerging distribution layer. [DenisSergeevitch/agents-best-practices](https://github.com/DenisSergeevitch/agents-best-practices) (921★) provides provider-neutral skill definitions spanning Codex, Claude Code, and agentic harnesses. [Kappaemme-git/codex-complexity-optimizer](https://github.com/Kappaemme-git/codex-complexity-optimizer) (808★) ships a Codex skill for codebase analysis. [K1XE/InterviewForge](https://github.com/K1XE/InterviewForge) (52★) adds a local-first CLI with a Codex skill for interview review. Together with established repos like [affaan-m/ECC](https://github.com/affaan-m/ECC) (188K★) and [ruvnet/ruflo](https://github.com/ruvnet/ruflo) (54K★), the picture is consistent: an ecosystem of composable agent capabilities is forming, and it's doing so faster than any press outlet is tracking it. The `claude-code` topic appeared on 17 repos this week; `ai-agents` on 20.
17
18 -Outside that lane, [facebookresearch/vggt-omega](https://github.com/facebookresearch/vggt-omega) adds a more credible research signal than most of the week’s AI launches, and [chrisbanes/skills](https://github.com/chrisbanes/skills) hints that reusable skill packs may become a durable packaging pattern. The key takeaway is that the best new repos are the ones reducing workflow friction, not the ones making the loudest promises.
18 +**A Language Born for the Agent Runtime.** [vercel-labs/zerolang](https://github.com/vercel-labs/zerolang) (4,076★ in its first week, Apache-2.0, written in C) is the most structurally significant new repo this week. Described as "the programming language for agents," it signals that agent-native compute is entering the language-design layer — a shift from tooling agents on top of existing languages to designing languages around agentic execution semantics. Too early to call it a platform, but early enough to watch closely.
19
20 -## Trending This Week
20 +**Small Models Racing in Public.** Three new repos this week track the efficient model front: [Doorman11991/smallcode](https://github.com/Doorman11991/smallcode) (916★) claims 87% benchmark parity with a 4B-active-parameter model; [sapientinc/HRM-Text](https://github.com/sapientinc/HRM-Text) (590★) is a 1B text model based on the HRM (Hierarchical Reasoning Model) architecture with latent-space reasoning; [bytedance/Lance](https://github.com/bytedance/Lance) (586★) is a 3B-active-parameter unified multimodal model for image and video. None of these are marginal experiments — they represent sustained commercial-grade investment in smaller, deployable models. The "frontier at 4B" claim from smallcode is the kind of benchmark pressure that compounds over time.
21
22 -The trending set is still useful, but this week it is not a true stars-gained leaderboard. Every sampled `trending_repos` entry lacks a usable `stars_gained` value, so the list behaves more like “large repositories that were active during the crawl window” than a clean momentum table. Even with that caveat, the concentration around [freeCodeCamp/freeCodeCamp](https://github.com/freeCodeCamp/freeCodeCamp), [facebook/react](https://github.com/facebook/react), [n8n-io/n8n](https://github.com/n8n-io/n8n), [ollama/ollama](https://github.com/ollama/ollama), [huggingface/transformers](https://github.com/huggingface/transformers), [langgenius/dify](https://github.com/langgenius/dify), [firecrawl/firecrawl](https://github.com/firecrawl/firecrawl), and [anthropics/claude-code](https://github.com/anthropics/claude-code) shows that AI workflow platforms, developer productivity infrastructure, and agent-adjacent tooling remain where attention is pooling.
22 +**MCP Becomes Background Infrastructure.** Model Context Protocol is no longer a trend to announce — it's quietly becoming a tagging convention and integration requirement. [n8n-io/n8n](https://github.com/n8n-io/n8n) (189K★) carries `mcp`, `mcp-client`, and `mcp-server` tags; [upstash/context7](https://github.com/upstash/context7) (56K★) and [modelcontextprotocol/servers](https://github.com/modelcontextprotocol/servers) (86K★) continue to accumulate. The `mcp` topic appeared on 15 repos this week. The protocol is past the "will it stick?" question.
23
24 -## Trend Analysis
24 +**Automated Code Review Tooling Is Quietly Growing.** [openclaw/clawpatch](https://github.com/openclaw/clawpatch) (610★) — "Review code. Patch bugs. Land PRs." — is a lightweight but telling data point. Combined with [evilsocket/audit](https://github.com/evilsocket/audit) (384★, an 8-stage vulnerability-discovery agent) and the broader [anthropics/claude-code](https://github.com/anthropics/claude-code) ecosystem (125K★), developer-facing automation for the review and security audit loop is becoming a recognizable category.
25
26 -### Signal
26 +## Where Industry Meets Code
27
28 -The durable signal is the shift from general AI enthusiasm toward operational tooling. The top shared topics — **python**, **ai**, **llm**, **typescript**, **nodejs**, and **javascript** — reinforce that the center of gravity is still developer-facing AI, but the better projects are focused on workflow reliability, packaging, and execution discipline. This is a healthier pattern than pure demo-driven hype because it implies the ecosystem is starting to care about how agent systems are run, maintained, and trusted.
28 +TechCrunch's twelve articles this week were almost entirely about money: Nvidia's record quarter and Jensen Huang's claimed $200B new market, Anthropic paying xAI $1.25B/month for compute, Sam Altman's YC offer, and a series of funding rounds. The most technically substantive piece — OpenAI claiming to solve an 80-year-old math problem — covered a reasoning model benchmark, not a GitHub project. No TechCrunch article this week directly covered a project visible in GitHub's new-repo chart.
29
30 -### Noise
30 +This is a sharp divergence. The correlation data confirms it: most "press-correlated" repos in this week's crawl matched on org name (Microsoft articles about spam and carbon removal dragged in `microsoft/vscode`, `microsoft/playwright`, etc.), not on actual technical coverage. The real correlation confidence for any specific GitHub project receiving genuine press attention this week is effectively zero.
31
32 -The weak signal is the amount of off-mission and exploit-heavy material that still clears the crawler. Security appears often, but too much of that volume is bypass, exploit, or cheat-oriented rather than defensive engineering. There is also obvious repetition in the agent category: many launches gesture at automation without much evidence of differentiation. That means the week is loud, but not all of that loudness deserves equal editorial weight.
32 +The divergence is not a failure of press coverage — it's a structural mismatch. Press is covering the compute and capital layer of the AI stack. Developers are building the operational and tooling layer: skills, harnesses, agent CLIs, review bots, and small runnable models. These two layers are both real and both important, but they are currently operating with almost no shared vocabulary in media. The story the press is missing is that [vercel-labs/zerolang](https://github.com/vercel-labs/zerolang), [DenisSergeevitch/agents-best-practices](https://github.com/DenisSergeevitch/agents-best-practices), and [affaan-m/ECC](https://github.com/affaan-m/ECC) represent genuine language-and-tooling infrastructure work happening at the edge of the AI platform layer — without a funding round to make it newsworthy.
33
34 -## What's Missing
34 +## Signal & Noise
35
36 -### Gaps
36 +The signal this week is concentrated and credible. Zerolang is the most structurally interesting new repo — a language-level intervention in the agent stack from a credible team (Vercel Labs), written in C, Apache-licensed, with 4K stars in its first week and zero forks inflated by bots. The agent skills cluster — agents-best-practices, codex-complexity-optimizer, InterviewForge, ECC, ruflo — is real infrastructure work, even if individual repos vary in depth. HRM-Text and Lance represent genuine model research with implementation. [nkzw-tech/codiff](https://github.com/nkzw-tech/codiff) (416★) is small and quiet but fills an actual gap: a fast local diff viewer. These projects solve specific problems with specific implementations.
37
38 -The biggest missing piece is trustworthy momentum data. Without historical star snapshots, the analyzer cannot distinguish what is newly accelerating from what is simply already famous. The second gap is stronger quality filtering: exploit repositories, cheat tooling, and other off-mission projects still distort the weekly picture. The third is ecosystem balance. There is plenty of heat around AI builders, but much less visible energy around defensive security tooling, testing infrastructure for agents, and pragmatic maintenance tools that help teams run these systems safely at scale.
38 +The noise is louder. Approximately 15-20 of the new repos in this week's crawl are coordinated piracy and exploit distribution: Roblox script executors, Pokemon ROM "emulators" with keyword-stuffed descriptions, Steam unlockers, GTA mod menus, Hydra game launchers, Minecraft offline launchers, Fortnite external cheats. The pattern is consistent — 400-630 stars, zero forks, TypeScript or C++ language tags, MIT license, and multi-paragraph SEO descriptions stuffed with download keywords. These are not organic projects; they are star-farmed SEO repositories using GitHub as a distribution surface. [Flizorules05/ROM-MGBA-Pokemon-Emulator-PC](https://github.com/Flizoreles05/ROM-MGBA-Pokemon-Emulator-PC), [Sunislazi/rbxfpsunlocker-boost-More-240FPS](https://github.com/Sunislazi/rbxfpsunlocker-boost-More-240FPS), and [haiddrrs/Steam-Tools](https://github.com/haiddrrs/Steam-Tools) are representative. They consume crawler bandwidth, inflate star counts, and make trend detection harder. This is not a new problem, but its scale this week is notable. The filter summary in the raw crawl caught some (`low_signal_keyword: 6`, `low_signal_topic: 1` for new repos) but the majority passed through. Future analysis should treat the zero-forks / keyword-stuffed-description / 400-650★ cluster as a near-certain spam signal.
39
40 -## Conclusion
40 +## Blind Spots
41
42 -Week 21 matters because it shows where the GitHub conversation is maturing: away from generic AI excitement and toward tooling that makes agent workflows usable. But it also shows why the analyzer contract has to be strict. Until the pipeline has real trend baselines and better filtering, the right editorial stance is confident about the signal, skeptical about the noise, and explicit about the gaps.
42 +Agent observability is the most conspicuous absence this week. There is no new infrastructure for tracing, logging, cost attribution, or debugging multi-agent workflows at production scale. This is not a minor gap — as organizations deploy agent harnesses built on ECC, ruflo, and Claude Code, they will immediately face the problem of understanding what their agents did and why. The absence is doubly notable given that the MCP standard is mature enough to have 15 tagged repos this week; the tooling layer for monitoring MCP-connected agents does not exist in any visible form.
43 +
44 +Agent security beyond audit scripts is also missing. [evilsocket/audit](https://github.com/evilsocket/audit) is a promising data point, but the broader category — prompt injection defenses, agentic attack surface analysis, sandbox enforcement for agent-executed code — is invisible in new repos. Given that Anthropic's compute deal and OpenAI's YC offer signal accelerating real-world deployment, the gap between deployed agent capability and defensive tooling is widening. Privacy-defensive tooling ([stephenlthorn/auto-identity-remove](https://github.com/stephenlthorn/auto-identity-remove), 572★) is growing quietly, but it addresses a narrower problem than the agentic security gap requires.
45 +
46 +## The Week Ahead
47 +
48 +Watch [vercel-labs/zerolang](https://github.com/vercel-labs/zerolang) — the next two weeks will reveal whether this is a genuine language-design effort with a community trajectory or an early-stage release waiting for a blog post. The agent skills category is in active formation: expect more structured skill libraries, aggregator repos, and skill registries to emerge as the pattern matures. The small-model efficiency race ([Doorman11991/smallcode](https://github.com/Doorman11991/smallcode), [sapientinc/HRM-Text](https://github.com/sapientinc/HRM-Text)) will sharpen quickly — benchmark competition at 4B-active parameters is compressing. If MCP adoption continues at its current pace, expect to see the first credible observability layer for MCP-connected agents within the next month.
49 +
50 +## Key References
51 +
52 +### Notable Projects
53 +
54 +- [vercel-labs/zerolang](https://github.com/vercel-labs/zerolang) — A programming language designed for agent runtimes; the most structurally novel new repo this week, representing a language-level intervention in the agent stack.
55 +- [DenisSergeevitch/agents-best-practices](https://github.com/DenisSergeevitch/agents-best-practices) — Provider-neutral agent skill definitions for Codex, Claude Code, and agentic harnesses; the clearest signal of agent skills becoming a distributable artifact.
56 +- [Doorman11991/smallcode](https://github.com/Doorman11991/smallcode) — AI coding agent claiming 87% benchmark parity at 4B-active parameters; represents the growing claim that frontier behavior is achievable at small model size.
57 +- [sapientinc/HRM-Text](https://github.com/sapientinc/HRM-Text) — 1B text model on HRM architecture with latent-space reasoning; serious research implementation, not a demo wrapper.
58 +- [bytedance/Lance](https://github.com/bytedance/Lance) — ByteDance's 3B-active multimodal model for image, video understanding and generation; unified architecture at deployable scale.
59 +- [affaan-m/ECC](https://github.com/affaan-m/ECC) — Agent harness optimization system for Claude Code, Codex, and beyond; one of the most-starred practical agent skill frameworks in active development.
60 +- [modelcontextprotocol/servers](https://github.com/modelcontextprotocol/servers) — The MCP server reference collection; its 86K stars and continued topic proliferation signal protocol adoption crossing an inflection point.
61 +- [openclaw/clawpatch](https://github.com/openclaw/clawpatch) — Automated code review, patch, and PR landing bot; a lean entry in the growing automated code review category.
62 +- [evilsocket/audit](https://github.com/evilsocket/audit) — 8-stage AI-powered vulnerability-discovery agent; one of the few genuine agentic security tools in this week's crawl.
63 +- [stephenlthorn/auto-identity-remove](https://github.com/stephenlthorn/auto-identity-remove) — Automated data broker opt-out runner; a privacy-defensive tool with genuine utility and no press coverage.
64 +
65 +### Press & Industry
66 +
67 +- [Anthropic will pay xAI $1.25B per month for compute](https://techcrunch.com/2026/05/20/anthropic-will-pay-xai-1-25-billion-per-month-for-compute/) — The compute capital layer of the AI stack moves independently of the tooling layer visible on GitHub this week.
68 +- [Jensen Huang says he's found a 'brand new' $200B market for Nvidia](https://techcrunch.com/2026/05/20/jensen-huang-says-hes-found-a-brand-new-200b-market-for-nvidia/) — Hardware narrative dominates press; the software tooling layer building on top of that hardware is largely invisible in coverage.
69 +- [OpenAI claims it solved an 80-year-old math problem — for real this time](https://techcrunch.com/2026/05/20/openai-claims-it-solved-an-80-year-old-math-problem-for-real-this-time/) — Reasoning model benchmarks in press; small model benchmark pressure in developer repos — parallel conversations with no crossover.
70 +- [Sam Altman makes 'mic drop' offer to every Y Combinator startup](https://techcrunch.com/2026/05/20/sam-altman-makes-mic-drop-offer-to-every-y-combinator-startup/) — Capital and distribution deals occupy press attention while the open-source tooling ecosystem builds without fanfare.
content/weekly/2026/W22.md new
+67
@@ -0,0 +1,67 @@
1 +---
2 +title: "Supply-Chain Scanners, Skills Economies, and GitHub's Star-Farm Flood"
3 +date: 2026-05-25 11:56:08+00:00
4 +week: "2026-W22"
5 +tags: ["supply-chain-security", "agent-skills", "ai-memory", "coding-agents", "developer-tooling", "noise-amplification", "open-source"]
6 +categories: ["weekly"]
7 +repos_featured: 420
8 +stars_tracked: 16500000
9 +top_repo: "perplexityai/bumblebee"
10 +summary: "Week 22 delivers the clearest defensive-security signal of the year alongside a crystallising agent-skills economy — both nearly buried under the most concentrated coordinated star-farming campaign the crawl has caught."
11 +draft: false
12 +---
13 +
14 +## This Week's Trends
15 +
16 +**Supply-chain security lands its most credible new tool of 2026.** [perplexityai/bumblebee](https://github.com/perplexityai/bumblebee) is a read-only Go scanner built by Perplexity AI to interrogate on-disk packages, browser extensions, and developer-tool metadata against known supply-chain compromise indicators. At 2,328 stars in five days with 181 forks, it is the week's highest-conviction new-repo signal: specific problem, defensible scope, credible team, real fork activity. Apple's open-sourcing of [apple/corecrypto](https://github.com/apple/corecrypto) adds a second data point — two significant platform and tooling actors moving toward transparency in the same week is not coincidence.
17 +
18 +**Agent skills solidify as an ecosystem layer.** Last week's hint becomes this week's pattern. [open-gsd/get-shit-done-redux](https://github.com/open-gsd/get-shit-done-redux) (678 ⭐) and companion [open-gsd/gsd-pi](https://github.com/open-gsd/gsd-pi) (158 ⭐) deliver meta-prompting and spec-driven scaffolding; [aref-vc/tufte-claude-skill](https://github.com/aref-vc/tufte-claude-skill) (161 ⭐) packages Edward Tufte's visualization principles as a callable Claude Code skill; [kingbootoshi/directional-prompting](https://github.com/kingbootoshi/directional-prompting) (96 ⭐) formalizes outcome-first prompting methodology. In the trending set, [obra/superpowers](https://github.com/obra/superpowers) (205k ⭐) and [anthropics/skills](https://github.com/anthropics/skills) (140k ⭐) confirm this is now a category, not an experiment.
19 +
20 +**Agent memory and observability mature into required primitives.** [akitaonrails/ai-memory](https://github.com/akitaonrails/ai-memory) (169 ⭐, Rust) solves cross-vendor long-term memory and agent handoff; [NanoFlow-io/engram](https://github.com/NanoFlow-io/engram) (119 ⭐, TypeScript) delivers hybrid SQLite+FTS5/LanceDB memory for OpenClaw agents; [jianshuo/ccglass](https://github.com/jianshuo/ccglass) (269 ⭐) takes the observability angle — a local proxy plus web dashboard to inspect exactly what an agent sends to the model. Trending [MemPalace/mempalace](https://github.com/MemPalace/mempalace) (52k ⭐) adds benchmarking context the memory space has lacked. Three independent teams hitting adjacent gaps in the same week is a pattern, not a coincidence.
21 +
22 +**BYOK shims and open agent-service standards emerge.** [0xSero/codex-shim](https://github.com/0xSero/codex-shim) (504 ⭐) is the week's most pragmatic delivery: a local Responses-API shim letting Codex Desktop route to Factory BYOK models or GPT-5.5 passthrough. At the standard-setting end, [workos/auth.md](https://github.com/workos/auth.md) (94 ⭐) proposes an open protocol for agent service registration discoverable via a Markdown file at a domain root. Both answer the same market pressure: developers want model substitutability and open discovery, not locked-in platform stacks.
23 +
24 +**Coordinated star farming peaks.** A tight cluster of repos — Nintendo Switch emulator kits, FL Studio unlock tools, Forza Horizon mod packs, Minecraft hack clients, Delta Executor Roblox hubs, HWID spoofers — arrived at 421–429 stars apiece, zero forks, all created within minutes on 2026-05-22. Claude-branded repos (Claude-Design-Studio, Mythos-Claude-Skill-Forge, claude-zeroclaw-agentics) ran the same playbook. Dozens of polymarket trading bots used keyword-repetition descriptions as a separate star-inflation vector. This is editorial noise, but it is also an ecosystem health signal: GitHub's discovery layer is under active, organized manipulation.
25 +
26 +## Where Industry Meets Code
27 +
28 +TechCrunch's six articles for the week covered SolarSquare's $60M round, spyware defense guidance for phone users, a nuclear startup SPAC, a Berlin search-marketing startup, Blue Origin's New Glenn clearance, and — most relevant — a reported piece on how founders and VCs use inflated ARR metrics to manufacture AI startup credibility. That last article is the clearest press-developer convergence of the week: TechCrunch is naming metric inflation in AI venture narratives at exactly the moment GitHub's new_repos feed is experiencing its own form of metric inflation through coordinated star farming. Neither story is aware of the other, but they describe the same underlying dynamic — manufactured signals crowding out honest ones.
29 +
30 +The press ignored several of the week's most significant developer movements. The emergence of [perplexityai/bumblebee](https://github.com/perplexityai/bumblebee) as a supply-chain scanner got no coverage, even though software supply-chain risk has been a recurring TechCrunch topic since the 2020 SolarWinds episode. The agent skills economy — [open-gsd/get-shit-done-redux](https://github.com/open-gsd/get-shit-done-redux), [aref-vc/tufte-claude-skill](https://github.com/aref-vc/tufte-claude-skill), [workos/auth.md](https://github.com/workos/auth.md) — received no press attention despite representing a structural shift in how agent behavior is distributed and extended. The TechCrunch spyware-defense article aligns categorically with the week's security theme, but the press angle (consumer phone settings) and the developer angle (developer-workstation supply-chain scanning) point in entirely different directions and at entirely different audiences.
31 +
32 +## Signal & Noise
33 +
34 +The durable signal this week is concentrated and coherent across four categories: defensive security tooling ([perplexityai/bumblebee](https://github.com/perplexityai/bumblebee), [apple/corecrypto](https://github.com/apple/corecrypto)), agent skills as distribution mechanism ([open-gsd/get-shit-done-redux](https://github.com/open-gsd/get-shit-done-redux), [aref-vc/tufte-claude-skill](https://github.com/aref-vc/tufte-claude-skill), [kingbootoshi/directional-prompting](https://github.com/kingbootoshi/directional-prompting)), memory and observability as infrastructure ([akitaonrails/ai-memory](https://github.com/akitaonrails/ai-memory), [NanoFlow-io/engram](https://github.com/NanoFlow-io/engram), [jianshuo/ccglass](https://github.com/jianshuo/ccglass)), and model routing/standards ([0xSero/codex-shim](https://github.com/0xSero/codex-shim), [workos/auth.md](https://github.com/workos/auth.md)). Each cluster has the hallmarks of real ecosystem movement: multiple independent teams, specific problem statements, non-zero fork activity. MoonshotAI's entry with [MoonshotAI/kimi-code](https://github.com/MoonshotAI/kimi-code) (343 ⭐) also registers as a geopolitical signal — a Chinese AI lab making a direct public bid for the coding-agent space is worth tracking regardless of the repo's current depth.
35 +
36 +The noise this week is not background hum — it is an active manipulation campaign. The 421–429 star cluster is unambiguous coordination: identical star counts, zero forks, creation timestamps within minutes of each other, heterogeneous content (emulators, unlockers, hack clients) mixed with Claude-branded repos using the same technique. Polymarket trading bots with copy-paste, keyword-stuffed descriptions represent a separate spam vector. Stars_gained data remained absent for trending repos, so the trending list continues to function as a popularity catalog rather than a momentum leaderboard — the caveat from W21 persists. The temptation to read the `claude-code: 19` topic count in signals as agent-ecosystem momentum should be resisted: a significant share of that count comes from the spam cluster using Claude branding, not from genuine tooling.
37 +
38 +## Blind Spots
39 +
40 +The most consequential gap is agent execution security. [nkzw-tech/cloudsail](https://github.com/nkzw-tech/cloudsail) (90 ⭐) is the week's sole attempt at self-hosted agent sandboxing on Cloudflare, but it is isolated and under-resourced relative to the problem. As coding agents are routinely granted shell access, filesystem permissions, and API credentials, the blast radius of an agent error or compromise is expanding rapidly. There is no emergent category of runtime permission scoping, agent isolation, or behavioral boundary enforcement in this week's data — and no press narrative drawing attention to the gap. [scheidydude/codeindex](https://github.com/scheidydude/codeindex) (158 ⭐) hints at blast-radius analysis for AI-assisted development but is an analysis tool, not a runtime control.
41 +
42 +The second gap is agent behavior testing. There is no shortage of tools to help agents write code, route to models, or persist memory. There is almost nothing in this week's crawl for verifying that agent actions are correct, bounded, and reproducible under varying inputs. Until agent behavior testing becomes a first-class category, production reliability claims for agent-built systems will remain assertions rather than verifiable properties.
43 +
44 +## The Week Ahead
45 +
46 +The skills and memory infrastructure trends are in active acceleration and unlikely to peak next week. Watch for domain-specific skill packages proliferating on the model of [aref-vc/tufte-claude-skill](https://github.com/aref-vc/tufte-claude-skill), and for early integrations between the memory layer ([NanoFlow-io/engram](https://github.com/NanoFlow-io/engram), [MemPalace/mempalace](https://github.com/MemPalace/mempalace)) and the observability layer ([jianshuo/ccglass](https://github.com/jianshuo/ccglass)). The coordinated star-farming surge either subsides as GitHub responds or intensifies and forces a pipeline filtering upgrade — next week's data will be diagnostic. The BYOK routing and agent-protocol work initiated by [0xSero/codex-shim](https://github.com/0xSero/codex-shim) and [workos/auth.md](https://github.com/workos/auth.md) will attract fast-follower implementations if either gains traction in practitioner communities over the coming days.
47 +
48 +## Key References
49 +
50 +### Notable Projects
51 +
52 +- [perplexityai/bumblebee](https://github.com/perplexityai/bumblebee) — Read-only Go scanner for supply-chain compromise exposure in developer-tool metadata; the week's strongest new defensive-security release from a credible author.
53 +- [open-gsd/get-shit-done-redux](https://github.com/open-gsd/get-shit-done-redux) — Meta-prompting and spec-driven development methodology for long-running coding agents; the highest-starred new entry in the emerging skills-ecosystem layer.
54 +- [0xSero/codex-shim](https://github.com/0xSero/codex-shim) — Local Responses-API shim making Codex Desktop model-agnostic via Factory BYOK; the most pragmatic model-routing release of the week.
55 +- [jianshuo/ccglass](https://github.com/jianshuo/ccglass) — Local proxy and web dashboard for inspecting what coding agents send to models; fills a real observability gap in the agent development workflow.
56 +- [akitaonrails/ai-memory](https://github.com/akitaonrails/ai-memory) — Rust-based long-term memory for agent coding CLIs with cross-vendor handoff; directly addresses the context-persistence problem.
57 +- [NanoFlow-io/engram](https://github.com/NanoFlow-io/engram) — Hybrid SQLite+FTS5/LanceDB memory plugin for OpenClaw agents; production-grade memory architecture rather than a proof-of-concept.
58 +- [workos/auth.md](https://github.com/workos/auth.md) — Open protocol for agent service registration via a discoverable Markdown file; early-stage but potentially significant standard for agent-service interaction.
59 +- [nkzw-tech/cloudsail](https://github.com/nkzw-tech/cloudsail) — Self-hosted Cloudflare-based sandboxes for coding agents; the week's best attempt at the agent execution-boundary problem.
60 +- [aref-vc/tufte-claude-skill](https://github.com/aref-vc/tufte-claude-skill) — Claude Code skill distilling Tufte's data-visualization principles into chart generation; the clearest model of what domain-specific agent skills can look like.
61 +- [apple/corecrypto](https://github.com/apple/corecrypto) — Apple's open-sourced cryptographic library; a platform-vendor transparency signal that landed in the same week as the supply-chain scanning theme.
62 +
63 +### Press & Industry
64 +
65 +- [How VCs and founders use inflated 'ARR' to crown AI startups](https://techcrunch.com/2026/05/22/how-vcs-and-founders-use-inflated-arr-to-kingmake-ai-startups/) — TechCrunch reporting on manufactured AI metrics; relevant counterpart to the coordinated star-farming pattern observed in GitHub new_repos this week.
66 +- [These special phone and app features can help protect you from spyware](https://techcrunch.com/2026/05/23/you-dont-have-to-click-anything-to-get-hacked-anymore-heres-how-to-fight-back/) — TechCrunch security coverage aimed at consumers; categorically adjacent to the developer-facing supply-chain scanning work of perplexityai/bumblebee but pointing at a different audience and problem space.
67 +- [SolarSquare in talks to raise up to $60M as India's rooftop solar market draws major VC interest](https://techcrunch.com/2026/05/23/solarsquare-in-talks-to-raise-up-to-60m-as-indias-rooftop-solar-market-draws-major-vc-interest/) — Climate/Startups funding news; no material developer-activity correlation in this week's crawl.
content/yearly/2026.md
+29 -10
@@ -1,6 +1,6 @@
1 ---
2 title: "2026 Yearly Rollup"
3 -date: "2026-05-18T12:07:20.778000+02:00"
3 +date: "2026-05-25T11:56:08+00:00"
4 year: 2026
5 categories: ["yearly"]
6 months_covered: ["2026-05"]
@@ -9,28 +9,47 @@ months_covered: ["2026-05"]
9 ## Year in Review
10
11 ### May 2026 update — 2026-W21
12 -- [May 2026]({{< relref "/monthly/2026/05.md" >}}) gained a new weekly signal via [Week 21, 2026]({{< relref "/weekly/2026/W21.md" >}}).
13 -- Snapshot: Week 21 shows real demand for agent infrastructure, but the trend data still lacks the baseline needed to separate momentum from popularity.
12 +- [May 2026](/monthly/2026/05/) gained a new weekly signal via [Week 21, 2026](/weekly/2026/W21/).
13 +- Snapshot: W21 2026 is defined by two opposing forces: a maturing agent infrastructure stack — agent skills, MCP adoption, and efficient small models — and a coordinated wave of piracy, exploit, and SEO-farming repos that pollutes trending charts and makes signal extraction harder than it should be.
14 +
15 +### May 2026 update — 2026-W22
16 +- [May 2026](/monthly/2026/05/) gained a new weekly signal via [Week 22, 2026](/weekly/2026/W22/).
17 +- Snapshot: Week 22 delivers the clearest defensive-security signal of the year alongside a crystallising agent-skills economy — both nearly buried under the most concentrated coordinated star-farming campaign the crawl has caught.
18
19 ## Biggest Trends
20
21 ### May 2026 update — 2026-W21
18 -- Themes in rotation: ai, agents, developer-tooling, security, open-source.
19 -- Signal from [Week 21, 2026]({{< relref "/weekly/2026/W21.md" >}}): The durable signal is the shift from general AI enthusiasm toward operational tooling. The top shared topics — **python**, **ai**, **llm**, **typescript**, **nodejs**, and **javascript** — reinforce that the center of gravity is still developer-facing AI, but the better projects are focused on workflow reliability, packaging, and execution discipline. This is a healthier pattern than pure demo-driven hype because it implies the ecosystem is starting to care about how agent systems are run, maintained, and trusted.
22 +- Themes in rotation: ai-agents, agent-skills, mcp, small-models, coding-agents.
23 +- Signal from [Week 21, 2026](/weekly/2026/W21/):
24 +
25 +### May 2026 update — 2026-W22
26 +- Themes in rotation: agent-skills, coding-agents, ai-agents, mcp, small-models.
27 +- Signal from [Week 22, 2026](/weekly/2026/W22/):
28
29 ## Most Impactful Repos
30
31 ### May 2026 update — 2026-W21
24 -- Featured repo: [vercel-labs/zero](https://github.com/vercel-labs/zero).
25 -- Month summary: [May 2026]({{< relref "/monthly/2026/05.md" >}}).
32 +- Featured repo: [vercel-labs/zerolang](https://github.com/vercel-labs/zerolang).
33 +- Month summary: [May 2026](/monthly/2026/05/).
34 +
35 +### May 2026 update — 2026-W22
36 +- Featured repo: [perplexityai/bumblebee](https://github.com/perplexityai/bumblebee).
37 +- Month summary: [May 2026](/monthly/2026/05/).
38
39 ## What Changed
40
41 ### May 2026 update — 2026-W21
30 -- Friction noted in [Week 21, 2026]({{< relref "/weekly/2026/W21.md" >}}): The weak signal is the amount of off-mission and exploit-heavy material that still clears the crawler. Security appears often, but too much of that volume is bypass, exploit, or cheat-oriented rather than defensive engineering. There is also obvious repetition in the agent category: many launches gesture at automation without much evidence of differentiation. That means the week is loud, but not all of that loudness deserves equal editorial weight.
42 +- Friction noted in [Week 21, 2026](/weekly/2026/W21/):
43 +
44 +### May 2026 update — 2026-W22
45 +- Friction noted in [Week 22, 2026](/weekly/2026/W22/):
46
47 ## Predictions Review
48
49 ### May 2026 update — 2026-W21
35 -- Open question carried forward from [May 2026]({{< relref "/monthly/2026/05.md" >}}): The biggest missing piece is trustworthy momentum data. Without historical star snapshots, the analyzer cannot distinguish what is newly accelerating from what is simply already famous. The second gap is stronger quality filtering: exploit repositories, cheat tooling, and other off-mission projects still distort the weekly picture. The third is ecosystem balance. There is plenty of heat around AI builders, but much less visible energy around defensive security tooling, testing infrastructure for agents, and pragmatic maintenance tools that help teams run these systems safely at scale.
36 -- Working takeaway: Week 21 matters because it shows where the GitHub conversation is maturing: away from generic AI excitement and toward tooling that makes agent workflows usable. But it also shows why the analyzer contract has to be strict. Until the pipeline has real trend baselines and better filtering, the right editorial stance is confident about the signal, skeptical about the noise, and explicit about the gaps.
50 +- Open question carried forward from [May 2026](/monthly/2026/05/):
51 +- Working takeaway:
52 +
53 +### May 2026 update — 2026-W22
54 +- Open question carried forward from [May 2026](/monthly/2026/05/):
55 +- Working takeaway:
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4142 + "Alkih/Nightlight-Game-Launcher",
4143 + "SubamanojJ-2004/gta-5-mod-menu",
4144 + "Harshit-pruthi/sklauncher-minecraft",
4145 + "nkzw-tech/codiff",
4146 + "dannyhsueh2/Forza-Horizon-6-Premium",
4147 + "uktrash/LSFG-Desktop",
4148 + "CylinderChairman/aida64",
4149 + "evilsocket/audit",
4150 + "rahul03524/YellowKey-Bitlocker",
4151 + "MFS9628/Deepseek-v4-pro-app",
4152 + "ZettPW/KMSTools",
4153 + "agentic-in/elephant-agent",
4154 + "AppleOnFire/JennyMod-All-Versions",
4155 + "husu/loom",
4156 + "internetkafe/vpnhostinglist",
4157 + "MediatorSpeak/dota2-gameplay-tools",
4158 + "dtnewman/burn-baby-burn",
4159 + "kageroumado/phosphene",
4160 + "texsellix/polymarket-trading-bot",
4161 + "RastProxy88/Vivid-R6-Cracked-2026",
4162 + "basketikun/infinite-canvas",
4163 + "lynote-ai/humanize-text",
4164 + "skydoves/android-testing-skills",
4165 + "Multichain-Bot-Lab/polymarket-trading-bot",
4166 + "Multichain-Bot-Lab/polymarket-copy-trading-bot",
4167 + "luoling8192/technical-writing",
4168 + "datawhalechina/Agent-Learning-Hub",
4169 + "redteamfortress/PhantomKiller",
4170 + "rit3zh/expo-motion-tabs",
4171 + "2b2tplace/1m_release",
4172 + "sachmalan/kalshi-trading-bot",
4173 + "VAENPP/solana-trading-bot",
4174 + "japp-fi/polymarket-mcp-server",
4175 + "Alchemz/solana-pumpfun-token-bundler",
4176 + "OpenPatchLab/polymarket-weather-trading-bot",
4177 + "fristork/hyperliquid-trading-bot",
4178 + "cclank/x-algorithm-wiki",
4179 + "Nieobie/Game-Icon-Pack",
4180 + "sander110419/lightroom-cc-on-linux",
4181 + "WUBING2023/PaperSpine",
4182 + "ByteDance-Seed/Cola-DLM",
4183 + "shenli/distributed-system-testing",
4184 + "kouhxp/yapsnap",
4185 + "zimingttkx/QuantumFlow",
4186 + "hossein8360/cdn-ip-finder",
4187 + "ronaldo-avalos/Maya",
4188 + "nikvpn-iran/nikvpn-codespace",
4189 + "ahammadmejbah/Awesome-Datasets-Hub",
4190 + "disintegr8te/teams-policy-export",
4191 + "yangliu2060/founders-playbook-zh",
4192 + "AIchovy/vibe-observer",
4193 + "harmony-on-android/HOA",
4194 + "sablin39/tilelang-cuda-skills",
4195 + "amrdoh/ClockMaster",
4196 + "jackson-video-resources/markov-hedge-fund-method",
4197 + "RyensX/OpenCodex",
4198 + "shootthesound/comfyui-mesh",
4199 + "qewer33/ratscad",
4200 + "huey1in/WindsurfX",
4201 + "bvzrays/forza-painter-fh6",
4202 + "julianommartins/tech-interview-handbook",
4203 + "AdvDebug/Brovan",
4204 + "akuma815/WindowsDelta",
4205 + "yenjenchen/trading-bot",
4206 + "MediatorSpeak/Valorant-External-Framework",
4207 + "mr-r3b00t/cyber_rss",
4208 + "noppefoxwolf/MergeableView",
4209 + "bjarneo/quickshell",
4210 + "xiaolai/type-review",
4211 + "Hi-FullHouse/CyberSecurity-Skills",
4212 + "zhouyoukang1234-spec/windsurf-assistant",
4213 + "alchaincyf/huashu-weread",
4214 + "HumanMLLM/SWIM",
4215 + "fffonion/openwrt-win98-theme",
4216 + "stainlu/stainful",
4217 + "mrdoob/reframe",
4218 + "azw413/Glass",
4219 + "RastProxy88/Fortnite-External-Cheat-2026",
4220 + "DeFiCryptoBots/CryptoBots-Solana-Sniper-PumpFun-Free",
4221 + "DaoyuanLi2816/can-i-finetune-this",
4222 + "ynsmroztas/nextssrf",
4223 + "zhiyingzzhou/renewlet",
4224 + "thaddeuswilkersonqbaj13/The-Delta-Executor",
4225 + "p0systems/peezy-cli",
4226 + "ZethRise/PlayDL",
4227 + "kgmkm/novel2hermes_jp",
4228 + "duggasco/bc250-40cu-unlock",
4229 + "kamalyes/go-argus",
4230 + "feicaiclub/video-spec-builder",
4231 + "frayude/throttnux",
4232 + "chillymasterio/puttyalt",
4233 + "Ayyouboss0011/SherlockMaps",
4234 + "Ballwictb/besur-themes",
4235 + "0xH4KU/manga-pdf-to-epub",
4236 + "Rion-Wu-tech/grok-video-workflow",
4237 + "nanovisionx/RAEv2",
4238 + "l0ng-ai/papr",
4239 + "guowang23333/kiro-pro-batch",
4240 + "leosssvip-dot/remotion-ad-video-skill",
4241 + "rajchandran006-ops/RFD-Classification-Machine-Learning-Project",
4242 + "zhw040803-glitch/UAV-GPS-DQN-Detection",
4243 + "Avijit07x/git-switch",
4244 + "Stevia-S/MultiClass-LungDisease-Detection-Using-XAI",
4245 + "matthart1983/diskwatch",
4246 + "kizuna-intelligence/Irodori-TTS-Lite",
4247 + "sanjanaprasath01-hue/handwritten-digit-recognition-cnn",
4248 + "K1XE/InterviewForge",
4249 + "MaftyManicEMU/DukeX",
4250 + "freeCodeCamp/freeCodeCamp",
4251 + "public-apis/public-apis",
4252 + "EbookFoundation/free-programming-books",
4253 + "nilbuild/developer-roadmap",
4254 + "vinta/awesome-python",
4255 + "awesome-selfhosted/awesome-selfhosted",
4256 + "facebook/react",
4257 + "torvalds/linux",
4258 + "TheAlgorithms/Python",
4259 + "trekhleb/javascript-algorithms",
4260 + "tensorflow/tensorflow",
4261 + "ultraworkers/claw-code",
4262 + "ohmyzsh/ohmyzsh",
4263 + "flutter/flutter",
4264 + "twbs/bootstrap",
4265 + "github/gitignore",
4266 + "avelino/awesome-go",
4267 + "ollama/ollama",
4268 + "yt-dlp/yt-dlp",
4269 + "anomalyco/opencode",
4270 + "huggingface/transformers",
4271 + "Snailclimb/JavaGuide",
4272 + "Genymobile/scrcpy",
4273 + "vercel/next.js",
4274 + "anthropics/skills",
4275 + "golang/go",
4276 + "facebook/react-native",
4277 + "anthropics/claude-code",
4278 + "ripienaar/free-for-dev",
4279 + "kubernetes/kubernetes",
4280 + "clash-verge-rev/clash-verge-rev",
4281 + "iptv-org/iptv",
4282 + "shadcn-ui/ui",
4283 + "rustdesk/rustdesk",
4284 + "rust-lang/rust",
4285 + "mrdoob/three.js",
4286 + "ggml-org/llama.cpp",
4287 + "godotengine/godot",
4288 + "axios/axios",
4289 + "denoland/deno",
4290 + "fatedier/frp",
4291 + "papers-we-love/papers-we-love",
4292 + "2dust/v2rayN",
4293 + "immich-app/immich",
4294 + "Anduin2017/HowToCook",
4295 + "garrytan/gstack",
4296 + "angular/angular",
4297 + "pytorch/pytorch",
4298 + "neovim/neovim",
4299 + "fastapi/fastapi",
4300 + "mui/material-ui",
4301 + "ant-design/ant-design",
4302 + "mattpocock/skills",
4303 + "tailwindlabs/tailwindcss",
4304 + "browser-use/browser-use",
4305 + "puppeteer/puppeteer",
4306 + "nvm-sh/nvm",
4307 + "oven-sh/bun",
4308 + "ruanyf/weekly",
4309 + "bitcoin/bitcoin",
4310 + "mermaid-js/mermaid",
4311 + "home-assistant/core",
4312 + "louislam/uptime-kuma",
4313 + "modelcontextprotocol/servers",
4314 + "astral-sh/uv",
4315 + "laravel/laravel",
4316 + "syncthing/syncthing",
4317 + "realworld-apps/realworld",
4318 + "zed-industries/zed",
4319 + "VoltAgent/awesome-design-md",
4320 + "tonsky/FiraCode",
4321 + "vitejs/vite",
4322 + "spring-projects/spring-boot",
4323 + "junegunn/fzf",
4324 + "hoppscotch/hoppscotch",
4325 + "Stirling-Tools/Stirling-PDF",
4326 + "PaddlePaddle/PaddleOCR",
4327 + "jesseduffield/lazygit",
4328 + "TauricResearch/TradingAgents",
4329 + "coder/code-server",
4330 + "farion1231/cc-switch",
4331 + "elastic/elasticsearch",
4332 + "awesomedata/awesome-public-datasets",
4333 + "nestjs/nest",
4334 + "redis/redis",
4335 + "unionlabs/union",
4336 + "grafana/grafana",
4337 + "ocornut/imgui",
4338 + "apache/superset",
4339 + "python/cpython",
4340 + "abi/screenshot-to-code",
4341 + "obsproject/obs-studio",
4342 + "strapi/strapi",
4343 + "moby/moby",
4344 + "pallets/flask",
4345 + "Eugeny/tabby",
4346 + "fffaraz/awesome-cpp",
4347 + "protocolbuffers/protobuf",
4348 + "danielmiessler/SecLists",
4349 + "nektos/act",
4350 + "swiftlang/swift",
4351 + "expressjs/express",
4352 + "NationalSecurityAgency/ghidra",
4353 + "ansible/ansible",
4354 + "toeverything/AFFiNE",
4355 + "paperclipai/paperclip",
4356 + "apache/echarts",
4357 + "scikit-learn/scikit-learn",
4358 + "webpack/webpack",
4359 + "TheAlgorithms/Java",
4360 + "facebook/docusaurus",
4361 + "gorhill/uBlock",
4362 + "opendatalab/MinerU",
4363 + "prometheus/prometheus",
4364 + "keras-team/keras",
4365 + "LadybirdBrowser/ladybird",
4366 + "gsd-build/get-shit-done",
4367 + "pathwaycom/pathway",
4368 + "traefik/traefik",
4369 + "socketio/socket.io",
4370 + "nocodb/nocodb",
4371 + "ruvnet/RuView",
4372 + "cline/cline",
4373 + "scrapy/scrapy",
4374 + "FuelLabs/sway",
4375 + "reduxjs/redux",
4376 + "jgraph/drawio-desktop",
4377 + "git/git",
4378 + "dani-garcia/vaultwarden",
4379 + "Mintplex-Labs/anything-llm",
4380 + "FFmpeg/FFmpeg",
4381 + "nuxt/nuxt",
4382 + "spring-projects/spring-framework",
4383 + "usememos/memos",
4384 + "jquery/jquery",
4385 + "withastro/astro",
4386 + "warpdotdev/warp",
4387 + "pi-hole/pi-hole",
4388 + "pocketbase/pocketbase",
4389 + "rails/rails",
4390 + "pmndrs/zustand",
4391 + "rust-unofficial/awesome-rust",
4392 + "ultralytics/ultralytics",
4393 + "FuelLabs/fuel-core",
4394 + "2dust/v2rayNG",
4395 + "remix-run/react-router",
4396 + "marktext/marktext",
4397 + "appwrite/appwrite",
4398 + "gatsbyjs/gatsby",
4399 + "upstash/context7",
4400 + "coollabsio/coolify",
4401 + "deepfakes/faceswap",
4402 + "ghostty-org/ghostty",
4403 + "laurent22/joplin",
4404 + "ChrisTitusTech/winutil",
4405 + "psf/requests",
4406 + "ngosang/trackerslist",
4407 + "ruvnet/ruflo",
4408 + "vuejs/core",
4409 + "TryGhost/Ghost",
4410 + "PowerShell/PowerShell",
4411 + "mozilla/pdf.js",
4412 + "google/material-design-icons",
4413 + "JetBrains/kotlin",
4414 + "ionic-team/ionic-framework",
4415 + "earendil-works/pi",
4416 + "tw93/Mole",
4417 + "prettier/prettier"
4418 + ],
4419 + "metadata": {
4420 + "repos_analyzed": 382,
4421 + "correlations_found": 87,
4422 + "articles_matched": 20,
4423 + "uncovered_tech_trends": 0,
4424 + "unpublicized_dev_activity": 243
4425 + }
4426 +}
data/analyzed/2026-W21-press-context.md new
+374
@@ -0,0 +1,374 @@
1 +## Press Context (TechCrunch, week of 2026-W21)
2 +12 articles published relevant to tech/open-source.
3 +
4 +Notable coverage:
5 +- [Beauty booking startup Fresha hits $1 billion valuation with KKR backing](https://techcrunch.com/2026/05/21/booking-platform-fresha-announces-80m-investment-unicorn-valuation/) [Startups, Venture, SaaS]
6 +- [General Catalyst just led a $63M bet on India’s travel payments market](https://techcrunch.com/2026/05/20/indian-travel-fintech-scapia-more-than-doubles-valuation-to-over-500m-in-a-year/) [Fintech, Startups, General Catalyst, Peak XV Partners, Scapia, Z47]
7 +- [Imperagen raises £5 million to use quantum physics, AI on enzyme engineering](https://techcrunch.com/2026/05/20/imperagen-raises-5-million-to-redefine-enzyme-engineering/) [Startups, Biotech & Health, Venture, biotech]
8 +- [Jensen Huang says he’s found a ‘brand new’ $200B market for Nvidia](https://techcrunch.com/2026/05/20/jensen-huang-says-hes-found-a-brand-new-200b-market-for-nvidia/) [AI, Enterprise, TC, cpus, nvidia]
9 +- [Clouted wants to take the guesswork out of making short videos go viral](https://techcrunch.com/2026/05/20/clouted-wants-to-take-the-guesswork-out-of-making-short-videos-go-viral/) [AI, Media & Entertainment, Startups, Clouted, Marketing, slow ventures, social media]
10 +- [Nvidia posts another record quarter, reveals $43B of holdings in startups](https://techcrunch.com/2026/05/20/nvidia-posts-another-record-quarter-reveals-43-billion-of-holdings-in-startups/) [AI, earnings, Jensen Huang, nvidia]
11 +- [Anthropic will pay xAI $1.25B per month for compute](https://techcrunch.com/2026/05/20/anthropic-will-pay-xai-1-25-billion-per-month-for-compute/) [AI, Anthropic, colossus, data centers, SpaceX, xAI]
12 +- [Sam Altman makes ‘mic drop’ offer to every Y Combinator startup](https://techcrunch.com/2026/05/20/sam-altman-makes-mic-drop-offer-to-every-y-combinator-startup/) [Startups, Venture, OpenAI, sam altman, Y Combinator]
13 +- [You don’t need to be an AI startup to raise. Lucra has $20M to prove it.](https://techcrunch.com/video/you-dont-need-to-be-an-ai-startup-to-raise-lucra-has-20m-to-prove-it/) [Startups, AI startup, ark invest, Cathie Wood, Equity podcast, Lucra, startup fundraising, venture capital]
14 +- [OpenAI claims it solved an 80-year-old math problem — for real this time](https://techcrunch.com/2026/05/20/openai-claims-it-solved-an-80-year-old-math-problem-for-real-this-time/) [AI, ChatGPT, erdos problems, OpenAI, reasoning models]
15 +- [IrisGo, a startup backed by Andrew Ng, looks to become the AI desktop buddy you never knew you needed](https://techcrunch.com/2026/05/20/irisgo-a-startup-backed-by-andrew-ng-looks-to-become-the-ai-desktop-buddy-you-never-knew-you-needed/) [AI, andrew ng, google brain, IrisGo]
16 +- [Airbnb gets into hotels, expands AI for host onboarding and customer support](https://techcrunch.com/2026/05/20/airbnb-gets-into-hotels-expands-ai-for-host-onboarding-and-customer-support/) [Apps, Airbnb, customer support, hotel bookings]
17 +
18 +### Correlation Summary
19 +87 repos have press correlation:
20 +- microsoft/vscode — match: org_name, confidence: 0.8, hype_risk: medium
21 +- microsoft/PowerToys — match: org_name, confidence: 0.8, hype_risk: medium
22 +- microsoft/generative-ai-for-beginners — match: org_name, confidence: 0.8, hype_risk: medium
23 +- microsoft/TypeScript — match: org_name, confidence: 0.8, hype_risk: medium
24 +- microsoft/terminal — match: org_name, confidence: 0.8, hype_risk: medium
25 +- microsoft/playwright — match: org_name, confidence: 0.8, hype_risk: medium
26 +- openai/codex — match: org_name, confidence: 0.8, hype_risk: medium
27 +- microsoft/ai-agents-for-beginners — match: org_name, confidence: 0.8, hype_risk: medium
28 +- starship/starship — match: org_name, confidence: 0.8, hype_risk: medium
29 +- AbhishekK130804/Claude-Mythos-AI-Anthropic-App — match: project_name, confidence: 0.6, hype_risk: medium
30 +- suyancc/openai-plus-vxt — match: project_name, confidence: 0.6, hype_risk: medium
31 +- ip-arch/NESLab — match: project_name, confidence: 0.6, hype_risk: medium
32 +- deepakness/google-ai-search-optimization — match: project_name, confidence: 0.6, hype_risk: medium
33 +- aqua5230/usage — match: project_name, confidence: 0.6, hype_risk: medium
34 +- OpenYSMDev/OpenYSM — match: project_name, confidence: 0.6, hype_risk: medium
35 +- wanshuiyin/ARIS-in-AI-Offer — match: project_name, confidence: 0.6, hype_risk: medium
36 +- Pythonation/AI-Text-Humanizer-Protocol — match: project_name, confidence: 0.6, hype_risk: medium
37 +- Yuvan-x/Pneumonia-Detection-With-Explainable-AI — match: project_name, confidence: 0.6, hype_risk: medium
38 +- openclaw/openclaw — match: project_name, confidence: 0.6, hype_risk: medium
39 +- open-webui/open-webui — match: project_name, confidence: 0.6, hype_risk: medium
40 +- x1xhlol/system-prompts-and-models-of-ai-tools — match: project_name, confidence: 0.6, hype_risk: medium
41 +- electron/electron — match: project_name, confidence: 0.6, hype_risk: medium
42 +- nodejs/node — match: project_name, confidence: 0.6, hype_risk: medium
43 +- tauri-apps/tauri — match: project_name, confidence: 0.6, hype_risk: medium
44 +- gohugoio/hugo — match: project_name, confidence: 0.6, hype_risk: medium
45 +- opencv/opencv — match: project_name, confidence: 0.6, hype_risk: medium
46 +- OpenHands/OpenHands — match: project_name, confidence: 0.6, hype_risk: medium
47 +- base/node — match: project_name, confidence: 0.6, hype_risk: medium
48 +- OpenBB-finance/OpenBB — match: project_name, confidence: 0.6, hype_risk: medium
49 +- JuliusBrussee/caveman — match: project_name, confidence: 0.6, hype_risk: medium
50 +- commaai/openpilot — match: project_name, confidence: 0.6, hype_risk: medium
51 +- virattt/ai-hedge-fund — match: project_name, confidence: 0.6, hype_risk: medium
52 +- sharkdp/bat — match: project_name, confidence: 0.6, hype_risk: medium
53 +- rclone/rclone — match: project_name, confidence: 0.6, hype_risk: medium
54 +- go-gitea/gitea — match: project_name, confidence: 0.6, hype_risk: medium
55 +- typst/typst — match: project_name, confidence: 0.6, hype_risk: medium
56 +- DenisSergeevitch/agents-best-practices — match: category, confidence: 0.4, hype_risk: low
57 +- LiuMengxuan04/shushu-internship-tool — match: category, confidence: 0.4, hype_risk: low
58 +- agent-quality-controls/slopless — match: category, confidence: 0.4, hype_risk: low
59 +- Klotzkette/claude-fuer-deutsches-recht — match: category, confidence: 0.4, hype_risk: low
60 +- basionwang-bot/HermesPet — match: category, confidence: 0.4, hype_risk: low
61 +- gazelleandrewrasmussenmouj2/Windows-Activator — match: category, confidence: 0.4, hype_risk: low
62 +- jigripokri/POHA — match: category, confidence: 0.4, hype_risk: low
63 +- Helvesec/rmux — match: category, confidence: 0.4, hype_risk: low
64 +- JSingletonAI/dejavu — match: category, confidence: 0.4, hype_risk: low
65 +- joeseesun/qiaomu-userscripts — match: category, confidence: 0.4, hype_risk: low
66 +- not-manu/filemention.nvim — match: category, confidence: 0.4, hype_risk: low
67 +- n8n-io/n8n — match: category, confidence: 0.4, hype_risk: low
68 +- affaan-m/ECC — match: category, confidence: 0.4, hype_risk: low
69 +- Significant-Gravitas/AutoGPT — match: category, confidence: 0.4, hype_risk: low
70 +- f/prompts.chat — match: category, confidence: 0.4, hype_risk: low
71 +- NousResearch/hermes-agent — match: category, confidence: 0.4, hype_risk: low
72 +- langflow-ai/langflow — match: category, confidence: 0.4, hype_risk: low
73 +- langgenius/dify — match: category, confidence: 0.4, hype_risk: low
74 +- langchain-ai/langchain — match: category, confidence: 0.4, hype_risk: low
75 +- firecrawl/firecrawl — match: category, confidence: 0.4, hype_risk: low
76 +- Comfy-Org/ComfyUI — match: category, confidence: 0.4, hype_risk: low
77 +- jaywcjlove/awesome-mac — match: category, confidence: 0.4, hype_risk: low
78 +- google-gemini/gemini-cli — match: category, confidence: 0.4, hype_risk: low
79 +- github/spec-kit — match: category, confidence: 0.4, hype_risk: low
80 +- hacksider/Deep-Live-Cam — match: category, confidence: 0.4, hype_risk: low
81 +- ChatGPTNextWeb/NextChat — match: category, confidence: 0.4, hype_risk: low
82 +- sherlock-project/sherlock — match: category, confidence: 0.4, hype_risk: low
83 +- infiniflow/ragflow — match: category, confidence: 0.4, hype_risk: low
84 +- vllm-project/vllm — match: category, confidence: 0.4, hype_risk: low
85 +- netdata/netdata — match: category, confidence: 0.4, hype_risk: low
86 +- lobehub/lobehub — match: category, confidence: 0.4, hype_risk: low
87 +- thedotmack/claude-mem — match: category, confidence: 0.4, hype_risk: low
88 +- caddyserver/caddy — match: category, confidence: 0.4, hype_risk: low
89 +- daytonaio/daytona — match: category, confidence: 0.4, hype_risk: low
90 +- hiyouga/LlamaFactory — match: category, confidence: 0.4, hype_risk: low
91 +- bytedance/deer-flow — match: category, confidence: 0.4, hype_risk: low
92 +- xtekky/gpt4free — match: category, confidence: 0.4, hype_risk: low
93 +- unslothai/unsloth — match: category, confidence: 0.4, hype_risk: low
94 +- openinterpreter/open-interpreter — match: category, confidence: 0.4, hype_risk: low
95 +- ComposioHQ/awesome-claude-skills — match: category, confidence: 0.4, hype_risk: low
96 +- docling-project/docling — match: category, confidence: 0.4, hype_risk: low
97 +- code-yeongyu/oh-my-openagent — match: category, confidence: 0.4, hype_risk: low
98 +- meilisearch/meilisearch — match: category, confidence: 0.4, hype_risk: low
99 +- harry0703/MoneyPrinterTurbo — match: category, confidence: 0.4, hype_risk: low
100 +- mem0ai/mem0 — match: category, confidence: 0.4, hype_risk: low
101 +- koala73/worldmonitor — match: category, confidence: 0.4, hype_risk: low
102 +- WerWolv/ImHex — match: category, confidence: 0.4, hype_risk: low
103 +- FlowiseAI/Flowise — match: category, confidence: 0.4, hype_risk: low
104 +- MemPalace/mempalace — match: category, confidence: 0.4, hype_risk: low
105 +- D4Vinci/Scrapling — match: category, confidence: 0.4, hype_risk: low
106 +- rtk-ai/rtk — match: category, confidence: 0.4, hype_risk: low
107 +
108 +### Instructions
109 +For each trending repo, note if press coverage preceded the star surge.
110 +Label repos as:
111 +- '📰 Press-correlated' — stars gained after/during press coverage
112 +- '🌱 Organic growth' — stars gained without press coverage
113 +- '⚠️ Hype risk: {level}' — when hype_risk is medium or high
114 +
115 +Include a "Press vs Reality" subsection in your analysis highlighting:
116 +1. Press-hyped repos that are losing steam (high hype_risk)
117 +2. Organic gems without any press coverage
118 +3. Disconnects between press narrative and actual GitHub activity
119 +
120 +
121 +### Divergence Analysis
122 +
123 +#### 🚀 Dev Activity Without Press Coverage
124 +GitHub repos/trends with no matching TechCrunch coverage:
125 +
126 +- **android**: flutter/flutter (⭐176405), Genymobile/scrcpy (⭐142100), facebook/react-native (⭐125859)
127 +- **api**: public-apis/public-apis (⭐436214), neovim/neovim (⭐99782), fastapi/fastapi (⭐98387)
128 +- **awesome**: vinta/awesome-python (⭐298793), awesome-selfhosted/awesome-selfhosted (⭐294205), avelino/awesome-go (⭐173202)
129 +- **bot**: openclaw/clawpatch (⭐610), sachmalan/kalshi-trading-bot (⭐153), VAENPP/solana-trading-bot (⭐152)
130 +- **cli**: ohmyzsh/ohmyzsh (⭐187156), yt-dlp/yt-dlp (⭐163468), jesseduffield/lazygit (⭐78238)
131 +- **framework**: laravel/laravel (⭐84309), spring-projects/spring-boot (⭐80679), nestjs/nest (⭐75564)
132 +- **agent**: agentic-in/elephant-agent (⭐373), Snailclimb/JavaGuide (⭐155795), TauricResearch/TradingAgents (⭐77954)
133 +- **algorithm**: TheAlgorithms/Python (⭐221272), trekhleb/javascript-algorithms (⭐195980), TheAlgorithms/Java (⭐65686)
134 +- **compiler**: rust-lang/rust (⭐112958), FuelLabs/sway (⭐61687), JetBrains/kotlin (⭐52748)
135 +- **angular**: angular/angular (⭐100127), ionic-team/ionic-framework (⭐52507), prettier/prettier (⭐51877)
136 +- **bash**: nvm-sh/nvm (⭐93468), junegunn/fzf (⭐80391), warpdotdev/warp (⭐59373)
137 +- **docker**: louislam/uptime-kuma (⭐87050), Stirling-Tools/Stirling-PDF (⭐79055), usememos/memos (⭐59852)
138 +- **cpp**: trong776/gta-5-mod-menu (⭐458), MediatorSpeak/Valorant-External-Framework (⭐86)
139 +- **agent-skills**: shenli/distributed-system-testing (⭐130), anthropics/skills (⭐138516)
140 +- **audio**: huggingface/transformers (⭐160828), FFmpeg/FFmpeg (⭐60348)
141 +- **blog**: vercel/next.js (⭐139549), gatsbyjs/gatsby (⭐55946)
142 +- **go**: golang/go (⭐133992), syncthing/syncthing (⭐84253)
143 +- **awesome-list**: ripienaar/free-for-dev (⭐122513), VoltAgent/awesome-design-md (⭐81995)
144 +- **hacktoberfest**: axios/axios (⭐109070), pmndrs/zustand (⭐58078)
145 +- **ai-agents**: browser-use/browser-use (⭐94918), Mintplex-Labs/anything-llm (⭐60398)
146 +- **ai4science**: PaddlePaddle/PaddleOCR (⭐78267), opendatalab/MinerU (⭐64290)
147 +- **astro**: unionlabs/union (⭐74056), withastro/astro (⭐59442)
148 +- **alerting**: grafana/grafana (⭐73905), prometheus/prometheus (⭐64108)
149 +- **c**: obsproject/obs-studio (⭐72569), git/git (⭐61077)
150 +- **agentic-ai**: ruvnet/RuView (⭐62391), ruvnet/ruflo (⭐53701)
151 +- **programming language agents**: vercel-labs/zerolang (⭐4076)
152 +- **coding agent optimized**: Doorman11991/smallcode (⭐916)
153 +- **Codex skill safe**: Kappaemme-git/codex-complexity-optimizer (⭐808)
154 +- **emulator**: Flizorules05/ROM-MGBA-Pokemon-Emulator-PC (⭐632)
155 +- **ai-image-generator**: BasZ4ll/Stable-Diffusion-WebUI (⭐632)
156 +- **epic-games**: arnabchoudhury404/hydra-launcher (⭐630)
157 +- **aimlock**: Sunislazi/rbxfpsunlocker-boost-More-240FPS (⭐626)
158 +- **adaptive-triggers-pc**: ZoyaMalhotra/DualSenseX-DSX-Steam-Edition (⭐616)
159 +- **lua-steam-tools**: haiddrrs/Steam-Tools (⭐591)
160 +- **hierarchical-reasoning-model**: sapientinc/HRM-Text (⭐590)
161 +- **image-editing**: bytedance/Lance (⭐586)
162 +- **Automated data broker**: stephenlthorn/auto-identity-remove (⭐572)
163 +- **anydesk-integration**: tritano/ultraviewer (⭐556)
164 +- **hyperliquid-whale-alert**: Glazenovatag/hyperliquid-whale-order-tracking (⭐533)
165 +- **early-access-subnautica-2**: littlefrogyq/UE4SS-Subnautica-2 (⭐512)
166 +- **anti-detect**: SalhaNabil/CloakBrowser (⭐507)
167 +- **lua**: RastProxy88/Zephyr-Executor-Free-Roblox-Executor-PC-No-Key-Required-2026 (⭐480)
168 +- **bypassing**: Alkih/Nightlight-Game-Launcher (⭐447)
169 +- **gameenhancement**: SubamanojJ-2004/gta-5-mod-menu (⭐445)
170 +- **1-12-2-mod**: Harshit-pruthi/sklauncher-minecraft (⭐418)
171 +- **fast local diff**: nkzw-tech/codiff (⭐416)
172 +- **forza**: dannyhsueh2/Forza-Horizon-6-Premium (⭐412)
173 +- **crimson-desert-lsfg**: uktrash/LSFG-Desktop (⭐411)
174 +- **aida64**: CylinderChairman/aida64 (⭐396)
175 +- **8-stage vulnerability-discovery agent.**: evilsocket/audit (⭐384)
176 +- **bitlocker**: rahul03524/YellowKey-Bitlocker (⭐380)
177 +- **ai-app**: MFS9628/Deepseek-v4-pro-app (⭐380)
178 +- **activator**: ZettPW/KMSTools (⭐379)
179 +- **all-the-mods-modpack**: AppleOnFire/JennyMod-All-Versions (⭐360)
180 +- **一个写接口文档的AI Agent。支持使用Vibe coding**: husu/loom (⭐339)
181 +- **3x-ui**: internetkafe/vpnhostinglist (⭐330)
182 +- **data-visualization**: MediatorSpeak/dota2-gameplay-tools (⭐324)
183 +- **most productive engineer**: dtnewman/burn-baby-burn (⭐323)
184 +- **video wallpaper engine**: kageroumado/phosphene (⭐295)
185 +- **ai-agent**: texsellix/polymarket-trading-bot (⭐289)
186 +- **cpp17**: RastProxy88/Vivid-R6-Cracked-2026 (⭐286)
187 +- **面向AI创作的开源无限画布工作台，集成 生图、参考图编辑、画布编排、对话助手、提示词库和素材管理等功能。**: basketikun/infinite-canvas (⭐273)
188 +- **ai-humanize**: lynote-ai/humanize-text (⭐255)
189 +- **skills Android testing:**: skydoves/android-testing-skills (⭐205)
190 +- **polymarket-arbitrage-bot**: Multichain-Bot-Lab/polymarket-trading-bot (⭐202)
191 +- **polymarket-copy-bot**: Multichain-Bot-Lab/polymarket-copy-trading-bot (⭐196)
192 +- **agent-skill**: luoling8192/technical-writing (⭐176)
193 +- **Agent 学习路线与资料库收集**: datawhalechina/Agent-Learning-Hub (⭐164)
194 +- **byovd**: redteamfortress/PhantomKiller (⭐163)
195 +- **Smooth motion tabs**: rit3zh/expo-motion-tabs (⭐162)
196 +- **Largest World Download**: 2b2tplace/1m_release (⭐161)
197 +- **mcp-server**: japp-fi/polymarket-mcp-server (⭐152)
198 +- **axiom**: Alchemz/solana-pumpfun-token-bundler (⭐152)
199 +- **Architecture wiki open-sourced**: cclank/x-algorithm-wiki (⭐144)
200 +- **game-assets**: Nieobie/Game-Icon-Pack (⭐143)
201 +- **Reproducible recipe running**: sander110419/lightroom-cc-on-linux (⭐139)
202 +- **PaperSpine motivation-driven Codex**: WUBING2023/PaperSpine (⭐134)
203 +- **codebase Cola**: ByteDance-Seed/Cola-DLM (⭐134)
204 +- **Snap video audio**: kouhxp/yapsnap (⭐129)
205 +- **QuantumFlow Distributed inference**: zimingttkx/QuantumFlow (⭐126)
206 +- **finder ShirOKhorshid domain**: hossein8360/cdn-ip-finder (⭐122)
207 +- **iphone-screen-recordings**: ronaldo-avalos/Maya (⭐120)
208 +- **Free VLESS proxy**: nikvpn-iran/nikvpn-codespace (⭐117)
209 +- **benchmark**: ahammadmejbah/Awesome-Datasets-Hub (⭐117)
210 +- **PowerShell tool export**: disintegr8te/teams-policy-export (⭐116)
211 +- **Anthropic《The Founder's Playbook:**: yangliu2060/founders-playbook-zh (⭐115)
212 +- **Claude Code Tracer**: AIchovy/vibe-observer (⭐115)
213 +- **OpenHarmony Android**: harmony-on-android/HOA (⭐110)
214 +- **Skills writing tilelang**: sablin39/tilelang-cuda-skills (⭐108)
215 +- **Material Expressive clock**: amrdoh/ClockMaster (⭐102)
216 +- **Markov regime detection**: jackson-video-resources/markov-hedge-fund-method (⭐102)
217 +- **OpenCodex是一个轻量级Codex运行环境，可以让你的任意设备通过Web使用你的电脑上的Codex。/ OpenCodex lightweight**: RyensX/OpenCodex (⭐102)
218 +- **comfyui**: shootthesound/comfyui-mesh (⭐98)
219 +- **terminal**: qewer33/ratscad (⭐96)
220 +- **auto-register**: huey1in/WindsurfX (⭐95)
221 +- **Vinyl Painter Import**: bvzrays/forza-painter-fh6 (⭐95)
222 +- **guia honesto sobre**: julianommartins/tech-interview-handbook (⭐94)
223 +- **antivirus**: AdvDebug/Brovan (⭐92)
224 +- **Delta precision-engineered executor**: akuma815/WindowsDelta (⭐90)
225 +- **arbitrage-bot**: yenjenchen/trading-bot (⭐87)
226 +- **list useful feeds**: mr-r3b00t/cyber_rss (⭐86)
227 +- **animation**: noppefoxwolf/MergeableView (⭐83)
228 +- **omarchy**: bjarneo/quickshell (⭐83)
229 +- **TYPE adaptive typing**: xiaolai/type-review (⭐82)
230 +- **一个由AI运维的网络安全Skill知识库**: Hi-FullHouse/CyberSecurity-Skills (⭐82)
231 +- **fully decentralized Windsurf**: zhouyoukang1234-spec/windsurf-assistant (⭐81)
232 +- **微信读书高阶顾问 weread skill**: alchaincyf/huashu-weread (⭐77)
233 +- **Official Code What**: HumanMLLM/SWIM (⭐75)
234 +- **OpenWRT Windows Theme**: fffonion/openwrt-win98-theme (⭐75)
235 +- **api-client**: stainlu/stainful (⭐75)
236 +- **Webapp framing video**: mrdoob/reframe (⭐74)
237 +- **Glass fast free**: azw413/Glass (⭐73)
238 +- **cheatfree**: RastProxy88/Fortnite-External-Cheat-2026 (⭐72)
239 +- **snipe-bot**: DeFiCryptoBots/CryptoBots-Solana-Sniper-PumpFun-Free (⭐70)
240 +- **bitsandbytes**: DaoyuanLi2816/can-i-finetune-this (⭐70)
241 +- **NextSSRF CVE-2026-44578 Scanner**: ynsmroztas/nextssrf (⭐70)
242 +- **Self-hosted subscription tracker**: zhiyingzzhou/renewlet (⭐69)
243 +- **roblox**: thaddeuswilkersonqbaj13/The-Delta-Executor (⭐69)
244 +- **terminal coding agent**: p0systems/peezy-cli (⭐68)
245 +- **downloader**: ZethRise/PlayDL (⭐63)
246 +- **メモリ機能が強力なhermes-agentと、日本語検索に強い外部メモリvecmemoriを活かし、長文に耐える小説を企画/プロッティング/執筆するためのskills.md**: kgmkm/novel2hermes_jp (⭐63)
247 +- **Re-enable BC-250 (gfx1013**: duggasco/bc250-40cu-unlock (⭐63)
248 +- **结构体校验器**: kamalyes/go-argus (⭐63)
249 +- **video-spec-builder 把我想做个视频逼成一份精确到秒的分镜脚本 video-spec.md,交给**: feicaiclub/video-spec-builder (⭐61)
250 +- **arp-spoofing**: frayude/throttnux (⭐60)
251 +- **PuTTY 0.83 fork**: chillymasterio/puttyalt (⭐59)
252 +- **browser-automation**: Ayyouboss0011/SherlockMaps (⭐58)
253 +- **developer-tools**: Ballwictb/besur-themes (⭐58)
254 +- **Lossless EPUB/CBZ tools**: 0xH4KU/manga-pdf-to-epub (⭐58)
255 +- **Codex workflow Grok**: Rion-Wu-tech/grok-video-workflow (⭐57)
256 +- **Official Implemenation RAEv2:**: nanovisionx/RAEv2 (⭐57)
257 +- **desktop-app**: l0ng-ai/papr (⭐57)
258 +- **Kiro Pro/Pro+ 批量订阅自动化工具，支持**: guowang23333/kiro-pro-batch (⭐57)
259 +- **Create Remotion video**: leosssvip-dot/remotion-ad-video-skill (⭐55)
260 +- **Classification Machine Learning**: rajchandran006-ops/RFD-Classification-Machine-Learning-Project (⭐55)
261 +- **基于DQN的无人机GPS欺骗攻击检测系统 随机攻击、重放攻击、隐蔽攻击**: zhw040803-glitch/UAV-GPS-DQN-Detection (⭐54)
262 +- **dev-server**: Avijit07x/git-switch (⭐54)
263 +- **Explainable deep learning**: Stevia-S/MultiClass-LungDisease-Detection-Using-XAI (⭐54)
264 +- **Single-host, read-only disk**: matthart1983/diskwatch (⭐53)
265 +- **Int4-quantized inference runtime**: kizuna-intelligence/Irodori-TTS-Lite (⭐53)
266 +- **deep learning project**: sanjanaprasath01-hue/handwritten-digit-recognition-cnn (⭐52)
267 +- **Local-first interview recording**: K1XE/InterviewForge (⭐52)
268 +- **Xbox Emulation**: MaftyManicEMU/DukeX (⭐51)
269 +- **careers**: freeCodeCamp/freeCodeCamp (⭐445213)
270 +- **books**: EbookFoundation/free-programming-books (⭐388668)
271 +- **angular-roadmap**: nilbuild/developer-roadmap (⭐355168)
272 +- **declarative**: facebook/react (⭐245154)
273 +- **Linux kernel source**: torvalds/linux (⭐233918)
274 +- **deep-learning**: tensorflow/tensorflow (⭐195211)
275 +- **repo finally unlocked.**: ultraworkers/claw-code (⭐192126)
276 +- **bootstrap**: twbs/bootstrap (⭐174262)
277 +- **git**: github/gitignore (⭐174024)
278 +- **deepseek**: ollama/ollama (⭐171844)
279 +- **open source coding**: anomalyco/opencode (⭐163324)
280 +- **Claude Code agentic**: anthropics/claude-code (⭐125370)
281 +- **cncf**: kubernetes/kubernetes (⭐122379)
282 +- **clash**: clash-verge-rev/clash-verge-rev (⭐119791)
283 +- **iptv**: iptv-org/iptv (⭐116384)
284 +- **base-ui**: shadcn-ui/ui (⭐114784)
285 +- **3d**: mrdoob/three.js (⭐112587)
286 +- **ggml**: ggml-org/llama.cpp (⭐111992)
287 +- **game-development**: godotengine/godot (⭐110979)
288 +- **deno**: denoland/deno (⭐106794)
289 +- **expose**: fatedier/frp (⭐106702)
290 +- **proxy**: 2dust/v2rayN (⭐106308)
291 +- **backup-tool**: immich-app/immich (⭐101207)
292 +- **chinese**: Anduin2017/HowToCook (⭐100221)
293 +- **Garry Tan's exact**: garrytan/gstack (⭐100187)
294 +- **autograd**: pytorch/pytorch (⭐100043)
295 +- **design-system**: mui/material-ui (⭐98361)
296 +- **ant-design**: ant-design/ant-design (⭐98094)
297 +- **Skills Real Engineers.**: mattpocock/skills (⭐97709)
298 +- **css**: tailwindlabs/tailwindcss (⭐95080)
299 +- **automation**: puppeteer/puppeteer (⭐94350)
300 +- **bun**: oven-sh/bun (⭐92165)
301 +- **科技爱好者周刊，每周五发布**: ruanyf/weekly (⭐91608)
302 +- **bitcoin**: bitcoin/bitcoin (⭐89154)
303 +- **diagrams**: mermaid-js/mermaid (⭐88192)
304 +- **asyncio**: home-assistant/core (⭐87162)
305 +- **Model Context Protocol**: modelcontextprotocol/servers (⭐86028)
306 +- **packaging**: astral-sh/uv (⭐85270)
307 +- **"The mother demo**: realworld-apps/realworld (⭐83459)
308 +- **gpui**: zed-industries/zed (⭐83406)
309 +- **font**: tonsky/FiraCode (⭐81634)
310 +- **build-tool**: vitejs/vite (⭐80743)
311 +- **browser-ide**: coder/code-server (⭐77633)
312 +- **ai-tools**: farion1231/cc-switch (⭐76863)
313 +- **elasticsearch**: elastic/elasticsearch (⭐76738)
314 +- **aaron-swartz**: awesomedata/awesome-public-datasets (⭐75573)
315 +- **cache**: redis/redis (⭐74474)
316 +- **analytics**: apache/superset (⭐72922)
317 +- **Python programming language**: python/cpython (⭐72786)
318 +- **Drop screenshot convert**: abi/screenshot-to-code (⭐72642)
319 +- **containers**: moby/moby (⭐71580)
320 +- **flask**: pallets/flask (⭐71566)
321 +- **serial**: Eugeny/tabby (⭐71483)
322 +- **marshalling**: protocolbuffers/protobuf (⭐71253)
323 +- **SecLists security tester's**: danielmiessler/SecLists (⭐71055)
324 +- **ci**: nektos/act (⭐70431)
325 +- **Swift Programming Language**: swiftlang/swift (⭐70005)
326 +- **express**: expressjs/express (⭐69047)
327 +- **disassembler**: NationalSecurityAgency/ghidra (⭐68702)
328 +- **ansible**: ansible/ansible (⭐68616)
329 +- **app**: toeverything/AFFiNE (⭐68590)
330 +- **open-source everyone uses**: paperclipai/paperclip (⭐66894)
331 +- **apache**: apache/echarts (⭐66392)
332 +- **data-analysis**: scikit-learn/scikit-learn (⭐66128)
333 +- **amd**: webpack/webpack (⭐65765)
334 +- **documentation**: facebook/docusaurus (⭐64969)
335 +- **blocker**: gorhill/uBlock (⭐64831)
336 +- **data-science**: keras-team/keras (⭐64074)
337 +- **browser**: LadybirdBrowser/ladybird (⭐63458)
338 +- **claude-code**: gsd-build/get-shit-done (⭐63412)
339 +- **batch-processing**: pathwaycom/pathway (⭐63252)
340 +- **consul**: traefik/traefik (⭐63250)
341 +- **javascript**: socketio/socket.io (⭐63089)
342 +- **airtable**: nocodb/nocodb (⭐63076)
343 +- **Autonomous coding agent**: cline/cline (⭐62129)
344 +- **crawler**: scrapy/scrapy (⭐61754)
345 +- **redux**: reduxjs/redux (⭐61446)
346 +- **diagram-editor**: jgraph/drawio-desktop (⭐61215)
347 +- **bitwarden**: dani-garcia/vaultwarden (⭐60823)
348 +- **csr**: nuxt/nuxt (⭐60264)
349 +- **jquery**: jquery/jquery (⭐59844)
350 +- **ad-blocker**: pi-hole/pi-hole (⭐58865)
351 +- **authentication**: pocketbase/pocketbase (⭐58452)
352 +- **activejob**: rails/rails (⭐58443)
353 +- **blockchain**: FuelLabs/fuel-core (⭐57061)
354 +- **Declarative routing React**: remix-run/react-router (⭐56425)
355 +- **dark-mode**: marktext/marktext (⭐56280)
356 +- **llm**: upstash/context7 (⭐55773)
357 +- **coolify**: coollabsio/coolify (⭐55682)
358 +- **deep-face-swap**: deepfakes/faceswap (⭐55229)
359 +- **Ghostty fast, feature-rich,**: ghostty-org/ghostty (⭐54971)
360 +- **Chris Titus Tech's**: ChrisTitusTech/winutil (⭐54803)
361 +- **client**: psf/requests (⭐54007)
362 +- **bittorrent**: ngosang/trackerslist (⭐53929)
363 +- **Vue.js progressive, incrementally-adoptable**: vuejs/core (⭐53695)
364 +- **blogging**: TryGhost/Ghost (⭐53576)
365 +- **command-line**: PowerShell/PowerShell (⭐53527)
366 +- **Reader JavaScript**: mozilla/pdf.js (⭐53351)
367 +- **agent toolkit: coding**: earendil-works/pi (⭐52302)
368 +- **analyzer**: tw93/Mole (⭐52204)
369 +
370 +#### Divergence Instructions
371 +Use divergences to identify:
372 +- 🔮 Where industry is moving but devs haven't caught up
373 +- 💡 Where devs are innovating ahead of media attention
374 +- 📊 Opportunity gaps between narrative and reality
data/analyzed/2026-W21-summary.md
+23 -51
@@ -1,71 +1,43 @@
1 ---
2 -title: "Agent Skills Go Mainstream While Star Farmers Game the Charts"
3 -date: 2026-05-21T12:40:11Z
2 +title: "Week 21, 2026 Analysis"
3 +date: 2026-05-18T12:07:20.778+02:00
4 week: "2026-W21"
5 year: 2026
6 -tags: [ai-agents, agent-skills, mcp, small-models, coding-agents, exploit-churn, piracy-spam]
6 +tags: [ai, agents, developer-tooling, security, open-source]
7 categories: [weekly]
8 -repos_featured: 17
9 -stars_tracked: 707652
10 -top_repo: "vercel-labs/zerolang"
11 -quality_score: 72
12 -summary: "W21 2026 is defined by two opposing forces: a maturing agent infrastructure stack — agent skills, MCP adoption, and efficient small models — and a coordinated wave of piracy, exploit, and SEO-farming repos that pollutes trending charts and makes signal extraction harder than it should be."
8 +repos_featured: 424
9 +stars_tracked: 20204141
10 +top_repo: "vercel-labs/zero"
11 +quality_score: 76
12 +summary: "Week 21 shows real demand for agent infrastructure, but the trend data still lacks the baseline needed to separate momentum from popularity."
13 ---
14
15 -## This Week's Trends
15 +## Notable New Repositories
16
17 -**Agent Skills as the New Package Manager.** The clearest durable movement this week is the consolidation of "agent skills" — structured task instructions and harness configurations for AI coding agents — into an emerging distribution layer. [DenisSergeevitch/agents-best-practices](https://github.com/DenisSergeevitch/agents-best-practices) (921★) provides provider-neutral skill definitions spanning Codex, Claude Code, and agentic harnesses. [Kappaemme-git/codex-complexity-optimizer](https://github.com/Kappaemme-git/codex-complexity-optimizer) (808★) ships a Codex skill for codebase analysis. [K1XE/InterviewForge](https://github.com/K1XE/InterviewForge) (52★) adds a local-first CLI with a Codex skill for interview review. Together with established repos like [affaan-m/ECC](https://github.com/affaan-m/ECC) (188K★) and [ruvnet/ruflo](https://github.com/ruvnet/ruflo) (54K★), the picture is consistent: an ecosystem of composable agent capabilities is forming, and it's doing so faster than any press outlet is tracking it. The `claude-code` topic appeared on 17 repos this week; `ai-agents` on 20.
17 +The strongest new-repo signal is not raw volume but coherence. [vercel-labs/zero](https://github.com/vercel-labs/zero) anchors the week because it reads like a serious attempt to simplify agent-facing infrastructure rather than another thin wrapper. Around it, [DenisSergeevitch/agents-best-practices](https://github.com/DenisSergeevitch/agents-best-practices), [Kappaemme-git/codex-complexity-optimizer](https://github.com/Kappaemme-git/codex-complexity-optimizer), [gi-dellav/zerostack](https://github.com/gi-dellav/zerostack), and [openclaw/clawpatch](https://github.com/openclaw/clawpatch) all point in the same direction: teams want safer automation, lighter execution layers, and better operating discipline for coding agents. That cluster matters more than any single launch because it suggests the market is already moving from “agents are interesting” to “agents need tooling that survives contact with real work.”
18
19 -**A Language Born for the Agent Runtime.** [vercel-labs/zerolang](https://github.com/vercel-labs/zerolang) (4,076★ in its first week, Apache-2.0, written in C) is the most structurally significant new repo this week. Described as "the programming language for agents," it signals that agent-native compute is entering the language-design layer — a shift from tooling agents on top of existing languages to designing languages around agentic execution semantics. Too early to call it a platform, but early enough to watch closely.
19 +Outside that lane, [facebookresearch/vggt-omega](https://github.com/facebookresearch/vggt-omega) adds a more credible research signal than most of the week’s AI launches, and [chrisbanes/skills](https://github.com/chrisbanes/skills) hints that reusable skill packs may become a durable packaging pattern. The key takeaway is that the best new repos are the ones reducing workflow friction, not the ones making the loudest promises.
20
21 -**Small Models Racing in Public.** Three new repos this week track the efficient model front: [Doorman11991/smallcode](https://github.com/Doorman11991/smallcode) (916★) claims 87% benchmark parity with a 4B-active-parameter model; [sapientinc/HRM-Text](https://github.com/sapientinc/HRM-Text) (590★) is a 1B text model based on the HRM (Hierarchical Reasoning Model) architecture with latent-space reasoning; [bytedance/Lance](https://github.com/bytedance/Lance) (586★) is a 3B-active-parameter unified multimodal model for image and video. None of these are marginal experiments — they represent sustained commercial-grade investment in smaller, deployable models. The "frontier at 4B" claim from smallcode is the kind of benchmark pressure that compounds over time.
21 +## Trending This Week
22
23 -**MCP Becomes Background Infrastructure.** Model Context Protocol is no longer a trend to announce — it's quietly becoming a tagging convention and integration requirement. [n8n-io/n8n](https://github.com/n8n-io/n8n) (189K★) carries `mcp`, `mcp-client`, and `mcp-server` tags; [upstash/context7](https://github.com/upstash/context7) (56K★) and [modelcontextprotocol/servers](https://github.com/modelcontextprotocol/servers) (86K★) continue to accumulate. The `mcp` topic appeared on 15 repos this week. The protocol is past the "will it stick?" question.
23 +The trending set is still useful, but this week it is not a true stars-gained leaderboard. Every sampled `trending_repos` entry lacks a usable `stars_gained` value, so the list behaves more like “large repositories that were active during the crawl window” than a clean momentum table. Even with that caveat, the concentration around [freeCodeCamp/freeCodeCamp](https://github.com/freeCodeCamp/freeCodeCamp), [facebook/react](https://github.com/facebook/react), [n8n-io/n8n](https://github.com/n8n-io/n8n), [ollama/ollama](https://github.com/ollama/ollama), [huggingface/transformers](https://github.com/huggingface/transformers), [langgenius/dify](https://github.com/langgenius/dify), [firecrawl/firecrawl](https://github.com/firecrawl/firecrawl), and [anthropics/claude-code](https://github.com/anthropics/claude-code) shows that AI workflow platforms, developer productivity infrastructure, and agent-adjacent tooling remain where attention is pooling.
24
25 -**Automated Code Review Tooling Is Quietly Growing.** [openclaw/clawpatch](https://github.com/openclaw/clawpatch) (610★) — "Review code. Patch bugs. Land PRs." — is a lightweight but telling data point. Combined with [evilsocket/audit](https://github.com/evilsocket/audit) (384★, an 8-stage vulnerability-discovery agent) and the broader [anthropics/claude-code](https://github.com/anthropics/claude-code) ecosystem (125K★), developer-facing automation for the review and security audit loop is becoming a recognizable category.
25 +## Trend Analysis
26
27 -## Where Industry Meets Code
27 +### Signal
28
29 -TechCrunch's twelve articles this week were almost entirely about money: Nvidia's record quarter and Jensen Huang's claimed $200B new market, Anthropic paying xAI $1.25B/month for compute, Sam Altman's YC offer, and a series of funding rounds. The most technically substantive piece — OpenAI claiming to solve an 80-year-old math problem — covered a reasoning model benchmark, not a GitHub project. No TechCrunch article this week directly covered a project visible in GitHub's new-repo chart.
29 +The durable signal is the shift from general AI enthusiasm toward operational tooling. The top shared topics — **python**, **ai**, **llm**, **typescript**, **nodejs**, and **javascript** — reinforce that the center of gravity is still developer-facing AI, but the better projects are focused on workflow reliability, packaging, and execution discipline. This is a healthier pattern than pure demo-driven hype because it implies the ecosystem is starting to care about how agent systems are run, maintained, and trusted.
30
31 -This is a sharp divergence. The correlation data confirms it: most "press-correlated" repos in this week's crawl matched on org name (Microsoft articles about spam and carbon removal dragged in `microsoft/vscode`, `microsoft/playwright`, etc.), not on actual technical coverage. The real correlation confidence for any specific GitHub project receiving genuine press attention this week is effectively zero.
31 +### Noise
32
33 -The divergence is not a failure of press coverage — it's a structural mismatch. Press is covering the compute and capital layer of the AI stack. Developers are building the operational and tooling layer: skills, harnesses, agent CLIs, review bots, and small runnable models. These two layers are both real and both important, but they are currently operating with almost no shared vocabulary in media. The story the press is missing is that [vercel-labs/zerolang](https://github.com/vercel-labs/zerolang), [DenisSergeevitch/agents-best-practices](https://github.com/DenisSergeevitch/agents-best-practices), and [affaan-m/ECC](https://github.com/affaan-m/ECC) represent genuine language-and-tooling infrastructure work happening at the edge of the AI platform layer — without a funding round to make it newsworthy.
33 +The weak signal is the amount of off-mission and exploit-heavy material that still clears the crawler. Security appears often, but too much of that volume is bypass, exploit, or cheat-oriented rather than defensive engineering. There is also obvious repetition in the agent category: many launches gesture at automation without much evidence of differentiation. That means the week is loud, but not all of that loudness deserves equal editorial weight.
34
35 -## Signal & Noise
35 +## What's Missing
36
37 -The signal this week is concentrated and credible. Zerolang is the most structurally interesting new repo — a language-level intervention in the agent stack from a credible team (Vercel Labs), written in C, Apache-licensed, with 4K stars in its first week and zero forks inflated by bots. The agent skills cluster — agents-best-practices, codex-complexity-optimizer, InterviewForge, ECC, ruflo — is real infrastructure work, even if individual repos vary in depth. HRM-Text and Lance represent genuine model research with implementation. [nkzw-tech/codiff](https://github.com/nkzw-tech/codiff) (416★) is small and quiet but fills an actual gap: a fast local diff viewer. These projects solve specific problems with specific implementations.
37 +### Gaps
38
39 -The noise is louder. Approximately 15-20 of the new repos in this week's crawl are coordinated piracy and exploit distribution: Roblox script executors, Pokemon ROM "emulators" with keyword-stuffed descriptions, Steam unlockers, GTA mod menus, Hydra game launchers, Minecraft offline launchers, Fortnite external cheats. The pattern is consistent — 400-630 stars, zero forks, TypeScript or C++ language tags, MIT license, and multi-paragraph SEO descriptions stuffed with download keywords. These are not organic projects; they are star-farmed SEO repositories using GitHub as a distribution surface. [Flizorules05/ROM-MGBA-Pokemon-Emulator-PC](https://github.com/Flizoreles05/ROM-MGBA-Pokemon-Emulator-PC), [Sunislazi/rbxfpsunlocker-boost-More-240FPS](https://github.com/Sunislazi/rbxfpsunlocker-boost-More-240FPS), and [haiddrrs/Steam-Tools](https://github.com/haiddrrs/Steam-Tools) are representative. They consume crawler bandwidth, inflate star counts, and make trend detection harder. This is not a new problem, but its scale this week is notable. The filter summary in the raw crawl caught some (`low_signal_keyword: 6`, `low_signal_topic: 1` for new repos) but the majority passed through. Future analysis should treat the zero-forks / keyword-stuffed-description / 400-650★ cluster as a near-certain spam signal.
39 +The biggest missing piece is trustworthy momentum data. Without historical star snapshots, the analyzer cannot distinguish what is newly accelerating from what is simply already famous. The second gap is stronger quality filtering: exploit repositories, cheat tooling, and other off-mission projects still distort the weekly picture. The third is ecosystem balance. There is plenty of heat around AI builders, but much less visible energy around defensive security tooling, testing infrastructure for agents, and pragmatic maintenance tools that help teams run these systems safely at scale.
40
41 -## Blind Spots
41 +## Conclusion
42
43 -Agent observability is the most conspicuous absence this week. There is no new infrastructure for tracing, logging, cost attribution, or debugging multi-agent workflows at production scale. This is not a minor gap — as organizations deploy agent harnesses built on ECC, ruflo, and Claude Code, they will immediately face the problem of understanding what their agents did and why. The absence is doubly notable given that the MCP standard is mature enough to have 15 tagged repos this week; the tooling layer for monitoring MCP-connected agents does not exist in any visible form.
44 -
45 -Agent security beyond audit scripts is also missing. [evilsocket/audit](https://github.com/evilsocket/audit) is a promising data point, but the broader category — prompt injection defenses, agentic attack surface analysis, sandbox enforcement for agent-executed code — is invisible in new repos. Given that Anthropic's compute deal and OpenAI's YC offer signal accelerating real-world deployment, the gap between deployed agent capability and defensive tooling is widening. Privacy-defensive tooling ([stephenlthorn/auto-identity-remove](https://github.com/stephenlthorn/auto-identity-remove), 572★) is growing quietly, but it addresses a narrower problem than the agentic security gap requires.
46 -
47 -## The Week Ahead
48 -
49 -Watch [vercel-labs/zerolang](https://github.com/vercel-labs/zerolang) — the next two weeks will reveal whether this is a genuine language-design effort with a community trajectory or an early-stage release waiting for a blog post. The agent skills category is in active formation: expect more structured skill libraries, aggregator repos, and skill registries to emerge as the pattern matures. The small-model efficiency race ([Doorman11991/smallcode](https://github.com/Doorman11991/smallcode), [sapientinc/HRM-Text](https://github.com/sapientinc/HRM-Text)) will sharpen quickly — benchmark competition at 4B-active parameters is compressing. If MCP adoption continues at its current pace, expect to see the first credible observability layer for MCP-connected agents within the next month.
50 -
51 -## Key References
52 -
53 -### Notable Projects
54 -
55 -- [vercel-labs/zerolang](https://github.com/vercel-labs/zerolang) — A programming language designed for agent runtimes; the most structurally novel new repo this week, representing a language-level intervention in the agent stack.
56 -- [DenisSergeevitch/agents-best-practices](https://github.com/DenisSergeevitch/agents-best-practices) — Provider-neutral agent skill definitions for Codex, Claude Code, and agentic harnesses; the clearest signal of agent skills becoming a distributable artifact.
57 -- [Doorman11991/smallcode](https://github.com/Doorman11991/smallcode) — AI coding agent claiming 87% benchmark parity at 4B-active parameters; represents the growing claim that frontier behavior is achievable at small model size.
58 -- [sapientinc/HRM-Text](https://github.com/sapientinc/HRM-Text) — 1B text model on HRM architecture with latent-space reasoning; serious research implementation, not a demo wrapper.
59 -- [bytedance/Lance](https://github.com/bytedance/Lance) — ByteDance's 3B-active multimodal model for image, video understanding and generation; unified architecture at deployable scale.
60 -- [affaan-m/ECC](https://github.com/affaan-m/ECC) — Agent harness optimization system for Claude Code, Codex, and beyond; one of the most-starred practical agent skill frameworks in active development.
61 -- [modelcontextprotocol/servers](https://github.com/modelcontextprotocol/servers) — The MCP server reference collection; its 86K stars and continued topic proliferation signal protocol adoption crossing an inflection point.
62 -- [openclaw/clawpatch](https://github.com/openclaw/clawpatch) — Automated code review, patch, and PR landing bot; a lean entry in the growing automated code review category.
63 -- [evilsocket/audit](https://github.com/evilsocket/audit) — 8-stage AI-powered vulnerability-discovery agent; one of the few genuine agentic security tools in this week's crawl.
64 -- [stephenlthorn/auto-identity-remove](https://github.com/stephenlthorn/auto-identity-remove) — Automated data broker opt-out runner; a privacy-defensive tool with genuine utility and no press coverage.
65 -
66 -### Press & Industry
67 -
68 -- [Anthropic will pay xAI $1.25B per month for compute](https://techcrunch.com/2026/05/20/anthropic-will-pay-xai-1-25-billion-per-month-for-compute/) — The compute capital layer of the AI stack moves independently of the tooling layer visible on GitHub this week.
69 -- [Jensen Huang says he's found a 'brand new' $200B market for Nvidia](https://techcrunch.com/2026/05/20/jensen-huang-says-hes-found-a-brand-new-200b-market-for-nvidia/) — Hardware narrative dominates press; the software tooling layer building on top of that hardware is largely invisible in coverage.
70 -- [OpenAI claims it solved an 80-year-old math problem — for real this time](https://techcrunch.com/2026/05/20/openai-claims-it-solved-an-80-year-old-math-problem-for-real-this-time/) — Reasoning model benchmarks in press; small model benchmark pressure in developer repos — parallel conversations with no crossover.
71 -- [Sam Altman makes 'mic drop' offer to every Y Combinator startup](https://techcrunch.com/2026/05/20/sam-altman-makes-mic-drop-offer-to-every-y-combinator-startup/) — Capital and distribution deals occupy press attention while the open-source tooling ecosystem builds without fanfare.
43 +Week 21 matters because it shows where the GitHub conversation is maturing: away from generic AI excitement and toward tooling that makes agent workflows usable. But it also shows why the analyzer contract has to be strict. Until the pipeline has real trend baselines and better filtering, the right editorial stance is confident about the signal, skeptical about the noise, and explicit about the gaps.
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2927 + "github_repos": [
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2953 + "stars_gained": null
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2956 + "signal": "No TechCrunch coverage"
2957 + },
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2975 + "stars_gained": null
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2977 + ],
2978 + "signal": "No TechCrunch coverage"
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2997 + "stars_gained": null
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3000 + "signal": "No TechCrunch coverage"
3001 + },
3002 + {
3003 + "topic": "接待助手 Skill。商家在牛顿端的对话入口，负责招聘接待助手、查看工作日报、解读接待数据、培训知识库；调整接待范围 暂停接待统一跳转到管理页面。",
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3052 + "stars_gained": null
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3056 + },
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3058 + "topic": "Tg-Watchbot：Telegram 双向对话 网页关键词推送",
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3060 + {
3061 + "full_name": "GongyiChuren/tg-watchbot",
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3065 + ],
3066 + "signal": "No TechCrunch coverage"
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3072 + "full_name": "cesarferreira/tmux.expose",
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3085 + "stars_gained": null
3086 + }
3087 + ],
3088 + "signal": "No TechCrunch coverage"
3089 + },
3090 + {
3091 + "topic": "猪猪小手机，最新版哦！请大家看准这个链接下载，谢谢啦。很荣幸能得到大家的喜欢，希望大家前途似海。PiggyPhone, latest version!",
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3098 + ],
3099 + "signal": "No TechCrunch coverage"
3100 + },
3101 + {
3102 + "topic": "macOS menu that",
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3105 + "full_name": "aurorascharff/ClickLight",
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3107 + "stars_gained": null
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3109 + ],
3110 + "signal": "No TechCrunch coverage"
3111 + },
3112 + {
3113 + "topic": "Demonstration codebase building",
3114 + "github_repos": [
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3116 + "full_name": "coleam00/helpline",
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3120 + ],
3121 + "signal": "No TechCrunch coverage"
3122 + },
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3124 + "topic": "Yushio (夕潮) collaborator",
3125 + "github_repos": [
3126 + {
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3129 + "stars_gained": null
3130 + }
3131 + ],
3132 + "signal": "No TechCrunch coverage"
3133 + },
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3135 + "topic": "耿同学skill，学术论文打假检测 agent skill，致敬耿同学讲故事",
3136 + "github_repos": [
3137 + {
3138 + "full_name": "wooly99/geng-academic-fraud-detector",
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3141 + }
3142 + ],
3143 + "signal": "No TechCrunch coverage"
3144 + },
3145 + {
3146 + "topic": "Taskloom production-grade realtime",
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3148 + {
3149 + "full_name": "Abirami-19/taskloom-kanban",
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3151 + "stars_gained": null
3152 + }
3153 + ],
3154 + "signal": "No TechCrunch coverage"
3155 + },
3156 + {
3157 + "topic": "Indonesian financial logos",
3158 + "github_repos": [
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3160 + "full_name": "hafidznoor/idn-finlogos",
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3162 + "stars_gained": null
3163 + }
3164 + ],
3165 + "signal": "No TechCrunch coverage"
3166 + },
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3168 + "topic": "Useful skills agents",
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3171 + "full_name": "openclaw/agent-skills",
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3173 + "stars_gained": null
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3176 + "signal": "No TechCrunch coverage"
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3179 + "topic": "chrome-extension",
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3184 + "stars_gained": null
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3186 + ],
3187 + "signal": "No TechCrunch coverage"
3188 + },
3189 + {
3190 + "topic": "小说创作桌面应用，集项目设定、角色关系、剧情大纲、章节写作与多模型 协作于一体",
3191 + "github_repos": [
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3201 + "topic": "熊，来领养人",
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3232 + },
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3234 + "topic": "在GitHub上申请免费的VPS",
3235 + "github_repos": [
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3237 + "full_name": "1061700625/github_vps",
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3241 + ],
3242 + "signal": "No TechCrunch coverage"
3243 + },
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3245 + "topic": "open-source implementation Codex",
3246 + "github_repos": [
3247 + {
3248 + "full_name": "solrizon-ai/open-codex",
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3250 + "stars_gained": null
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3253 + "signal": "No TechCrunch coverage"
3254 + },
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3256 + "topic": "在确认任何 LUI/Claw 自然语言定时任务之前，检测重复任务、语义重叠、执行冲突和阻断性边界条件。当用户通过",
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3264 + "signal": "No TechCrunch coverage"
3265 + },
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3267 + "topic": "agent-development",
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3338 + "stars_gained": null
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3470 + "stars_gained": null
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3535 + "stars": 106863,
3536 + "stars_gained": null
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3564 + "topic": "Skills Real Engineers.",
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3572 + "signal": "No TechCrunch coverage"
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3583 + "signal": "No TechCrunch coverage"
3584 + },
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3586 + "topic": "Garry Tan's exact",
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3589 + "full_name": "garrytan/gstack",
3590 + "stars": 101948,
3591 + "stars_gained": null
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3594 + "signal": "No TechCrunch coverage"
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4396 + "Jawaz-Keyzor/FL-Studio-2026-Producer-Edition-Unlock",
4397 + "jskblue/Tomodachi-Island-Life-Remastered",
4398 + "larajuniorlara/Claude-Design-Studio",
4399 + "rayhayqal/Mythos-Claude-Skill-Forge",
4400 + "rafa450367/forza-horizon-6-community-edition",
4401 + "Lablez/Ping-Slayer-Network-Optimizer",
4402 + "pheejm/forza-horizon-6-ultimate-mod-pack",
4403 + "muhammadqasimkalhoro94-blip/claude-zeroclaw-agentics",
4404 + "pierremichaeljensen/Yuzu-Switch-Emulation-Kit",
4405 + "bollahouse/office-2024-pro-integration-suite",
4406 + "sofian160616/Delta-Inject-Workstation",
4407 + "ochoaochoa330-design/Aegis-V4-Client-2026",
4408 + "teendriller0/AllMods-Subnautica-2",
4409 + "danyy-svg/AutoCAD-Suite-Builder",
4410 + "hahavelhojoguinho/guild-advancement-automator",
4411 + "SalhaNabil/CloakBrowser",
4412 + "littlefrogyq/UE4SS-Subnautica-2",
4413 + "bonus-2026/casino-bonus",
4414 + "uktrash/LSFG-Desktop",
4415 + "MoonshotAI/kimi-code",
4416 + "Jawaz-Keyzor/CS2-External-Cheat-2026",
4417 + "CylinderChairman/aida64",
4418 + "aayan555/DS4Windows",
4419 + "testerlingcodo/gemini-antigravity-cli",
4420 + "CEOHarvey242/cheat-engine-7.5",
4421 + "ZettPW/KMSTools",
4422 + "Qwilxy/paralives-release",
4423 + "ShinyaTomitsuka/arbitrage-trading-bot",
4424 + "Mclisterjoeh2o/yellowkey-bitlocker",
4425 + "mila89/polymarket-trading-bot",
4426 + "RayceAnderson/tomodachi-pc",
4427 + "suyancc/openai-plus-vxt",
4428 + "jianshuo/ccglass",
4429 + "judithsulfan/trading-bot",
4430 + "Satomoit/LCE-Emerald-Launcher",
4431 + "VILA-Lab/FigMirror",
4432 + "unprovable/ShadowCat",
4433 + "md0070/polymarket-trading-bot",
4434 + "Jawaz-Keyzor/DarkGPT",
4435 + "Simbastack-hq/framedex",
4436 + "XingYu-Zhong/DeepSeek-GUI",
4437 + "hanyi0000/chatgpt-plus-automation-toolkit",
4438 + "Biplobsarker/Umbrella-HWID",
4439 + "PredictiveFlow-Labs/polymarket-arbitrage-bot",
4440 + "hypnguyen1209/offensive-claude",
4441 + "yui540/comimi",
4442 + "resonancegnatassess/Lossless-Scaling",
4443 + "jazzband/web3-devkit-cli",
4444 + "redteamfortress/PhantomKiller",
4445 + "zzzhhh1/mg-Koyeb",
4446 + "LUPUL64348/NTE-cheat",
4447 + "jackson-video-resources/markov-hedge-fund-method",
4448 + "Polymarket-Trading-kit/crypto-trading-bot",
4449 + "zqbxdev/webchat2api",
4450 + "Polymarket-Trading-kit/sports-trading-bot",
4451 + "modaic-ai/gepa-viz",
4452 + "lce-emerald-launcher/LCE-Emerald-Launcher",
4453 + "heroicgameslauncher/HeroicGamesLauncher",
4454 + "XboxMode/Windows-Xbox-Mode",
4455 + "Boob025/peace-equalizer-APO",
4456 + "SIXIANGGUO/cc-note-ops",
4457 + "tonbo-io/ursula",
4458 + "Eynzof/hermes-agent-cn-desktop",
4459 + "AresLeVrai/celestial-launcher-releases",
4460 + "aref-vc/tufte-claude-skill",
4461 + "matem6/P2JB-Y2JB-Porting",
4462 + "scheidydude/codeindex",
4463 + "open-gsd/gsd-pi",
4464 + "simonlin1212/global-stock-data",
4465 + "Margele/OpenZen",
4466 + "Frank-Masciopinto/no-kings",
4467 + "DEEIX-AI/DEEIX-Chat",
4468 + "SKL2910/limitless-trading-bot",
4469 + "MariCarmen1971/solana-pumpfun-raydium-bundler",
4470 + "thesammy26/polymarket-arbitrage-bot",
4471 + "flaviodesa/polymarket-copy-trading-bot",
4472 + "amet2901/asterdex-trading-bot",
4473 + "bonny1220/solana-trading-bot",
4474 + "Katbrink/polymarket-weather-trading-bot",
4475 + "gokulgml/polymarket-copy-trading-bot",
4476 + "LucaRatiu/hyperliquid-trading-bot",
4477 + "LingyiChen-AI/boris-prompts",
4478 + "elyelysiox/recaptcha",
4479 + "TencentYoutuResearch/T2I-L2P",
4480 + "OpenYSMDev/OpenYSM",
4481 + "chefkannofriend-source/lcb-baker-agent",
4482 + "internetkafe/vpnhostinglist",
4483 + "NanoFlow-io/engram",
4484 + "physx-omni/PhysX-Omni",
4485 + "MobiusQuant/OpenMobius-skill",
4486 + "Jawaz-Keyzor/Valorant-External-Assistant-2026",
4487 + "RoseKhlifa/Image-Studio",
4488 + "afumu/openteam",
4489 + "POWER-PILL/ASCII-Aquarium",
4490 + "YxuanAr/Code-as-Room",
4491 + "clawdbrunner/captcha-solver",
4492 + "zclllyybb/lofisu-identity-engine",
4493 + "maowuzz/chatgpt-session-forge",
4494 + "kingbootoshi/directional-prompting",
4495 + "workos/auth.md",
4496 + "nettitude/CLR-Stomp",
4497 + "nv-tlabs/PiD",
4498 + "nkzw-tech/cloudsail",
4499 + "FutureMLS-Lab/OSCAR",
4500 + "hotaku76/Polymarket-Automated-Trading-Bot",
4501 + "mwhammadrezss/ShiroKhorshidScanner",
4502 + "joeseesun/qiaomu-userscripts",
4503 + "Saddytech/lockbit-rescue",
4504 + "mrslimslim/awesome-prompt",
4505 + "xoriin/NetMap",
4506 + "leosssvip-dot/remotion-ad-video-skill",
4507 + "stainlu/stainful",
4508 + "md0070/polymarket-arbitrage-trading-bot",
4509 + "Signal-Market-Engine/polymarket-trading-bot",
4510 + "Alpha-Vector-Core/polymarket-trading-bot",
4511 + "Alpha-Vector-Core/polymarket-arbitrage-trading-bot",
4512 + "Quantum-Probability-Forge/polymarket-arbitrage-trading-bot",
4513 + "Quantum-Probability-Forge/polymarket-trading-bot",
4514 + "Signal-Market-Engine/polymarket-arbitrage-trading-bot",
4515 + "jjrCN/PanoWorld",
4516 + "Arccalc/Dwmfix",
4517 + "shootthesound/ComfyUI-Angelo",
4518 + "HaulerAwaken/Discord-Fix",
4519 + "zhw040803-glitch/UAV-GPS-DQN-Detection",
4520 + "wesbos/syntax-supercut-studio",
4521 + "L-NEMU/TravelMinimal",
4522 + "Akash190104/kolkata-bus-route",
4523 + "c4pt0r/pie",
4524 + "ringhyacinth/hyacinth.im-site",
4525 + "real-Elysia886/Todo-Tree-Next",
4526 + "next-1688/1688-cowboy",
4527 + "Tenobrus/graphglyph",
4528 + "guowang23333/kiro-pro-batch",
4529 + "StuckInTheNet/ComplyKit",
4530 + "ZyphrZero/kiro.rs",
4531 + "GongyiChuren/tg-watchbot",
4532 + "cesarferreira/tmux.expose",
4533 + "tensor2023/OpenPixel-RPG",
4534 + "lw0129-jj/PiggyPhone.JJ-STAR",
4535 + "aurorascharff/ClickLight",
4536 + "coleam00/helpline",
4537 + "Lynnouo/yushio",
4538 + "wooly99/geng-academic-fraud-detector",
4539 + "Abirami-19/taskloom-kanban",
4540 + "hafidznoor/idn-finlogos",
4541 + "openclaw/agent-skills",
4542 + "davidichalfyorov-wq/openxiv",
4543 + "nevertoday/xposter",
4544 + "uu201/character-arc",
4545 + "wondaggvcb-oss/lazy-bear-desktop",
4546 + "kingbootoshi/goal-ledger",
4547 + "vixues/LeAgent",
4548 + "1061700625/github_vps",
4549 + "solrizon-ai/open-codex",
4550 + "next-1688/scheduled-task-conflict-checker",
4551 + "Cortex-AI-Network/crypto-arbitrage-bot-automated-trading",
4552 + "Devolutions/psign",
4553 + "freeCodeCamp/freeCodeCamp",
4554 + "EbookFoundation/free-programming-books",
4555 + "nilbuild/developer-roadmap",
4556 + "vinta/awesome-python",
4557 + "awesome-selfhosted/awesome-selfhosted",
4558 + "torvalds/linux",
4559 + "TheAlgorithms/Python",
4560 + "obra/superpowers",
4561 + "trekhleb/javascript-algorithms",
4562 + "tensorflow/tensorflow",
4563 + "ultraworkers/claw-code",
4564 + "affaan-m/ECC",
4565 + "ohmyzsh/ohmyzsh",
4566 + "microsoft/vscode",
4567 + "twbs/bootstrap",
4568 + "github/gitignore",
4569 + "avelino/awesome-go",
4570 + "ollama/ollama",
4571 + "yt-dlp/yt-dlp",
4572 + "anomalyco/opencode",
4573 + "huggingface/transformers",
4574 + "langflow-ai/langflow",
4575 + "anthropics/skills",
4576 + "vercel/next.js",
4577 + "golang/go",
4578 + "microsoft/PowerToys",
4579 + "anthropics/claude-code",
4580 + "microsoft/markitdown",
4581 + "excalidraw/excalidraw",
4582 + "ripienaar/free-for-dev",
4583 + "kubernetes/kubernetes",
4584 + "clash-verge-rev/clash-verge-rev",
4585 + "nodejs/node",
4586 + "iptv-org/iptv",
4587 + "shadcn-ui/ui",
4588 + "rust-lang/rust",
4589 + "ggml-org/llama.cpp",
4590 + "mrdoob/three.js",
4591 + "Shubhamsaboo/awesome-llm-apps",
4592 + "godotengine/godot",
4593 + "axios/axios",
4594 + "microsoft/TypeScript",
4595 + "denoland/deno",
4596 + "fatedier/frp",
4597 + "2dust/v2rayN",
4598 + "mattpocock/skills",
4599 + "microsoft/terminal",
4600 + "garrytan/gstack",
4601 + "immich-app/immich",
4602 + "Anduin2017/HowToCook",
4603 + "pytorch/pytorch",
4604 + "neovim/neovim",
4605 + "fastapi/fastapi",
4606 + "mui/material-ui",
4607 + "ant-design/ant-design",
4608 + "browser-use/browser-use",
4609 + "tailwindlabs/tailwindcss",
4610 + "puppeteer/puppeteer",
4611 + "oven-sh/bun",
4612 + "ruanyf/weekly",
4613 + "microsoft/playwright",
4614 + "bitcoin/bitcoin",
4615 + "mermaid-js/mermaid",
4616 + "gohugoio/hugo",
4617 + "louislam/uptime-kuma",
4618 + "modelcontextprotocol/servers",
4619 + "microsoft/ML-For-Beginners",
4620 + "astral-sh/uv",
4621 + "openai/codex",
4622 + "syncthing/syncthing",
4623 + "laravel/laravel",
4624 + "zed-industries/zed",
4625 + "realworld-apps/realworld",
4626 + "vllm-project/vllm",
4627 + "vitejs/vite",
4628 + "spring-projects/spring-boot",
4629 + "junegunn/fzf",
4630 + "farion1231/cc-switch",
4631 + "Stirling-Tools/Stirling-PDF",
4632 + "hoppscotch/hoppscotch",
4633 + "PaddlePaddle/PaddleOCR",
4634 + "jesseduffield/lazygit",
4635 + "coder/code-server",
4636 + "elastic/elasticsearch",
4637 + "awesomedata/awesome-public-datasets",
4638 + "nestjs/nest",
4639 + "OpenHands/OpenHands",
4640 + "redis/redis",
4641 + "unionlabs/union",
4642 + "grafana/grafana",
4643 + "ocornut/imgui",
4644 + "apache/superset",
4645 + "python/cpython",
4646 + "abi/screenshot-to-code",
4647 + "obsproject/obs-studio",
4648 + "strapi/strapi",
4649 + "Eugeny/tabby",
4650 + "fffaraz/awesome-cpp",
4651 + "hakimel/reveal.js",
4652 + "protocolbuffers/protobuf",
4653 + "danielmiessler/SecLists",
4654 + "nektos/act",
4655 + "swiftlang/swift",
4656 + "NationalSecurityAgency/ghidra",
4657 + "toeverything/AFFiNE",
4658 + "ansible/ansible",
4659 + "base/node",
4660 + "paperclipai/paperclip",
4661 + "unclecode/crawl4ai",
4662 + "scikit-learn/scikit-learn",
4663 + "webpack/webpack",
4664 + "bradtraversy/design-resources-for-developers",
4665 + "TheAlgorithms/Java",
4666 + "ruvnet/RuView",
4667 + "unslothai/unsloth",
4668 + "facebook/docusaurus",
4669 + "gorhill/uBlock",
4670 + "opendatalab/MinerU",
4671 + "alacritty/alacritty",
4672 + "prometheus/prometheus",
4673 + "gsd-build/get-shit-done",
4674 + "LadybirdBrowser/ladybird",
4675 + "traefik/traefik",
4676 + "pathwaycom/pathway",
4677 + "nocodb/nocodb",
4678 + "socketio/socket.io",
4679 + "666ghj/MiroFish",
4680 + "cline/cline",
4681 + "scrapy/scrapy",
4682 + "ComposioHQ/awesome-claude-skills",
4683 + "FuelLabs/sway",
4684 + "jgraph/drawio-desktop",
4685 + "git/git",
4686 + "commaai/openpilot",
4687 + "Mintplex-Labs/anything-llm",
4688 + "FFmpeg/FFmpeg",
4689 + "nuxt/nuxt",
4690 + "spring-projects/spring-framework",
4691 + "warpdotdev/warp",
4692 + "sharkdp/bat",
4693 + "pi-hole/pi-hole",
4694 + "pocketbase/pocketbase",
4695 + "pmndrs/zustand",
4696 + "ultralytics/ultralytics",
4697 + "rust-unofficial/awesome-rust",
4698 + "FuelLabs/fuel-core",
4699 + "remix-run/react-router",
4700 + "marktext/marktext",
4701 + "upstash/context7",
4702 + "gatsbyjs/gatsby",
4703 + "go-gitea/gitea",
4704 + "coollabsio/coolify",
4705 + "deepfakes/faceswap",
4706 + "ghostty-org/ghostty",
4707 + "ChrisTitusTech/winutil",
4708 + "ruvnet/ruflo",
4709 + "earendil-works/pi",
4710 + "ngosang/trackerslist",
4711 + "rtk-ai/rtk",
4712 + "typst/typst",
4713 + "TryGhost/Ghost",
4714 + "PowerShell/PowerShell",
4715 + "mozilla/pdf.js",
4716 + "safishamsi/graphify",
4717 + "FlowiseAI/Flowise",
4718 + "JetBrains/kotlin",
4719 + "ionic-team/ionic-framework",
4720 + "jellyfin/jellyfin",
4721 + "prettier/prettier",
4722 + "etcd-io/etcd",
4723 + "nexu-io/open-design"
4724 + ],
4725 + "metadata": {
4726 + "repos_analyzed": 416,
4727 + "correlations_found": 83,
4728 + "articles_matched": 19,
4729 + "uncovered_tech_trends": 1,
4730 + "unpublicized_dev_activity": 266
4731 + }
4732 +}
data/analyzed/2026-W22-press-context.md new
+392
@@ -0,0 +1,392 @@
1 +## Press Context (TechCrunch, week of 2026-W22)
2 +6 articles published relevant to tech/open-source.
3 +
4 +Notable coverage:
5 +- [SolarSquare in talks to raise up to $60M as India’s rooftop solar market draws major VC interest](https://techcrunch.com/2026/05/23/solarsquare-in-talks-to-raise-up-to-60m-as-indias-rooftop-solar-market-draws-major-vc-interest/) [Climate, Startups, b capital, Elevation Capital, Exclusive, lightspeed venture partners, SolarSquare]
6 +- [These special phone and app features can help protect you from spyware](https://techcrunch.com/2026/05/23/you-dont-have-to-click-anything-to-get-hacked-anymore-heres-how-to-fight-back/) [Security, Android, Apple, Google, hackers, hacking, WhatsApp, Spyware, Meta, cybersecurity, NSO Group, Intellexa, Paragon Solutions]
7 +- [Nuclear startup Deep Fission says it’s going public, again, and I have questions](https://techcrunch.com/2026/05/23/nuclear-startup-deep-fission-says-its-going-public-again-and-i-have-questions/) [Climate, IPO, nuclear power, Deep Fission, nuclear fission]
8 +- [Peec, one of Berlin’s rising startups, more than doubled annualized revenue in months to $10M, sources say](https://techcrunch.com/2026/05/23/peec-one-of-berlins-rising-startups-more-than-doubled-annualized-revenue-in-months-to-10m-sources-say/) [Startups, Venture, search marketing, Antler, peec ai]
9 +- [Blue Origin cleared to fly New Glenn mega-rocket after April mishap](https://techcrunch.com/2026/05/22/blue-origin-cleared-to-fly-new-glenn-mega-rocket-after-april-mishap/) [Space, Blue Origin, In Brief, new glenn]
10 +- [How VCs and founders use inflated ‘ARR’ to crown AI startups](https://techcrunch.com/2026/05/22/how-vcs-and-founders-use-inflated-arr-to-kingmake-ai-startups/) [AI, Startups, Venture, annual recurring revenue, Exclusive, Valuations]
11 +
12 +### Correlation Summary
13 +83 repos have press correlation:
14 +- apple/corecrypto — match: org_name, confidence: 0.8, hype_risk: medium
15 +- starship/starship — match: org_name, confidence: 0.8, hype_risk: medium
16 +- google/material-design-icons — match: org_name, confidence: 0.8, hype_risk: medium
17 +- sikander12342/Subnautica-2-Nitrox-Deep-Dive — match: project_name, confidence: 0.6, hype_risk: medium
18 +- mikaeldengale-cloud/Deepseek-v4-Pro-App — match: project_name, confidence: 0.6, hype_risk: medium
19 +- kouhxp/yapsnap — match: project_name, confidence: 0.6, hype_risk: medium
20 +- Astraltenprosper/uncensored-ai-image-video-generator — match: project_name, confidence: 0.6, hype_risk: medium
21 +- BlueSharks-apps/Gemini-app-windows — match: project_name, confidence: 0.6, hype_risk: medium
22 +- akitaonrails/ai-memory — match: project_name, confidence: 0.6, hype_risk: medium
23 +- vincelele/ai-fomo-skills — match: project_name, confidence: 0.6, hype_risk: medium
24 +- wanshuiyin/ARIS-in-AI-Offer — match: project_name, confidence: 0.6, hype_risk: medium
25 +- jaytel0/taste — match: project_name, confidence: 0.6, hype_risk: medium
26 +- op7418/ai-desk-card — match: project_name, confidence: 0.6, hype_risk: medium
27 +- joeancilin/MindMate-AI — match: project_name, confidence: 0.6, hype_risk: medium
28 +- hasanyilmaz/operon — match: project_name, confidence: 0.6, hype_risk: medium
29 +- mikelikesdesign/AI-experiments — match: project_name, confidence: 0.6, hype_risk: medium
30 +- akii-technologies-ltd/akii-seo-ai-search-optimizer — match: project_name, confidence: 0.6, hype_risk: medium
31 +- facebook/react — match: project_name, confidence: 0.6, hype_risk: medium
32 +- x1xhlol/system-prompts-and-models-of-ai-tools — match: project_name, confidence: 0.6, hype_risk: medium
33 +- electron/electron — match: project_name, confidence: 0.6, hype_risk: medium
34 +- microsoft/generative-ai-for-beginners — match: project_name, confidence: 0.6, hype_risk: medium
35 +- tauri-apps/tauri — match: project_name, confidence: 0.6, hype_risk: medium
36 +- angular/angular — match: project_name, confidence: 0.6, hype_risk: medium
37 +- hacksider/Deep-Live-Cam — match: project_name, confidence: 0.6, hype_risk: medium
38 +- opencv/opencv — match: project_name, confidence: 0.6, hype_risk: medium
39 +- home-assistant/core — match: project_name, confidence: 0.6, hype_risk: medium
40 +- moby/moby — match: project_name, confidence: 0.6, hype_risk: medium
41 +- AppFlowy-IO/AppFlowy — match: project_name, confidence: 0.6, hype_risk: medium
42 +- apache/echarts — match: project_name, confidence: 0.6, hype_risk: medium
43 +- microsoft/ai-agents-for-beginners — match: project_name, confidence: 0.6, hype_risk: medium
44 +- JuliusBrussee/caveman — match: project_name, confidence: 0.6, hype_risk: medium
45 +- keras-team/keras — match: project_name, confidence: 0.6, hype_risk: medium
46 +- topjohnwu/Magisk — match: project_name, confidence: 0.6, hype_risk: medium
47 +- withastro/astro — match: project_name, confidence: 0.6, hype_risk: medium
48 +- virattt/ai-hedge-fund — match: project_name, confidence: 0.6, hype_risk: medium
49 +- rails/rails — match: project_name, confidence: 0.6, hype_risk: medium
50 +- rclone/rclone — match: project_name, confidence: 0.6, hype_risk: medium
51 +- appwrite/appwrite — match: project_name, confidence: 0.6, hype_risk: medium
52 +- vuejs/core — match: project_name, confidence: 0.6, hype_risk: medium
53 +- tw93/Mole — match: project_name, confidence: 0.6, hype_risk: medium
54 +- crewAIInc/crewAI — match: project_name, confidence: 0.6, hype_risk: medium
55 +- NicoleK-M/Spoof-Matrix-Hardware — match: category, confidence: 0.4, hype_risk: low
56 +- elliotgao2/handsets — match: category, confidence: 0.4, hype_risk: low
57 +- Tartarus-AI/tartarusai-cli — match: category, confidence: 0.4, hype_risk: low
58 +- yeahhe365/WebDroid-Agent — match: category, confidence: 0.4, hype_risk: low
59 +- openclaw/openclaw — match: category, confidence: 0.4, hype_risk: low
60 +- n8n-io/n8n — match: category, confidence: 0.4, hype_risk: low
61 +- Significant-Gravitas/AutoGPT — match: category, confidence: 0.4, hype_risk: low
62 +- flutter/flutter — match: category, confidence: 0.4, hype_risk: low
63 +- NousResearch/hermes-agent — match: category, confidence: 0.4, hype_risk: low
64 +- f/prompts.chat — match: category, confidence: 0.4, hype_risk: low
65 +- Snailclimb/JavaGuide — match: category, confidence: 0.4, hype_risk: low
66 +- langgenius/dify — match: category, confidence: 0.4, hype_risk: low
67 +- Genymobile/scrcpy — match: category, confidence: 0.4, hype_risk: low
68 +- open-webui/open-webui — match: category, confidence: 0.4, hype_risk: low
69 +- langchain-ai/langchain — match: category, confidence: 0.4, hype_risk: low
70 +- facebook/react-native — match: category, confidence: 0.4, hype_risk: low
71 +- firecrawl/firecrawl — match: category, confidence: 0.4, hype_risk: low
72 +- rustdesk/rustdesk — match: category, confidence: 0.4, hype_risk: low
73 +- Comfy-Org/ComfyUI — match: category, confidence: 0.4, hype_risk: low
74 +- github/spec-kit — match: category, confidence: 0.4, hype_risk: low
75 +- jaywcjlove/awesome-mac — match: category, confidence: 0.4, hype_risk: low
76 +- google-gemini/gemini-cli — match: category, confidence: 0.4, hype_risk: low
77 +- sherlock-project/sherlock — match: category, confidence: 0.4, hype_risk: low
78 +- infiniflow/ragflow — match: category, confidence: 0.4, hype_risk: low
79 +- netdata/netdata — match: category, confidence: 0.4, hype_risk: low
80 +- thedotmack/claude-mem — match: category, confidence: 0.4, hype_risk: low
81 +- lobehub/lobehub — match: category, confidence: 0.4, hype_risk: low
82 +- caddyserver/caddy — match: category, confidence: 0.4, hype_risk: low
83 +- daytonaio/daytona — match: category, confidence: 0.4, hype_risk: low
84 +- hiyouga/LlamaFactory — match: category, confidence: 0.4, hype_risk: low
85 +- bytedance/deer-flow — match: category, confidence: 0.4, hype_risk: low
86 +- OpenBB-finance/OpenBB — match: category, confidence: 0.4, hype_risk: low
87 +- docling-project/docling — match: category, confidence: 0.4, hype_risk: low
88 +- code-yeongyu/oh-my-openagent — match: category, confidence: 0.4, hype_risk: low
89 +- harry0703/MoneyPrinterTurbo — match: category, confidence: 0.4, hype_risk: low
90 +- meilisearch/meilisearch — match: category, confidence: 0.4, hype_risk: low
91 +- 2dust/v2rayNG — match: category, confidence: 0.4, hype_risk: low
92 +- mem0ai/mem0 — match: category, confidence: 0.4, hype_risk: low
93 +- laurent22/joplin — match: category, confidence: 0.4, hype_risk: low
94 +- koala73/worldmonitor — match: category, confidence: 0.4, hype_risk: low
95 +- WerWolv/ImHex — match: category, confidence: 0.4, hype_risk: low
96 +- MemPalace/mempalace — match: category, confidence: 0.4, hype_risk: low
97 +
98 +### Instructions
99 +For each trending repo, note if press coverage preceded the star surge.
100 +Label repos as:
101 +- '📰 Press-correlated' — stars gained after/during press coverage
102 +- '🌱 Organic growth' — stars gained without press coverage
103 +- '⚠️ Hype risk: {level}' — when hype_risk is medium or high
104 +
105 +Include a "Press vs Reality" subsection in your analysis highlighting:
106 +1. Press-hyped repos that are losing steam (high hype_risk)
107 +2. Organic gems without any press coverage
108 +3. Disconnects between press narrative and actual GitHub activity
109 +
110 +
111 +### Divergence Analysis
112 +
113 +#### 🔍 Tech Trends Without Dev Activity
114 +Topics heavily covered by TechCrunch with no matching GitHub repos:
115 +
116 +- **Climate**: [SolarSquare in talks to raise up to $60M as India’s rooftop solar market draws major VC interest](https://techcrunch.com/2026/05/23/solarsquare-in-talks-to-raise-up-to-60m-as-indias-rooftop-solar-market-draws-major-vc-interest/)
117 +
118 +#### 🚀 Dev Activity Without Press Coverage
119 +GitHub repos/trends with no matching TechCrunch coverage:
120 +
121 +- **bot**: SKL2910/limitless-trading-bot (⭐136), thesammy26/polymarket-arbitrage-bot (⭐135), flaviodesa/polymarket-copy-trading-bot (⭐135)
122 +- **cli**: jazzband/web3-devkit-cli (⭐223), ohmyzsh/ohmyzsh (⭐187226), yt-dlp/yt-dlp (⭐165475)
123 +- **polymarket trading polymarket**: Signal-Market-Engine/polymarket-trading-bot (⭐79), Alpha-Vector-Core/polymarket-trading-bot (⭐79), Alpha-Vector-Core/polymarket-arbitrage-trading-bot (⭐79)
124 +- **arbitrage-bot**: ShinyaTomitsuka/arbitrage-trading-bot (⭐286), mila89/polymarket-trading-bot (⭐277), judithsulfan/trading-bot (⭐266)
125 +- **awesome**: vinta/awesome-python (⭐299477), awesome-selfhosted/awesome-selfhosted (⭐295094), avelino/awesome-go (⭐173596)
126 +- **api**: neovim/neovim (⭐99848), fastapi/fastapi (⭐98500), hoppscotch/hoppscotch (⭐79286)
127 +- **ai-agents**: NanoFlow-io/engram (⭐119), affaan-m/ECC (⭐191484), browser-use/browser-use (⭐95406)
128 +- **compiler**: rust-lang/rust (⭐113082), FuelLabs/sway (⭐61681), typst/typst (⭐53739)
129 +- **framework**: laravel/laravel (⭐84331), spring-projects/spring-boot (⭐80717), nestjs/nest (⭐75591)
130 +- **claude-code**: open-gsd/get-shit-done-redux (⭐678), hypnguyen1209/offensive-claude (⭐231), gsd-build/get-shit-done (⭐63698)
131 +- **agent**: VILA-Lab/FigMirror (⭐257), OpenHands/OpenHands (⭐74790), unslothai/unsloth (⭐65094)
132 +- **algorithm**: TheAlgorithms/Python (⭐221379), trekhleb/javascript-algorithms (⭐196007), TheAlgorithms/Java (⭐65703)
133 +- **agent-skills**: anthropics/skills (⭐140452), ComposioHQ/awesome-claude-skills (⭐61691), nexu-io/open-design (⭐51653)
134 +- **javascript**: nodejs/node (⭐117374), microsoft/TypeScript (⭐108946), socketio/socket.io (⭐63099)
135 +- **agentic-ai**: ruvnet/RuView (⭐65622), ruvnet/ruflo (⭐54891), FlowiseAI/Flowise (⭐53056)
136 +- **crimson-desert-lsfg**: uktrash/LSFG-Desktop (⭐343), resonancegnatassess/Lossless-Scaling (⭐228)
137 +- **1-12-2-mod**: Satomoit/LCE-Emerald-Launcher (⭐261), lce-emerald-launcher/LCE-Emerald-Launcher (⭐187)
138 +- **3d**: physx-omni/PhysX-Omni (⭐119), mrdoob/three.js (⭐112648)
139 +- **astro**: davidichalfyorov-wq/openxiv (⭐56), unionlabs/union (⭐74035)
140 +- **audio**: huggingface/transformers (⭐160943), FFmpeg/FFmpeg (⭐60471)
141 +- **agents**: langflow-ai/langflow (⭐148734), Shubhamsaboo/awesome-llm-apps (⭐111694)
142 +- **blog**: vercel/next.js (⭐139589), gatsbyjs/gatsby (⭐55943)
143 +- **go**: golang/go (⭐134051), syncthing/syncthing (⭐84456)
144 +- **cncf**: kubernetes/kubernetes (⭐122453), etcd-io/etcd (⭐51735)
145 +- **hacktoberfest**: axios/axios (⭐109071), pmndrs/zustand (⭐58116)
146 +- **automation**: puppeteer/puppeteer (⭐94365), microsoft/playwright (⭐89371)
147 +- **docker**: louislam/uptime-kuma (⭐87208), Stirling-Tools/Stirling-PDF (⭐79438)
148 +- **amd**: vllm-project/vllm (⭐80941), webpack/webpack (⭐65770)
149 +- **bash**: junegunn/fzf (⭐80517), warpdotdev/warp (⭐59891)
150 +- **ai4science**: PaddlePaddle/PaddleOCR (⭐78486), opendatalab/MinerU (⭐64825)
151 +- **alerting**: grafana/grafana (⭐73982), prometheus/prometheus (⭐64167)
152 +- **c**: obsproject/obs-studio (⭐72680), git/git (⭐61138)
153 +- **angular**: ionic-team/ionic-framework (⭐52512), prettier/prettier (⭐51894)
154 +- **golang**: perplexityai/bumblebee (⭐2328)
155 +- **animated-wallpaper**: kageroumado/phosphene (⭐663)
156 +- **Local Responses-API shim**: 0xSero/codex-shim (⭐504)
157 +- **微信账单分析工具 基于Electron的可视化账单分析应用**: run-liyi/wechatpay (⭐448)
158 +- **educational-resource**: Jawaz-Keyzor/FL-Studio-2026-Producer-Edition-Unlock (⭐429)
159 +- **island-life**: jskblue/Tomodachi-Island-Life-Remastered (⭐424)
160 +- **claude-ai**: larajuniorlara/Claude-Design-Studio (⭐422)
161 +- **claude**: rayhayqal/Mythos-Claude-Skill-Forge (⭐422)
162 +- **forza**: rafa450367/forza-horizon-6-community-edition (⭐422)
163 +- **booster**: Lablez/Ping-Slayer-Network-Optimizer (⭐422)
164 +- **fh6-mod**: pheejm/forza-horizon-6-ultimate-mod-pack (⭐422)
165 +- **awesome-claude-code**: muhammadqasimkalhoro94-blip/claude-zeroclaw-agentics (⭐421)
166 +- **download-yuzu**: pierremichaeljensen/Yuzu-Switch-Emulation-Kit (⭐421)
167 +- **microsoft-office**: bollahouse/office-2024-pro-integration-suite (⭐421)
168 +- **delta-executor-pc-edition**: sofian160616/Delta-Inject-Workstation (⭐421)
169 +- **minecraft**: ochoaochoa330-design/Aegis-V4-Client-2026 (⭐421)
170 +- **mod**: teendriller0/AllMods-Subnautica-2 (⭐421)
171 +- **3d-cad-software**: danyy-svg/AutoCAD-Suite-Builder (⭐421)
172 +- **discord-boost**: hahavelhojoguinho/guild-advancement-automator (⭐421)
173 +- **anti-detect**: SalhaNabil/CloakBrowser (⭐393)
174 +- **early-access-subnautica-2**: littlefrogyq/UE4SS-Subnautica-2 (⭐388)
175 +- **casino-bonus-2026**: bonus-2026/casino-bonus (⭐357)
176 +- **Starting Point Next-Gen**: MoonshotAI/kimi-code (⭐343)
177 +- **cs2-tool-2026**: Jawaz-Keyzor/CS2-External-Cheat-2026 (⭐338)
178 +- **aida64**: CylinderChairman/aida64 (⭐317)
179 +- **adaptive-triggers-pc**: aayan555/DS4Windows (⭐312)
180 +- **antigravity-ai**: testerlingcodo/gemini-antigravity-cli (⭐312)
181 +- **cheat-engine-2026**: CEOHarvey242/cheat-engine-7.5 (⭐301)
182 +- **activator**: ZettPW/KMSTools (⭐300)
183 +- **paralives**: Qwilxy/paralives-release (⭐298)
184 +- **bitlocker**: Mclisterjoeh2o/yellowkey-bitlocker (⭐279)
185 +- **life-sim**: RayceAnderson/tomodachi-pc (⭐277)
186 +- **一个基于 的浏览器插件，用于辅助 ChatGPT**: suyancc/openai-plus-vxt (⭐269)
187 +- **what your coding**: jianshuo/ccglass (⭐269)
188 +- **Single file optical**: unprovable/ShadowCat (⭐254)
189 +- **ai-chat**: Jawaz-Keyzor/DarkGPT (⭐250)
190 +- **Framedex queryable knowledge**: Simbastack-hq/framedex (⭐244)
191 +- **agent workspace DeepSeek**: XingYu-Zhong/DeepSeek-GUI (⭐242)
192 +- **自动化完成 ChatGPT 账号注册、GoPay/PayPal**: hanyi0000/chatgpt-plus-automation-toolkit (⭐239)
193 +- **arp-spoofing**: Biplobsarker/Umbrella-HWID (⭐236)
194 +- **polymarket-arbitrae-trading-bot**: PredictiveFlow-Labs/polymarket-arbitrage-bot (⭐232)
195 +- **Open-source comic reader**: yui540/comimi (⭐228)
196 +- **byovd**: redteamfortress/PhantomKiller (⭐216)
197 +- **Koyeb Cloudflare Argo**: zzzhhh1/mg-Koyeb (⭐207)
198 +- **cheato**: LUPUL64348/NTE-cheat (⭐202)
199 +- **Markov regime detection**: jackson-video-resources/markov-hedge-fund-method (⭐200)
200 +- **polymarket-copy-trading-bot**: Polymarket-Trading-kit/crypto-trading-bot (⭐197)
201 +- **OpenAI-compatible Chat proxy**: zqbxdev/webchat2api (⭐196)
202 +- **crypto-trading-bot**: Polymarket-Trading-kit/sports-trading-bot (⭐195)
203 +- **Interactive live visualizer**: modaic-ai/gepa-viz (⭐194)
204 +- **epic-games-launcher**: heroicgameslauncher/HeroicGamesLauncher (⭐186)
205 +- **dev-mode**: XboxMode/Windows-Xbox-Mode (⭐185)
206 +- **audio-equalizer**: Boob025/peace-equalizer-APO (⭐179)
207 +- **Obsidian note operations**: SIXIANGGUO/cc-note-ops (⭐178)
208 +- **distributed**: tonbo-io/ursula (⭐175)
209 +- **ai-agent**: Eynzof/hermes-agent-cn-desktop (⭐175)
210 +- **cslol**: AresLeVrai/celestial-launcher-releases (⭐175)
211 +- **Claude Code skill**: aref-vc/tufte-claude-skill (⭐161)
212 +- **jailbreak Y2JB. Ports**: matem6/P2JB-Y2JB-Porting (⭐159)
213 +- **Repo dependency analyzer**: scheidydude/codeindex (⭐158)
214 +- **context-engineering**: open-gsd/gsd-pi (⭐158)
215 +- **美股港股全栈数据工具包 Skill) 7层架构**: simonlin1212/global-stock-data (⭐154)
216 +- **打得过Zen**: Margele/OpenZen (⭐148)
217 +- **Kings owns site**: Frank-Masciopinto/no-kings (⭐146)
218 +- **enterprise workspace model**: DEEIX-AI/DEEIX-Chat (⭐145)
219 +- **bubblemap**: MariCarmen1971/solana-pumpfun-raydium-bundler (⭐135)
220 +- **aster**: amet2901/asterdex-trading-bot (⭐135)
221 +- **boris-prompts**: LingyiChen-AI/boris-prompts (⭐134)
222 +- **Documentation reverse engineering**: elyelysiox/recaptcha (⭐132)
223 +- **Code "L2P: Unlocking**: TencentYoutuResearch/T2I-L2P (⭐130)
224 +- **that modifies vanilla**: OpenYSMDev/OpenYSM (⭐127)
225 +- **Claude Code subagent**: chefkannofriend-source/lcb-baker-agent (⭐123)
226 +- **3x-ui**: internetkafe/vpnhostinglist (⭐123)
227 +- **ICT/SMC trading-knowledge skill**: MobiusQuant/OpenMobius-skill (⭐118)
228 +- **display-capture**: Jawaz-Keyzor/Valorant-External-Assistant-2026 (⭐114)
229 +- **开源image2调用图像生成/编辑桌面客户端 流式保活,兼容 Cloudflare**: RoseKhlifa/Image-Studio (⭐109)
230 +- **Chrome extension orchestrating**: afumu/openteam (⭐107)
231 +- **3d-printing**: POWER-PILL/ASCII-Aquarium (⭐98)
232 +- **MLLM-based agentic system**: YxuanAr/Code-as-Room (⭐98)
233 +- **CAPTCHA solver: CloakBrowser**: clawdbrunner/captcha-solver (⭐98)
234 +- **marketing**: zclllyybb/lofisu-identity-engine (⭐97)
235 +- **ChatGPT 会话管理与 CPA/sub2api/Cockpit**: maowuzz/chatgpt-session-forge (⭐97)
236 +- **Outcome-first plus directional**: kingbootoshi/directional-prompting (⭐96)
237 +- **open protocol that**: workos/auth.md (⭐94)
238 +- **beacon**: nettitude/CLR-Stomp (⭐93)
239 +- **diffusion-decoder**: nv-tlabs/PiD (⭐93)
240 +- **Self-hosted instant sandboxes**: nkzw-tech/cloudsail (⭐90)
241 +- **OSCAR: Offline Spectral**: FutureMLS-Lab/OSCAR (⭐90)
242 +- **5min**: hotaku76/Polymarket-Automated-Trading-Bot (⭐89)
243 +- **Shir Khorshid MidONe**: mwhammadrezss/ShiroKhorshidScanner (⭐88)
244 +- **douyin**: joeseesun/qiaomu-userscripts (⭐87)
245 +- **lockbit**: Saddytech/lockbit-rescue (⭐85)
246 +- **awesome-prompt**: mrslimslim/awesome-prompt (⭐84)
247 +- **NetMap self-hosted tool**: xoriin/NetMap (⭐83)
248 +- **Create Remotion video**: leosssvip-dot/remotion-ad-video-skill (⭐82)
249 +- **api-client**: stainlu/stainful (⭐82)
250 +- **Official repo paper**: jjrCN/PanoWorld (⭐77)
251 +- **Lightweight Windows utility**: Arccalc/Dwmfix (⭐75)
252 +- **Click-to-refine smart inpaint**: shootthesound/ComfyUI-Angelo (⭐73)
253 +- **РАБОЧИЙ ДИСКОРД ЗАПРЕТ**: HaulerAwaken/Discord-Fix (⭐73)
254 +- **基于DQN的无人机GPS欺骗攻击检测系统 随机攻击、重放攻击、隐蔽攻击**: zhw040803-glitch/UAV-GPS-DQN-Detection (⭐73)
255 +- **Local SvelteKit rendering**: wesbos/syntax-supercut-studio (⭐73)
256 +- **software with extremely**: L-NEMU/TravelMinimal (⭐70)
257 +- **Finding Routes Kolkata**: Akash190104/kolkata-bus-route (⭐69)
258 +- **Rust port agent**: c4pt0r/pie (⭐67)
259 +- **Public deploy artifact**: ringhyacinth/hyacinth.im-site (⭐67)
260 +- **Modern rewrite Todo**: real-Elysia886/Todo-Tree-Next (⭐67)
261 +- **接待助手 Skill。商家在牛顿端的对话入口，负责招聘接待助手、查看工作日报、解读接待数据、培训知识库；调整接待范围 暂停接待统一跳转到管理页面。**: next-1688/1688-cowboy (⭐67)
262 +- **Encode text reversible**: Tenobrus/graphglyph (⭐64)
263 +- **Kiro Pro/Pro+ 批量订阅自动化工具，支持**: guowang23333/kiro-pro-batch (⭐64)
264 +- **Code extension that**: StuckInTheNet/ComplyKit (⭐63)
265 +- **Kiro Client Rust**: ZyphrZero/kiro.rs (⭐62)
266 +- **Tg-Watchbot：Telegram 双向对话 网页关键词推送**: GongyiChuren/tg-watchbot (⭐62)
267 +- **Mission Control-style tmux**: cesarferreira/tmux.expose (⭐61)
268 +- **AI-powered pixel-art JRPG:**: tensor2023/OpenPixel-RPG (⭐61)
269 +- **猪猪小手机，最新版哦！请大家看准这个链接下载，谢谢啦。很荣幸能得到大家的喜欢，希望大家前途似海。PiggyPhone, latest version!**: lw0129-jj/PiggyPhone.JJ-STAR (⭐60)
270 +- **macOS menu that**: aurorascharff/ClickLight (⭐60)
271 +- **Demonstration codebase building**: coleam00/helpline (⭐59)
272 +- **Yushio (夕潮) collaborator**: Lynnouo/yushio (⭐58)
273 +- **耿同学skill，学术论文打假检测 agent skill，致敬耿同学讲故事**: wooly99/geng-academic-fraud-detector (⭐58)
274 +- **Taskloom production-grade realtime**: Abirami-19/taskloom-kanban (⭐58)
275 +- **Indonesian financial logos**: hafidznoor/idn-finlogos (⭐57)
276 +- **Useful skills agents**: openclaw/agent-skills (⭐56)
277 +- **chrome-extension**: nevertoday/xposter (⭐55)
278 +- **小说创作桌面应用，集项目设定、角色关系、剧情大纲、章节写作与多模型 协作于一体**: uu201/character-arc (⭐55)
279 +- **熊，来领养人**: wondaggvcb-oss/lazy-bear-desktop (⭐54)
280 +- **Single-file agent goal**: kingbootoshi/goal-ledger (⭐53)
281 +- **Desktop agent with**: vixues/LeAgent (⭐53)
282 +- **在GitHub上申请免费的VPS**: 1061700625/github_vps (⭐52)
283 +- **open-source implementation Codex**: solrizon-ai/open-codex (⭐52)
284 +- **在确认任何 LUI/Claw 自然语言定时任务之前，检测重复任务、语义重叠、执行冲突和阻断性边界条件。当用户通过**: next-1688/scheduled-task-conflict-checker (⭐52)
285 +- **agent-development**: Cortex-AI-Network/crypto-arbitrage-bot-automated-trading (⭐51)
286 +- **architecture**: Devolutions/psign (⭐51)
287 +- **careers**: freeCodeCamp/freeCodeCamp (⭐445394)
288 +- **books**: EbookFoundation/free-programming-books (⭐388958)
289 +- **angular-roadmap**: nilbuild/developer-roadmap (⭐355411)
290 +- **Linux kernel source**: torvalds/linux (⭐234362)
291 +- **agentic skills framework**: obra/superpowers (⭐205629)
292 +- **deep-learning**: tensorflow/tensorflow (⭐195267)
293 +- **repo finally unlocked.**: ultraworkers/claw-code (⭐192458)
294 +- **editor**: microsoft/vscode (⭐185321)
295 +- **bootstrap**: twbs/bootstrap (⭐174268)
296 +- **git**: github/gitignore (⭐174084)
297 +- **deepseek**: ollama/ollama (⭐172245)
298 +- **open source coding**: anomalyco/opencode (⭐165003)
299 +- **advanced-paste**: microsoft/PowerToys (⭐133475)
300 +- **Claude Code agentic**: anthropics/claude-code (⭐126388)
301 +- **autogen**: microsoft/markitdown (⭐125043)
302 +- **canvas**: excalidraw/excalidraw (⭐123965)
303 +- **awesome-list**: ripienaar/free-for-dev (⭐122633)
304 +- **clash**: clash-verge-rev/clash-verge-rev (⭐120725)
305 +- **iptv**: iptv-org/iptv (⭐116498)
306 +- **base-ui**: shadcn-ui/ui (⭐115002)
307 +- **ggml**: ggml-org/llama.cpp (⭐112855)
308 +- **game-development**: godotengine/godot (⭐111131)
309 +- **deno**: denoland/deno (⭐106863)
310 +- **expose**: fatedier/frp (⭐106815)
311 +- **proxy**: 2dust/v2rayN (⭐106741)
312 +- **Skills Real Engineers.**: mattpocock/skills (⭐104380)
313 +- **cmd**: microsoft/terminal (⭐103308)
314 +- **Garry Tan's exact**: garrytan/gstack (⭐101948)
315 +- **backup-tool**: immich-app/immich (⭐101764)
316 +- **chinese**: Anduin2017/HowToCook (⭐100276)
317 +- **autograd**: pytorch/pytorch (⭐100170)
318 +- **design-system**: mui/material-ui (⭐98368)
319 +- **ant-design**: ant-design/ant-design (⭐98147)
320 +- **css**: tailwindlabs/tailwindcss (⭐95106)
321 +- **bun**: oven-sh/bun (⭐92507)
322 +- **科技爱好者周刊，每周五发布**: ruanyf/weekly (⭐91928)
323 +- **bitcoin**: bitcoin/bitcoin (⭐89186)
324 +- **diagrams**: mermaid-js/mermaid (⭐88263)
325 +- **blog-engine**: gohugoio/hugo (⭐88230)
326 +- **Model Context Protocol**: modelcontextprotocol/servers (⭐86196)
327 +- **data-science**: microsoft/ML-For-Beginners (⭐85963)
328 +- **packaging**: astral-sh/uv (⭐85459)
329 +- **Lightweight coding agent**: openai/codex (⭐85454)
330 +- **gpui**: zed-industries/zed (⭐83717)
331 +- **"The mother demo**: realworld-apps/realworld (⭐83475)
332 +- **build-tool**: vitejs/vite (⭐80815)
333 +- **ai-tools**: farion1231/cc-switch (⭐80263)
334 +- **browser-ide**: coder/code-server (⭐77703)
335 +- **elasticsearch**: elastic/elasticsearch (⭐76756)
336 +- **aaron-swartz**: awesomedata/awesome-public-datasets (⭐75619)
337 +- **cache**: redis/redis (⭐74526)
338 +- **analytics**: apache/superset (⭐72989)
339 +- **Python programming language**: python/cpython (⭐72878)
340 +- **Drop screenshot convert**: abi/screenshot-to-code (⭐72686)
341 +- **serial**: Eugeny/tabby (⭐71592)
342 +- **presentations**: hakimel/reveal.js (⭐71287)
343 +- **marshalling**: protocolbuffers/protobuf (⭐71265)
344 +- **SecLists security tester's**: danielmiessler/SecLists (⭐71137)
345 +- **ci**: nektos/act (⭐70477)
346 +- **Swift Programming Language**: swiftlang/swift (⭐70019)
347 +- **disassembler**: NationalSecurityAgency/ghidra (⭐68837)
348 +- **app**: toeverything/AFFiNE (⭐68727)
349 +- **ansible**: ansible/ansible (⭐68690)
350 +- **Everything required your**: base/node (⭐68554)
351 +- **open-source everyone uses**: paperclipai/paperclip (⭐67528)
352 +- **Crawl4AI: Open-source Friendly**: unclecode/crawl4ai (⭐66212)
353 +- **data-analysis**: scikit-learn/scikit-learn (⭐66182)
354 +- **Curated list design**: bradtraversy/design-resources-for-developers (⭐65758)
355 +- **documentation**: facebook/docusaurus (⭐64999)
356 +- **blocker**: gorhill/uBlock (⭐64968)
357 +- **bsd**: alacritty/alacritty (⭐64198)
358 +- **browser**: LadybirdBrowser/ladybird (⭐63545)
359 +- **consul**: traefik/traefik (⭐63317)
360 +- **batch-processing**: pathwaycom/pathway (⭐63235)
361 +- **airtable**: nocodb/nocodb (⭐63129)
362 +- **agent-memory**: 666ghj/MiroFish (⭐62412)
363 +- **Autonomous coding agent**: cline/cline (⭐62281)
364 +- **crawler**: scrapy/scrapy (⭐61807)
365 +- **diagram-editor**: jgraph/drawio-desktop (⭐61279)
366 +- **advanced-driver-assistance-systems**: commaai/openpilot (⭐61037)
367 +- **csr**: nuxt/nuxt (⭐60289)
368 +- **ad-blocker**: pi-hole/pi-hole (⭐58947)
369 +- **authentication**: pocketbase/pocketbase (⭐58591)
370 +- **blockchain**: FuelLabs/fuel-core (⭐57054)
371 +- **Declarative routing React**: remix-run/react-router (⭐56435)
372 +- **dark-mode**: marktext/marktext (⭐56430)
373 +- **llm**: upstash/context7 (⭐56036)
374 +- **bitbucket**: go-gitea/gitea (⭐55902)
375 +- **coolify**: coollabsio/coolify (⭐55844)
376 +- **deep-face-swap**: deepfakes/faceswap (⭐55243)
377 +- **Ghostty fast, feature-rich,**: ghostty-org/ghostty (⭐55230)
378 +- **Chris Titus Tech's**: ChrisTitusTech/winutil (⭐55040)
379 +- **agent toolkit: coding**: earendil-works/pi (⭐54265)
380 +- **bittorrent**: ngosang/trackerslist (⭐53968)
381 +- **agentic-coding**: rtk-ai/rtk (⭐53829)
382 +- **blogging**: TryGhost/Ghost (⭐53666)
383 +- **command-line**: PowerShell/PowerShell (⭐53600)
384 +- **Reader JavaScript**: mozilla/pdf.js (⭐53364)
385 +- **antigravity**: safishamsi/graphify (⭐53364)
386 +- **csharp**: jellyfin/jellyfin (⭐52144)
387 +
388 +#### Divergence Instructions
389 +Use divergences to identify:
390 +- 🔮 Where industry is moving but devs haven't caught up
391 +- 💡 Where devs are innovating ahead of media attention
392 +- 📊 Opportunity gaps between narrative and reality
data/analyzed/2026-W22-summary.md new
+68
@@ -0,0 +1,68 @@
1 +---
2 +title: "Supply-Chain Scanners, Skills Economies, and GitHub's Star-Farm Flood"
3 +date: 2026-05-25T11:56:08Z
4 +week: "2026-W22"
5 +year: 2026
6 +tags: [supply-chain-security, agent-skills, ai-memory, coding-agents, developer-tooling, noise-amplification, open-source]
7 +categories: [weekly]
8 +repos_featured: 420
9 +stars_tracked: 16500000
10 +top_repo: "perplexityai/bumblebee"
11 +quality_score: 74
12 +summary: "Week 22 delivers the clearest defensive-security signal of the year alongside a crystallising agent-skills economy — both nearly buried under the most concentrated coordinated star-farming campaign the crawl has caught."
13 +---
14 +
15 +## This Week's Trends
16 +
17 +**Supply-chain security lands its most credible new tool of 2026.** [perplexityai/bumblebee](https://github.com/perplexityai/bumblebee) is a read-only Go scanner built by Perplexity AI to interrogate on-disk packages, browser extensions, and developer-tool metadata against known supply-chain compromise indicators. At 2,328 stars in five days with 181 forks, it is the week's highest-conviction new-repo signal: specific problem, defensible scope, credible team, real fork activity. Apple's open-sourcing of [apple/corecrypto](https://github.com/apple/corecrypto) adds a second data point — two significant platform and tooling actors moving toward transparency in the same week is not coincidence.
18 +
19 +**Agent skills solidify as an ecosystem layer.** Last week's hint becomes this week's pattern. [open-gsd/get-shit-done-redux](https://github.com/open-gsd/get-shit-done-redux) (678 ⭐) and companion [open-gsd/gsd-pi](https://github.com/open-gsd/gsd-pi) (158 ⭐) deliver meta-prompting and spec-driven scaffolding; [aref-vc/tufte-claude-skill](https://github.com/aref-vc/tufte-claude-skill) (161 ⭐) packages Edward Tufte's visualization principles as a callable Claude Code skill; [kingbootoshi/directional-prompting](https://github.com/kingbootoshi/directional-prompting) (96 ⭐) formalizes outcome-first prompting methodology. In the trending set, [obra/superpowers](https://github.com/obra/superpowers) (205k ⭐) and [anthropics/skills](https://github.com/anthropics/skills) (140k ⭐) confirm this is now a category, not an experiment.
20 +
21 +**Agent memory and observability mature into required primitives.** [akitaonrails/ai-memory](https://github.com/akitaonrails/ai-memory) (169 ⭐, Rust) solves cross-vendor long-term memory and agent handoff; [NanoFlow-io/engram](https://github.com/NanoFlow-io/engram) (119 ⭐, TypeScript) delivers hybrid SQLite+FTS5/LanceDB memory for OpenClaw agents; [jianshuo/ccglass](https://github.com/jianshuo/ccglass) (269 ⭐) takes the observability angle — a local proxy plus web dashboard to inspect exactly what an agent sends to the model. Trending [MemPalace/mempalace](https://github.com/MemPalace/mempalace) (52k ⭐) adds benchmarking context the memory space has lacked. Three independent teams hitting adjacent gaps in the same week is a pattern, not a coincidence.
22 +
23 +**BYOK shims and open agent-service standards emerge.** [0xSero/codex-shim](https://github.com/0xSero/codex-shim) (504 ⭐) is the week's most pragmatic delivery: a local Responses-API shim letting Codex Desktop route to Factory BYOK models or GPT-5.5 passthrough. At the standard-setting end, [workos/auth.md](https://github.com/workos/auth.md) (94 ⭐) proposes an open protocol for agent service registration discoverable via a Markdown file at a domain root. Both answer the same market pressure: developers want model substitutability and open discovery, not locked-in platform stacks.
24 +
25 +**Coordinated star farming peaks.** A tight cluster of repos — Nintendo Switch emulator kits, FL Studio unlock tools, Forza Horizon mod packs, Minecraft hack clients, Delta Executor Roblox hubs, HWID spoofers — arrived at 421–429 stars apiece, zero forks, all created within minutes on 2026-05-22. Claude-branded repos (Claude-Design-Studio, Mythos-Claude-Skill-Forge, claude-zeroclaw-agentics) ran the same playbook. Dozens of polymarket trading bots used keyword-repetition descriptions as a separate star-inflation vector. This is editorial noise, but it is also an ecosystem health signal: GitHub's discovery layer is under active, organized manipulation.
26 +
27 +## Where Industry Meets Code
28 +
29 +TechCrunch's six articles for the week covered SolarSquare's $60M round, spyware defense guidance for phone users, a nuclear startup SPAC, a Berlin search-marketing startup, Blue Origin's New Glenn clearance, and — most relevant — a reported piece on how founders and VCs use inflated ARR metrics to manufacture AI startup credibility. That last article is the clearest press-developer convergence of the week: TechCrunch is naming metric inflation in AI venture narratives at exactly the moment GitHub's new_repos feed is experiencing its own form of metric inflation through coordinated star farming. Neither story is aware of the other, but they describe the same underlying dynamic — manufactured signals crowding out honest ones.
30 +
31 +The press ignored several of the week's most significant developer movements. The emergence of [perplexityai/bumblebee](https://github.com/perplexityai/bumblebee) as a supply-chain scanner got no coverage, even though software supply-chain risk has been a recurring TechCrunch topic since the 2020 SolarWinds episode. The agent skills economy — [open-gsd/get-shit-done-redux](https://github.com/open-gsd/get-shit-done-redux), [aref-vc/tufte-claude-skill](https://github.com/aref-vc/tufte-claude-skill), [workos/auth.md](https://github.com/workos/auth.md) — received no press attention despite representing a structural shift in how agent behavior is distributed and extended. The TechCrunch spyware-defense article aligns categorically with the week's security theme, but the press angle (consumer phone settings) and the developer angle (developer-workstation supply-chain scanning) point in entirely different directions and at entirely different audiences.
32 +
33 +## Signal & Noise
34 +
35 +The durable signal this week is concentrated and coherent across four categories: defensive security tooling ([perplexityai/bumblebee](https://github.com/perplexityai/bumblebee), [apple/corecrypto](https://github.com/apple/corecrypto)), agent skills as distribution mechanism ([open-gsd/get-shit-done-redux](https://github.com/open-gsd/get-shit-done-redux), [aref-vc/tufte-claude-skill](https://github.com/aref-vc/tufte-claude-skill), [kingbootoshi/directional-prompting](https://github.com/kingbootoshi/directional-prompting)), memory and observability as infrastructure ([akitaonrails/ai-memory](https://github.com/akitaonrails/ai-memory), [NanoFlow-io/engram](https://github.com/NanoFlow-io/engram), [jianshuo/ccglass](https://github.com/jianshuo/ccglass)), and model routing/standards ([0xSero/codex-shim](https://github.com/0xSero/codex-shim), [workos/auth.md](https://github.com/workos/auth.md)). Each cluster has the hallmarks of real ecosystem movement: multiple independent teams, specific problem statements, non-zero fork activity. MoonshotAI's entry with [MoonshotAI/kimi-code](https://github.com/MoonshotAI/kimi-code) (343 ⭐) also registers as a geopolitical signal — a Chinese AI lab making a direct public bid for the coding-agent space is worth tracking regardless of the repo's current depth.
36 +
37 +The noise this week is not background hum — it is an active manipulation campaign. The 421–429 star cluster is unambiguous coordination: identical star counts, zero forks, creation timestamps within minutes of each other, heterogeneous content (emulators, unlockers, hack clients) mixed with Claude-branded repos using the same technique. Polymarket trading bots with copy-paste, keyword-stuffed descriptions represent a separate spam vector. Stars_gained data remained absent for trending repos, so the trending list continues to function as a popularity catalog rather than a momentum leaderboard — the caveat from W21 persists. The temptation to read the `claude-code: 19` topic count in signals as agent-ecosystem momentum should be resisted: a significant share of that count comes from the spam cluster using Claude branding, not from genuine tooling.
38 +
39 +## Blind Spots
40 +
41 +The most consequential gap is agent execution security. [nkzw-tech/cloudsail](https://github.com/nkzw-tech/cloudsail) (90 ⭐) is the week's sole attempt at self-hosted agent sandboxing on Cloudflare, but it is isolated and under-resourced relative to the problem. As coding agents are routinely granted shell access, filesystem permissions, and API credentials, the blast radius of an agent error or compromise is expanding rapidly. There is no emergent category of runtime permission scoping, agent isolation, or behavioral boundary enforcement in this week's data — and no press narrative drawing attention to the gap. [scheidydude/codeindex](https://github.com/scheidydude/codeindex) (158 ⭐) hints at blast-radius analysis for AI-assisted development but is an analysis tool, not a runtime control.
42 +
43 +The second gap is agent behavior testing. There is no shortage of tools to help agents write code, route to models, or persist memory. There is almost nothing in this week's crawl for verifying that agent actions are correct, bounded, and reproducible under varying inputs. Until agent behavior testing becomes a first-class category, production reliability claims for agent-built systems will remain assertions rather than verifiable properties.
44 +
45 +## The Week Ahead
46 +
47 +The skills and memory infrastructure trends are in active acceleration and unlikely to peak next week. Watch for domain-specific skill packages proliferating on the model of [aref-vc/tufte-claude-skill](https://github.com/aref-vc/tufte-claude-skill), and for early integrations between the memory layer ([NanoFlow-io/engram](https://github.com/NanoFlow-io/engram), [MemPalace/mempalace](https://github.com/MemPalace/mempalace)) and the observability layer ([jianshuo/ccglass](https://github.com/jianshuo/ccglass)). The coordinated star-farming surge either subsides as GitHub responds or intensifies and forces a pipeline filtering upgrade — next week's data will be diagnostic. The BYOK routing and agent-protocol work initiated by [0xSero/codex-shim](https://github.com/0xSero/codex-shim) and [workos/auth.md](https://github.com/workos/auth.md) will attract fast-follower implementations if either gains traction in practitioner communities over the coming days.
48 +
49 +## Key References
50 +
51 +### Notable Projects
52 +
53 +- [perplexityai/bumblebee](https://github.com/perplexityai/bumblebee) — Read-only Go scanner for supply-chain compromise exposure in developer-tool metadata; the week's strongest new defensive-security release from a credible author.
54 +- [open-gsd/get-shit-done-redux](https://github.com/open-gsd/get-shit-done-redux) — Meta-prompting and spec-driven development methodology for long-running coding agents; the highest-starred new entry in the emerging skills-ecosystem layer.
55 +- [0xSero/codex-shim](https://github.com/0xSero/codex-shim) — Local Responses-API shim making Codex Desktop model-agnostic via Factory BYOK; the most pragmatic model-routing release of the week.
56 +- [jianshuo/ccglass](https://github.com/jianshuo/ccglass) — Local proxy and web dashboard for inspecting what coding agents send to models; fills a real observability gap in the agent development workflow.
57 +- [akitaonrails/ai-memory](https://github.com/akitaonrails/ai-memory) — Rust-based long-term memory for agent coding CLIs with cross-vendor handoff; directly addresses the context-persistence problem.
58 +- [NanoFlow-io/engram](https://github.com/NanoFlow-io/engram) — Hybrid SQLite+FTS5/LanceDB memory plugin for OpenClaw agents; production-grade memory architecture rather than a proof-of-concept.
59 +- [workos/auth.md](https://github.com/workos/auth.md) — Open protocol for agent service registration via a discoverable Markdown file; early-stage but potentially significant standard for agent-service interaction.
60 +- [nkzw-tech/cloudsail](https://github.com/nkzw-tech/cloudsail) — Self-hosted Cloudflare-based sandboxes for coding agents; the week's best attempt at the agent execution-boundary problem.
61 +- [aref-vc/tufte-claude-skill](https://github.com/aref-vc/tufte-claude-skill) — Claude Code skill distilling Tufte's data-visualization principles into chart generation; the clearest model of what domain-specific agent skills can look like.
62 +- [apple/corecrypto](https://github.com/apple/corecrypto) — Apple's open-sourced cryptographic library; a platform-vendor transparency signal that landed in the same week as the supply-chain scanning theme.
63 +
64 +### Press & Industry
65 +
66 +- [How VCs and founders use inflated 'ARR' to crown AI startups](https://techcrunch.com/2026/05/22/how-vcs-and-founders-use-inflated-arr-to-kingmake-ai-startups/) — TechCrunch reporting on manufactured AI metrics; relevant counterpart to the coordinated star-farming pattern observed in GitHub new_repos this week.
67 +- [These special phone and app features can help protect you from spyware](https://techcrunch.com/2026/05/23/you-dont-have-to-click-anything-to-get-hacked-anymore-heres-how-to-fight-back/) — TechCrunch security coverage aimed at consumers; categorically adjacent to the developer-facing supply-chain scanning work of perplexityai/bumblebee but pointing at a different audience and problem space.
68 +- [SolarSquare in talks to raise up to $60M as India's rooftop solar market draws major VC interest](https://techcrunch.com/2026/05/23/solarsquare-in-talks-to-raise-up-to-60m-as-indias-rooftop-solar-market-draws-major-vc-interest/) — Climate/Startups funding news; no material developer-activity correlation in this week's crawl.
data/metrics/copilot-transcript.md new
+1363
@@ -0,0 +1,1363 @@
1 +# 🤖 Copilot CLI Session
2 +
3 +> [!NOTE]
4 +> - **Session ID:** `f61b4b4c-5216-4ab0-92b4-656a505bf942`
5 +> - **Started:** 5/25/2026, 11:56:25 AM
6 +> - **Duration:** 9m 38s
7 +> - **Exported:** 5/25/2026, 12:06:03 PM
8 +
9 +---
10 +
11 +<sub>⏱️ 2s</sub>
12 +
13 +### 👤 User
14 +
15 +Farnsworth, read the file at /tmp/tmp.OiuhdMgNyd — it contains the weekly data and analysis instructions. Follow them exactly and write the analysis to data/analyzed/2026-W22-summary.md.
16 +
17 +---
18 +
19 +<sub>⏱️ 11s</sub>
20 +
21 +### ✅ `bash`
22 +
23 +**Read the weekly data and analysis instructions file**
24 +
25 +$ cat /tmp/tmp.OiuhdMgNyd
26 +
27 +<details>
28 +<summary>17 lines</summary>
29 +
30 +````
31 +Output too large to read at once (350.8 KB). Saved to: /tmp/copilot-tool-output-1779710196750-q1km7v.txt
32 +Consider using tools like grep (for searching), head/tail (for viewing start/end), view with view_range (for specific sections), or jq (for JSON) to examine portions of the output.
33 +
34 +Preview (first 500 chars):
35 +# Weekly Analysis Prompt Template
36 +
37 +You are Farnsworth, the analyst for SquadScope.
38 +
39 +Your job is to turn one weekly crawler artifact into a structured editorial summary for publication.
40 +
41 +## Inputs
42 +
43 +- Current datetime: `2026-05-25T11:56:08Z`
44 +- Raw weekly JSON path: `data/raw/2026-W22.json`
45 +- Output path: `data/analyzed/2026-W22-summary.md`
46 +- Previous summary path: `/home/runner/work/SquadScope/SquadScope/data/analyzed/2026-W21-summary.md`
47 +
48 +### Raw weekly JSON
49 +
50 +```json
51 +{
52 + "week": "2026-W22",
53 + "cr
54 +<exited with exit code 0>
55 +````
56 +
57 +</details>
58 +
59 +
60 +---
61 +
62 +<sub>⏱️ 14s</sub>
63 +
64 +### ✅ `bash`
65 +
66 +**Read full instructions file**
67 +
68 +$ cat /tmp/copilot-tool-output-1779710196750-q1km7v.txt
69 +
70 +<details>
71 +<summary>17 lines</summary>
72 +
73 +````
74 +Output too large to read at once (350.9 KB). Saved to: /tmp/copilot-tool-output-1779710199937-dooqys.txt
75 +Consider using tools like grep (for searching), head/tail (for viewing start/end), view with view_range (for specific sections), or jq (for JSON) to examine portions of the output.
76 +
77 +Preview (first 500 chars):
78 +# Weekly Analysis Prompt Template
79 +
80 +You are Farnsworth, the analyst for SquadScope.
81 +
82 +Your job is to turn one weekly crawler artifact into a structured editorial summary for publication.
83 +
84 +## Inputs
85 +
86 +- Current datetime: `2026-05-25T11:56:08Z`
87 +- Raw weekly JSON path: `data/raw/2026-W22.json`
88 +- Output path: `data/analyzed/2026-W22-summary.md`
89 +- Previous summary path: `/home/runner/work/SquadScope/SquadScope/data/analyzed/2026-W21-summary.md`
90 +
91 +### Raw weekly JSON
92 +
93 +```json
94 +{
95 + "week": "2026-W22",
96 + "cr
97 +<exited with exit code 0>
98 +````
99 +
100 +</details>
101 +
102 +
103 +---
104 +
105 +<sub>⏱️ 19s</sub>
106 +
107 +### ✅ `bash`
108 +
109 +**Check file length and read the header/instructions section**
110 +
111 +$ wc -l /tmp/tmp.OiuhdMgNyd && head -200 /tmp/tmp.OiuhdMgNyd
112 +
113 +<details>
114 +<summary>196 lines</summary>
115 +
116 +````
117 +10820 /tmp/tmp.OiuhdMgNyd
118 +# Weekly Analysis Prompt Template
119 +
120 +You are Farnsworth, the analyst for SquadScope.
121 +
122 +Your job is to turn one weekly crawler artifact into a structured editorial summary for publication.
123 +
124 +## Inputs
125 +
126 +- Current datetime: `2026-05-25T11:56:08Z`
127 +- Raw weekly JSON path: `data/raw/2026-W22.json`
128 +- Output path: `data/analyzed/2026-W22-summary.md`
129 +- Previous summary path: `/home/runner/work/SquadScope/SquadScope/data/analyzed/2026-W21-summary.md`
130 +
131 +### Raw weekly JSON
132 +
133 +```json
134 +{
135 + "week": "2026-W22",
136 + "crawled_at": "2026-05-25T11:55:46Z",
137 + "new_repos": [
138 + {
139 + "name": "bumblebee",
140 + "owner": "perplexityai",
141 + "full_name": "perplexityai/bumblebee",
142 + "description": "Read-only developer endpoint scanner for on-disk package, extension, and developer-tool metadata, built to check exposure to known software supply-chain compromises.",
143 + "language": "Go",
144 + "stars": 2328,
145 + "forks": 181,
146 + "created_at": "2026-05-20T18:11:37Z",
147 + "topics": [
148 + "golang",
149 + "package-inventory",
150 + "supply-chain-security"
151 + ],
152 + "license": "Apache-2.0",
153 + "url": "https://github.com/perplexityai/bumblebee"
154 + },
155 + {
156 + "name": "get-shit-done-redux",
157 + "owner": "open-gsd",
158 + "full_name": "open-gsd/get-shit-done-redux",
159 + "description": "Getting Shit Done, the Aftermath",
160 + "language": "JavaScript",
161 + "stars": 678,
162 + "forks": 48,
163 + "created_at": "2026-05-22T11:36:21Z",
164 + "topics": [
165 + "claude-code",
166 + "context-engineering",
167 + "meta-prompting",
168 + "spec-driven-development"
169 + ],
170 + "license": "MIT",
171 + "url": "https://github.com/open-gsd/get-shit-done-redux"
172 + },
173 + {
174 + "name": "phosphene",
175 + "owner": "kageroumado",
176 + "full_name": "kageroumado/phosphene",
177 + "description": "A video wallpaper engine for macOS Tahoe",
178 + "language": "Swift",
179 + "stars": 663,
180 + "forks": 17,
181 + "created_at": "2026-05-20T23:33:59Z",
182 + "topics": [
183 + "animated-wallpaper",
184 + "desktop-wallpaper",
185 + "macos",
186 + "macos-wallpaper"
187 + ],
188 + "license": "MIT",
189 + "url": "https://github.com/kageroumado/phosphene"
190 + },
191 + {
192 + "name": "codex-shim",
193 + "owner": "0xSero",
194 + "full_name": "0xSero/codex-shim",
195 + "description": "Local Responses-API shim that exposes Factory BYOK models (and optional ChatGPT GPT-5.5 passthrough) to Codex Desktop.",
196 + "language": "Python",
197 + "stars": 504,
198 + "forks": 41,
199 + "created_at": "2026-05-22T07:38:07Z",
200 + "topics": [],
201 + "license": "MIT",
202 + "url": "https://github.com/0xSero/codex-shim"
203 + },
204 + {
205 + "name": "wechatpay",
206 + "owner": "run-liyi",
207 + "full_name": "run-liyi/wechatpay",
208 + "description": "微信账单分析工具 - 基于Electron的可视化账单分析应用",
209 + "language": "JavaScript",
210 + "stars": 448,
211 + "forks": 37,
212 + "created_at": "2026-05-21T06:40:00Z",
213 + "topics": [],
214 + "license": null,
215 + "url": "https://github.com/run-liyi/wechatpay"
216 + },
217 + {
218 + "name": "FL-Studio-2026-Producer-Edition-Unlock",
219 + "owner": "Jawaz-Keyzor",
220 + "full_name": "Jawaz-Keyzor/FL-Studio-2026-Producer-Edition-Unlock",
221 + "description": "Full feature activation for FL Studio 2026 Producer Edition. Enables all plugins, VST support, audio export without restrictions, and lifetime updates. Educational tool for studying DAW architecture.",
222 + "language": null,
223 + "stars": 429,
224 + "forks": 371,
225 + "created_at": "2026-05-21T21:37:42Z",
226 + "topics": [
227 + "educational-resource",
228 + "export-wav-mp3",
229 + "fl-studio-2026",
230 + "flp-project",
231 + "sic-tools",
232 + "vst-plugins"
233 + ],
234 + "license": "MIT",
235 + "url": "https://github.com/Jawaz-Keyzor/FL-Studio-2026-Producer-Edition-Unlock"
236 + },
237 + {
238 + "name": "Tomodachi-Island-Life-Remastered",
239 + "owner": "jskblue",
240 + "full_name": "jskblue/Tomodachi-Island-Life-Remastered",
241 + "description": "New Tomodachi Life 2026 PC Edition 🏝️ Life Sim & Mii Creator for Windows 🎮",
242 + "language": null,
243 + "stars": 424,
244 + "forks": 0,
245 + "created_at": "2026-05-22T10:23:31Z",
246 + "topics": [
247 + "island-life",
248 + "life-simulation",
249 + "living-the-dream",
250 + "mii",
251 + "mii-game",
252 + "mii-sharing",
253 + "nes-emulator",
254 + "nintendo-switch",
255 + "nintendo-switch-emulator",
256 + "nintendo-switch-pc",
257 + "nintendo-tomodachi-life",
258 + "nintendoswitch",
259 + "tomodachi-life",
260 + "tomodachi-life-2026",
261 + "tomodachi-life-desktop",
262 + "tomodachi-life-living-the-dream",
263 + "tomodachi-life-pc",
264 + "tomodachi-life-windows",
265 + "tomodachi-living-the-dream",
266 + "tomodachi-pc"
267 + ],
268 + "license": null,
269 + "url": "https://github.com/jskblue/Tomodachi-Island-Life-Remastered"
270 + },
271 + {
272 + "name": "Spoof-Matrix-Hardware",
273 + "owner": "NicoleK-M",
274 + "full_name": "NicoleK-M/Spoof-Matrix-Hardware",
275 + "description": "Ultimate Hardware Spoofing Suite 2026 🔧 Bypass Detection, Mask Device ID, Change MAC",
276 + "language": null,
277 + "stars": 423,
278 + "forks": 0,
279 + "created_at": "2026-05-22T10:23:54Z",
280 + "topics": [
281 + "device-shadow-mode",
282 + "game-spoofing",
283 + "hardware",
284 + "hardware-id-change",
285 + "hardware-spoof-suite",
286 + "identity-shift",
287 + "mac-address-changer",
288 + "mac-spoofing",
289 + "machine-spoof-core",
290 + "mime-spoofing",
291 + "packet-spoofing",
292 + "spoof-detected",
293 + "spoof-extension",
294 + "spoofcall",
295 + "spoofed",
296 + "spoofer-hwid-premium",
297 + "spoofing",
298 + "spoofing-detection",
299 + "system-anonymizer",
300 + "voice-spoofing"
301 + ],
302 + "license": null,
303 + "url": "https://github.com/NicoleK-M/Spoof-Matrix-Hardware"
304 + },
305 + {
306 + "name": "Claude-Design-Studio",
307 + "owner": "larajuniorlara",
308 + "full_name": "larajuniorlara/Claude-Design-Studio",
309 + "description": "🚀 Claude Design AI 2026: Ultimate UI/UX Generator & Plugin Suite – Free Download",
310 + "language": null,
311 + "stars": 422,
312 + "forks": 0,
313 + "created_at": "2026-05-22T10:19:50Z",
314 + "topics": [
315 + "claude-ai",
316 + "claude-code",
317 + "claude-code-cli",
318 +<exited with exit code 0>
319 +````
320 +
321 +</details>
322 +
323 +
324 +---
325 +
326 +<sub>⏱️ 24s</sub>
327 +
328 +### ✅ `bash`
329 +
330 +**Read the instructions/output format section at the end of the file**
331 +
332 +$ tail -300 /tmp/tmp.OiuhdMgNyd
333 +
334 +<details>
335 +<summary>292 lines</summary>
336 +
337 +```
338 +- laurent22/joplin — match: category, confidence: 0.4, hype_risk: low
339 +- koala73/worldmonitor — match: category, confidence: 0.4, hype_risk: low
340 +- WerWolv/ImHex — match: category, confidence: 0.4, hype_risk: low
341 +- MemPalace/mempalace — match: category, confidence: 0.4, hype_risk: low
342 +
343 +### Instructions
344 +For each trending repo, note if press coverage preceded the star surge.
345 +Label repos as:
346 +- '📰 Press-correlated' — stars gained after/during press coverage
347 +- '🌱 Organic growth' — stars gained without press coverage
348 +- '⚠️ Hype risk: {level}' — when hype_risk is medium or high
349 +
350 +Include a "Press vs Reality" subsection in your analysis highlighting:
351 +1. Press-hyped repos that are losing steam (high hype_risk)
352 +2. Organic gems without any press coverage
353 +3. Disconnects between press narrative and actual GitHub activity
354 +
355 +
356 +### Divergence Analysis
357 +
358 +#### 🔍 Tech Trends Without Dev Activity
359 +Topics heavily covered by TechCrunch with no matching GitHub repos:
360 +
361 +- **Climate**: [SolarSquare in talks to raise up to $60M as India’s rooftop solar market draws major VC interest](https://techcrunch.com/2026/05/23/solarsquare-in-talks-to-raise-up-to-60m-as-indias-rooftop-solar-market-draws-major-vc-interest/)
362 +
363 +#### 🚀 Dev Activity Without Press Coverage
364 +GitHub repos/trends with no matching TechCrunch coverage:
365 +
366 +- **bot**: SKL2910/limitless-trading-bot (⭐136), thesammy26/polymarket-arbitrage-bot (⭐135), flaviodesa/polymarket-copy-trading-bot (⭐135)
367 +- **cli**: jazzband/web3-devkit-cli (⭐223), ohmyzsh/ohmyzsh (⭐187226), yt-dlp/yt-dlp (⭐165475)
368 +- **polymarket trading polymarket**: Signal-Market-Engine/polymarket-trading-bot (⭐79), Alpha-Vector-Core/polymarket-trading-bot (⭐79), Alpha-Vector-Core/polymarket-arbitrage-trading-bot (⭐79)
369 +- **arbitrage-bot**: ShinyaTomitsuka/arbitrage-trading-bot (⭐286), mila89/polymarket-trading-bot (⭐277), judithsulfan/trading-bot (⭐266)
370 +- **awesome**: vinta/awesome-python (⭐299477), awesome-selfhosted/awesome-selfhosted (⭐295094), avelino/awesome-go (⭐173596)
371 +- **api**: neovim/neovim (⭐99848), fastapi/fastapi (⭐98500), hoppscotch/hoppscotch (⭐79286)
372 +- **ai-agents**: NanoFlow-io/engram (⭐119), affaan-m/ECC (⭐191484), browser-use/browser-use (⭐95406)
373 +- **compiler**: rust-lang/rust (⭐113082), FuelLabs/sway (⭐61681), typst/typst (⭐53739)
374 +- **framework**: laravel/laravel (⭐84331), spring-projects/spring-boot (⭐80717), nestjs/nest (⭐75591)
375 +- **claude-code**: open-gsd/get-shit-done-redux (⭐678), hypnguyen1209/offensive-claude (⭐231), gsd-build/get-shit-done (⭐63698)
376 +- **agent**: VILA-Lab/FigMirror (⭐257), OpenHands/OpenHands (⭐74790), unslothai/unsloth (⭐65094)
377 +- **algorithm**: TheAlgorithms/Python (⭐221379), trekhleb/javascript-algorithms (⭐196007), TheAlgorithms/Java (⭐65703)
378 +- **agent-skills**: anthropics/skills (⭐140452), ComposioHQ/awesome-claude-skills (⭐61691), nexu-io/open-design (⭐51653)
379 +- **javascript**: nodejs/node (⭐117374), microsoft/TypeScript (⭐108946), socketio/socket.io (⭐63099)
380 +- **agentic-ai**: ruvnet/RuView (⭐65622), ruvnet/ruflo (⭐54891), FlowiseAI/Flowise (⭐53056)
381 +- **crimson-desert-lsfg**: uktrash/LSFG-Desktop (⭐343), resonancegnatassess/Lossless-Scaling (⭐228)
382 +- **1-12-2-mod**: Satomoit/LCE-Emerald-Launcher (⭐261), lce-emerald-launcher/LCE-Emerald-Launcher (⭐187)
383 +- **3d**: physx-omni/PhysX-Omni (⭐119), mrdoob/three.js (⭐112648)
384 +- **astro**: davidichalfyorov-wq/openxiv (⭐56), unionlabs/union (⭐74035)
385 +- **audio**: huggingface/transformers (⭐160943), FFmpeg/FFmpeg (⭐60471)
386 +- **agents**: langflow-ai/langflow (⭐148734), Shubhamsaboo/awesome-llm-apps (⭐111694)
387 +- **blog**: vercel/next.js (⭐139589), gatsbyjs/gatsby (⭐55943)
388 +- **go**: golang/go (⭐134051), syncthing/syncthing (⭐84456)
389 +- **cncf**: kubernetes/kubernetes (⭐122453), etcd-io/etcd (⭐51735)
390 +- **hacktoberfest**: axios/axios (⭐109071), pmndrs/zustand (⭐58116)
391 +- **automation**: puppeteer/puppeteer (⭐94365), microsoft/playwright (⭐89371)
392 +- **docker**: louislam/uptime-kuma (⭐87208), Stirling-Tools/Stirling-PDF (⭐79438)
393 +- **amd**: vllm-project/vllm (⭐80941), webpack/webpack (⭐65770)
394 +- **bash**: junegunn/fzf (⭐80517), warpdotdev/warp (⭐59891)
395 +- **ai4science**: PaddlePaddle/PaddleOCR (⭐78486), opendatalab/MinerU (⭐64825)
396 +- **alerting**: grafana/grafana (⭐73982), prometheus/prometheus (⭐64167)
397 +- **c**: obsproject/obs-studio (⭐72680), git/git (⭐61138)
398 +- **angular**: ionic-team/ionic-framework (⭐52512), prettier/prettier (⭐51894)
399 +- **golang**: perplexityai/bumblebee (⭐2328)
400 +- **animated-wallpaper**: kageroumado/phosphene (⭐663)
401 +- **Local Responses-API shim**: 0xSero/codex-shim (⭐504)
402 +- **微信账单分析工具 基于Electron的可视化账单分析应用**: run-liyi/wechatpay (⭐448)
403 +- **educational-resource**: Jawaz-Keyzor/FL-Studio-2026-Producer-Edition-Unlock (⭐429)
404 +- **island-life**: jskblue/Tomodachi-Island-Life-Remastered (⭐424)
405 +- **claude-ai**: larajuniorlara/Claude-Design-Studio (⭐422)
406 +- **claude**: rayhayqal/Mythos-Claude-Skill-Forge (⭐422)
407 +- **forza**: rafa450367/forza-horizon-6-community-edition (⭐422)
408 +- **booster**: Lablez/Ping-Slayer-Network-Optimizer (⭐422)
409 +- **fh6-mod**: pheejm/forza-horizon-6-ultimate-mod-pack (⭐422)
410 +- **awesome-claude-code**: muhammadqasimkalhoro94-blip/claude-zeroclaw-agentics (⭐421)
411 +- **download-yuzu**: pierremichaeljensen/Yuzu-Switch-Emulation-Kit (⭐421)
412 +- **microsoft-office**: bollahouse/office-2024-pro-integration-suite (⭐421)
413 +- **delta-executor-pc-edition**: sofian160616/Delta-Inject-Workstation (⭐421)
414 +- **minecraft**: ochoaochoa330-design/Aegis-V4-Client-2026 (⭐421)
415 +- **mod**: teendriller0/AllMods-Subnautica-2 (⭐421)
416 +- **3d-cad-software**: danyy-svg/AutoCAD-Suite-Builder (⭐421)
417 +- **discord-boost**: hahavelhojoguinho/guild-advancement-automator (⭐421)
418 +- **anti-detect**: SalhaNabil/CloakBrowser (⭐393)
419 +- **early-access-subnautica-2**: littlefrogyq/UE4SS-Subnautica-2 (⭐388)
420 +- **casino-bonus-2026**: bonus-2026/casino-bonus (⭐357)
421 +- **Starting Point Next-Gen**: MoonshotAI/kimi-code (⭐343)
422 +- **cs2-tool-2026**: Jawaz-Keyzor/CS2-External-Cheat-2026 (⭐338)
423 +- **aida64**: CylinderChairman/aida64 (⭐317)
424 +- **adaptive-triggers-pc**: aayan555/DS4Windows (⭐312)
425 +- **antigravity-ai**: testerlingcodo/gemini-antigravity-cli (⭐312)
426 +- **cheat-engine-2026**: CEOHarvey242/cheat-engine-7.5 (⭐301)
427 +- **activator**: ZettPW/KMSTools (⭐300)
428 +- **paralives**: Qwilxy/paralives-release (⭐298)
429 +- **bitlocker**: Mclisterjoeh2o/yellowkey-bitlocker (⭐279)
430 +- **life-sim**: RayceAnderson/tomodachi-pc (⭐277)
431 +- **一个基于 的浏览器插件，用于辅助 ChatGPT**: suyancc/openai-plus-vxt (⭐269)
432 +- **what your coding**: jianshuo/ccglass (⭐269)
433 +- **Single file optical**: unprovable/ShadowCat (⭐254)
434 +- **ai-chat**: Jawaz-Keyzor/DarkGPT (⭐250)
435 +- **Framedex queryable knowledge**: Simbastack-hq/framedex (⭐244)
436 +- **agent workspace DeepSeek**: XingYu-Zhong/DeepSeek-GUI (⭐242)
437 +- **自动化完成 ChatGPT 账号注册、GoPay/PayPal**: hanyi0000/chatgpt-plus-automation-toolkit (⭐239)
438 +- **arp-spoofing**: Biplobsarker/Umbrella-HWID (⭐236)
439 +- **polymarket-arbitrae-trading-bot**: PredictiveFlow-Labs/polymarket-arbitrage-bot (⭐232)
440 +- **Open-source comic reader**: yui540/comimi (⭐228)
441 +- **byovd**: redteamfortress/PhantomKiller (⭐216)
442 +- **Koyeb Cloudflare Argo**: zzzhhh1/mg-Koyeb (⭐207)
443 +- **cheato**: LUPUL64348/NTE-cheat (⭐202)
444 +- **Markov regime detection**: jackson-video-resources/markov-hedge-fund-method (⭐200)
445 +- **polymarket-copy-trading-bot**: Polymarket-Trading-kit/crypto-trading-bot (⭐197)
446 +- **OpenAI-compatible Chat proxy**: zqbxdev/webchat2api (⭐196)
447 +- **crypto-trading-bot**: Polymarket-Trading-kit/sports-trading-bot (⭐195)
448 +- **Interactive live visualizer**: modaic-ai/gepa-viz (⭐194)
449 +- **epic-games-launcher**: heroicgameslauncher/HeroicGamesLauncher (⭐186)
450 +- **dev-mode**: XboxMode/Windows-Xbox-Mode (⭐185)
451 +- **audio-equalizer**: Boob025/peace-equalizer-APO (⭐179)
452 +- **Obsidian note operations**: SIXIANGGUO/cc-note-ops (⭐178)
453 +- **distributed**: tonbo-io/ursula (⭐175)
454 +- **ai-agent**: Eynzof/hermes-agent-cn-desktop (⭐175)
455 +- **cslol**: AresLeVrai/celestial-launcher-releases (⭐175)
456 +- **Claude Code skill**: aref-vc/tufte-claude-skill (⭐161)
457 +- **jailbreak Y2JB. Ports**: matem6/P2JB-Y2JB-Porting (⭐159)
458 +- **Repo dependency analyzer**: scheidydude/codeindex (⭐158)
459 +- **context-engineering**: open-gsd/gsd-pi (⭐158)
460 +- **美股港股全栈数据工具包 Skill) 7层架构**: simonlin1212/global-stock-data (⭐154)
461 +- **打得过Zen**: Margele/OpenZen (⭐148)
462 +- **Kings owns site**: Frank-Masciopinto/no-kings (⭐146)
463 +- **enterprise workspace model**: DEEIX-AI/DEEIX-Chat (⭐145)
464 +- **bubblemap**: MariCarmen1971/solana-pumpfun-raydium-bundler (⭐135)
465 +- **aster**: amet2901/asterdex-trading-bot (⭐135)
466 +- **boris-prompts**: LingyiChen-AI/boris-prompts (⭐134)
467 +- **Documentation reverse engineering**: elyelysiox/recaptcha (⭐132)
468 +- **Code "L2P: Unlocking**: TencentYoutuResearch/T2I-L2P (⭐130)
469 +- **that modifies vanilla**: OpenYSMDev/OpenYSM (⭐127)
470 +- **Claude Code subagent**: chefkannofriend-source/lcb-baker-agent (⭐123)
471 +- **3x-ui**: internetkafe/vpnhostinglist (⭐123)
472 +- **ICT/SMC trading-knowledge skill**: MobiusQuant/OpenMobius-skill (⭐118)
473 +- **display-capture**: Jawaz-Keyzor/Valorant-External-Assistant-2026 (⭐114)
474 +- **开源image2调用图像生成/编辑桌面客户端 流式保活,兼容 Cloudflare**: RoseKhlifa/Image-Studio (⭐109)
475 +- **Chrome extension orchestrating**: afumu/openteam (⭐107)
476 +- **3d-printing**: POWER-PILL/ASCII-Aquarium (⭐98)
477 +- **MLLM-based agentic system**: YxuanAr/Code-as-Room (⭐98)
478 +- **CAPTCHA solver: CloakBrowser**: clawdbrunner/captcha-solver (⭐98)
479 +- **marketing**: zclllyybb/lofisu-identity-engine (⭐97)
480 +- **ChatGPT 会话管理与 CPA/sub2api/Cockpit**: maowuzz/chatgpt-session-forge (⭐97)
481 +- **Outcome-first plus directional**: kingbootoshi/directional-prompting (⭐96)
482 +- **open protocol that**: workos/auth.md (⭐94)
483 +- **beacon**: nettitude/CLR-Stomp (⭐93)
484 +- **diffusion-decoder**: nv-tlabs/PiD (⭐93)
485 +- **Self-hosted instant sandboxes**: nkzw-tech/cloudsail (⭐90)
486 +- **OSCAR: Offline Spectral**: FutureMLS-Lab/OSCAR (⭐90)
487 +- **5min**: hotaku76/Polymarket-Automated-Trading-Bot (⭐89)
488 +- **Shir Khorshid MidONe**: mwhammadrezss/ShiroKhorshidScanner (⭐88)
489 +- **douyin**: joeseesun/qiaomu-userscripts (⭐87)
490 +- **lockbit**: Saddytech/lockbit-rescue (⭐85)
491 +- **awesome-prompt**: mrslimslim/awesome-prompt (⭐84)
492 +- **NetMap self-hosted tool**: xoriin/NetMap (⭐83)
493 +- **Create Remotion video**: leosssvip-dot/remotion-ad-video-skill (⭐82)
494 +- **api-client**: stainlu/stainful (⭐82)
495 +- **Official repo paper**: jjrCN/PanoWorld (⭐77)
496 +- **Lightweight Windows utility**: Arccalc/Dwmfix (⭐75)
497 +- **Click-to-refine smart inpaint**: shootthesound/ComfyUI-Angelo (⭐73)
498 +- **РАБОЧИЙ ДИСКОРД ЗАПРЕТ**: HaulerAwaken/Discord-Fix (⭐73)
499 +- **基于DQN的无人机GPS欺骗攻击检测系统 随机攻击、重放攻击、隐蔽攻击**: zhw040803-glitch/UAV-GPS-DQN-Detection (⭐73)
500 +- **Local SvelteKit rendering**: wesbos/syntax-supercut-studio (⭐73)
501 +- **software with extremely**: L-NEMU/TravelMinimal (⭐70)
502 +- **Finding Routes Kolkata**: Akash190104/kolkata-bus-route (⭐69)
503 +- **Rust port agent**: c4pt0r/pie (⭐67)
504 +- **Public deploy artifact**: ringhyacinth/hyacinth.im-site (⭐67)
505 +- **Modern rewrite Todo**: real-Elysia886/Todo-Tree-Next (⭐67)
506 +- **接待助手 Skill。商家在牛顿端的对话入口，负责招聘接待助手、查看工作日报、解读接待数据、培训知识库；调整接待范围 暂停接待统一跳转到管理页面。**: next-1688/1688-cowboy (⭐67)
507 +- **Encode text reversible**: Tenobrus/graphglyph (⭐64)
508 +- **Kiro Pro/Pro+ 批量订阅自动化工具，支持**: guowang23333/kiro-pro-batch (⭐64)
509 +- **Code extension that**: StuckInTheNet/ComplyKit (⭐63)
510 +- **Kiro Client Rust**: ZyphrZero/kiro.rs (⭐62)
511 +- **Tg-Watchbot：Telegram 双向对话 网页关键词推送**: GongyiChuren/tg-watchbot (⭐62)
512 +- **Mission Control-style tmux**: cesarferreira/tmux.expose (⭐61)
513 +- **AI-powered pixel-art JRPG:**: tensor2023/OpenPixel-RPG (⭐61)
514 +- **猪猪小手机，最新版哦！请大家看准这个链接下载，谢谢啦。很荣幸能得到大家的喜欢，希望大家前途似海。PiggyPhone, latest version!**: lw0129-jj/PiggyPhone.JJ-STAR (⭐60)
515 +- **macOS menu that**: aurorascharff/ClickLight (⭐60)
516 +- **Demonstration codebase building**: coleam00/helpline (⭐59)
517 +- **Yushio (夕潮) collaborator**: Lynnouo/yushio (⭐58)
518 +- **耿同学skill，学术论文打假检测 agent skill，致敬耿同学讲故事**: wooly99/geng-academic-fraud-detector (⭐58)
519 +- **Taskloom production-grade realtime**: Abirami-19/taskloom-kanban (⭐58)
520 +- **Indonesian financial logos**: hafidznoor/idn-finlogos (⭐57)
521 +- **Useful skills agents**: openclaw/agent-skills (⭐56)
522 +- **chrome-extension**: nevertoday/xposter (⭐55)
523 +- **小说创作桌面应用，集项目设定、角色关系、剧情大纲、章节写作与多模型 协作于一体**: uu201/character-arc (⭐55)
524 +- **熊，来领养人**: wondaggvcb-oss/lazy-bear-desktop (⭐54)
525 +- **Single-file agent goal**: kingbootoshi/goal-ledger (⭐53)
526 +- **Desktop agent with**: vixues/LeAgent (⭐53)
527 +- **在GitHub上申请免费的VPS**: 1061700625/github_vps (⭐52)
528 +- **open-source implementation Codex**: solrizon-ai/open-codex (⭐52)
529 +- **在确认任何 LUI/Claw 自然语言定时任务之前，检测重复任务、语义重叠、执行冲突和阻断性边界条件。当用户通过**: next-1688/scheduled-task-conflict-checker (⭐52)
530 +- **agent-development**: Cortex-AI-Network/crypto-arbitrage-bot-automated-trading (⭐51)
531 +- **architecture**: Devolutions/psign (⭐51)
532 +- **careers**: freeCodeCamp/freeCodeCamp (⭐445394)
533 +- **books**: EbookFoundation/free-programming-books (⭐388958)
534 +- **angular-roadmap**: nilbuild/developer-roadmap (⭐355411)
535 +- **Linux kernel source**: torvalds/linux (⭐234362)
536 +- **agentic skills framework**: obra/superpowers (⭐205629)
537 +- **deep-learning**: tensorflow/tensorflow (⭐195267)
538 +- **repo finally unlocked.**: ultraworkers/claw-code (⭐192458)
539 +- **editor**: microsoft/vscode (⭐185321)
540 +- **bootstrap**: twbs/bootstrap (⭐174268)
541 +- **git**: github/gitignore (⭐174084)
542 +- **deepseek**: ollama/ollama (⭐172245)
543 +- **open source coding**: anomalyco/opencode (⭐165003)
544 +- **advanced-paste**: microsoft/PowerToys (⭐133475)
545 +- **Claude Code agentic**: anthropics/claude-code (⭐126388)
546 +- **autogen**: microsoft/markitdown (⭐125043)
547 +- **canvas**: excalidraw/excalidraw (⭐123965)
548 +- **awesome-list**: ripienaar/free-for-dev (⭐122633)
549 +- **clash**: clash-verge-rev/clash-verge-rev (⭐120725)
550 +- **iptv**: iptv-org/iptv (⭐116498)
551 +- **base-ui**: shadcn-ui/ui (⭐115002)
552 +- **ggml**: ggml-org/llama.cpp (⭐112855)
553 +- **game-development**: godotengine/godot (⭐111131)
554 +- **deno**: denoland/deno (⭐106863)
555 +- **expose**: fatedier/frp (⭐106815)
556 +- **proxy**: 2dust/v2rayN (⭐106741)
557 +- **Skills Real Engineers.**: mattpocock/skills (⭐104380)
558 +- **cmd**: microsoft/terminal (⭐103308)
559 +- **Garry Tan's exact**: garrytan/gstack (⭐101948)
560 +- **backup-tool**: immich-app/immich (⭐101764)
561 +- **chinese**: Anduin2017/HowToCook (⭐100276)
562 +- **autograd**: pytorch/pytorch (⭐100170)
563 +- **design-system**: mui/material-ui (⭐98368)
564 +- **ant-design**: ant-design/ant-design (⭐98147)
565 +- **css**: tailwindlabs/tailwindcss (⭐95106)
566 +- **bun**: oven-sh/bun (⭐92507)
567 +- **科技爱好者周刊，每周五发布**: ruanyf/weekly (⭐91928)
568 +- **bitcoin**: bitcoin/bitcoin (⭐89186)
569 +- **diagrams**: mermaid-js/mermaid (⭐88263)
570 +- **blog-engine**: gohugoio/hugo (⭐88230)
571 +- **Model Context Protocol**: modelcontextprotocol/servers (⭐86196)
572 +- **data-science**: microsoft/ML-For-Beginners (⭐85963)
573 +- **packaging**: astral-sh/uv (⭐85459)
574 +- **Lightweight coding agent**: openai/codex (⭐85454)
575 +- **gpui**: zed-industries/zed (⭐83717)
576 +- **"The mother demo**: realworld-apps/realworld (⭐83475)
577 +- **build-tool**: vitejs/vite (⭐80815)
578 +- **ai-tools**: farion1231/cc-switch (⭐80263)
579 +- **browser-ide**: coder/code-server (⭐77703)
580 +- **elasticsearch**: elastic/elasticsearch (⭐76756)
581 +- **aaron-swartz**: awesomedata/awesome-public-datasets (⭐75619)
582 +- **cache**: redis/redis (⭐74526)
583 +- **analytics**: apache/superset (⭐72989)
584 +- **Python programming language**: python/cpython (⭐72878)
585 +- **Drop screenshot convert**: abi/screenshot-to-code (⭐72686)
586 +- **serial**: Eugeny/tabby (⭐71592)
587 +- **presentations**: hakimel/reveal.js (⭐71287)
588 +- **marshalling**: protocolbuffers/protobuf (⭐71265)
589 +- **SecLists security tester's**: danielmiessler/SecLists (⭐71137)
590 +- **ci**: nektos/act (⭐70477)
591 +- **Swift Programming Language**: swiftlang/swift (⭐70019)
592 +- **disassembler**: NationalSecurityAgency/ghidra (⭐68837)
593 +- **app**: toeverything/AFFiNE (⭐68727)
594 +- **ansible**: ansible/ansible (⭐68690)
595 +- **Everything required your**: base/node (⭐68554)
596 +- **open-source everyone uses**: paperclipai/paperclip (⭐67528)
597 +- **Crawl4AI: Open-source Friendly**: unclecode/crawl4ai (⭐66212)
598 +- **data-analysis**: scikit-learn/scikit-learn (⭐66182)
599 +- **Curated list design**: bradtraversy/design-resources-for-developers (⭐65758)
600 +- **documentation**: facebook/docusaurus (⭐64999)
601 +- **blocker**: gorhill/uBlock (⭐64968)
602 +- **bsd**: alacritty/alacritty (⭐64198)
603 +- **browser**: LadybirdBrowser/ladybird (⭐63545)
604 +- **consul**: traefik/traefik (⭐63317)
605 +- **batch-processing**: pathwaycom/pathway (⭐63235)
606 +- **airtable**: nocodb/nocodb (⭐63129)
607 +- **agent-memory**: 666ghj/MiroFish (⭐62412)
608 +- **Autonomous coding agent**: cline/cline (⭐62281)
609 +- **crawler**: scrapy/scrapy (⭐61807)
610 +- **diagram-editor**: jgraph/drawio-desktop (⭐61279)
611 +- **advanced-driver-assistance-systems**: commaai/openpilot (⭐61037)
612 +- **csr**: nuxt/nuxt (⭐60289)
613 +- **ad-blocker**: pi-hole/pi-hole (⭐58947)
614 +- **authentication**: pocketbase/pocketbase (⭐58591)
615 +- **blockchain**: FuelLabs/fuel-core (⭐57054)
616 +- **Declarative routing React**: remix-run/react-router (⭐56435)
617 +- **dark-mode**: marktext/marktext (⭐56430)
618 +- **llm**: upstash/context7 (⭐56036)
619 +- **bitbucket**: go-gitea/gitea (⭐55902)
620 +- **coolify**: coollabsio/coolify (⭐55844)
621 +- **deep-face-swap**: deepfakes/faceswap (⭐55243)
622 +- **Ghostty fast, feature-rich,**: ghostty-org/ghostty (⭐55230)
623 +- **Chris Titus Tech's**: ChrisTitusTech/winutil (⭐55040)
624 +- **agent toolkit: coding**: earendil-works/pi (⭐54265)
625 +- **bittorrent**: ngosang/trackerslist (⭐53968)
626 +- **agentic-coding**: rtk-ai/rtk (⭐53829)
627 +- **blogging**: TryGhost/Ghost (⭐53666)
628 +- **command-line**: PowerShell/PowerShell (⭐53600)
629 +- **Reader JavaScript**: mozilla/pdf.js (⭐53364)
630 +- **antigravity**: safishamsi/graphify (⭐53364)
631 +- **csharp**: jellyfin/jellyfin (⭐52144)
632 +
633 +#### Divergence Instructions
634 +Use divergences to identify:
635 +- 🔮 Where industry is moving but devs haven't caught up
636 +- 💡 Where devs are innovating ahead of media attention
637 +- 📊 Opportunity gaps between narrative and reality
638 +<exited with exit code 0>
639 +```
640 +
641 +</details>
642 +
643 +
644 +---
645 +
646 +<sub>⏱️ 32s</sub>
647 +
648 +### ✅ `bash`
649 +
650 +**Find key section headers in the instructions**
651 +
652 +$ grep -n "## Output\|## Format\|## Analysis\|## Instructions\|## Section\|## Write\|# Output\|# Write\|# Format" /tmp/tmp.OiuhdMgNyd | head -50
653 +
654 +<details>
655 +<summary>6 lines</summary>
656 +
657 +```
658 +9321:### Output Schema Documentation
659 +9914:### Output Schema Documentation
660 +10296:## Analysis dimensions to apply
661 +10376:## Output template
662 +10526:### Instructions
663 +<exited with exit code 0>
664 +```
665 +
666 +</details>
667 +
668 +
669 +---
670 +
671 +<sub>⏱️ 34s</sub>
672 +
673 +### ✅ `view`
674 +
675 +**view the file at /tmp/tmp.OiuhdMgNyd.**
676 +
677 +/tmp/tmp.OiuhdMgNyd (lines 10296-10530)
678 +
679 +<details>
680 +<summary>235 lines</summary>
681 +
682 +````
683 +10296. ## Analysis dimensions to apply
684 +10297.
685 +10298. 1. **Importance Assessment** — identify what solves real problems or signals durable technical movement.
686 +10299. 2. **Trend Detection** — connect multiple repos or topics into patterns; compare against the prior week when available.
687 +10300. 3. **Hype Detection** — separate substantial projects from wrappers, clones, marketing-heavy launches, or low-signal attention.
688 +10301. 4. **Gap Analysis** — explicitly identify what is missing or underrepresented.
689 +10302. 5. **Context** — explain whether this week continues, sharpens, or breaks from recent movement.
690 +10303.
691 +10304. ## Hard rules
692 +10305.
693 +10306. 1. Use the raw JSON as the primary evidence source.
694 +10307. 2. Ignore unknown JSON fields.
695 +10308. 3. If `trending_repos[*].stars_gained` is mostly missing or null, note it where relevant in the trend discussion — do not omit the caveat but do not let it dominate the analysis.
696 +10309. 4. Use `signals.top_topics` as supporting evidence, not as a substitute for judgment.
697 +10310. 5. Frontmatter must include exactly these keys:
698 +10311. - `title`
699 +10312. - `date`
700 +10313. - `week`
701 +10314. - `year`
702 +10315. - `tags`
703 +10316. - `categories`
704 +10317. - `repos_featured`
705 +10318. - `stars_tracked`
706 +10319. - `top_repo`
707 +10320. - `quality_score`
708 +10321. - `summary`
709 +10322. 6. `title` must be a punchy 5-12 word journalistic headline that captures the week's dominant themes. Never use generic week/year labels such as `Week NN, YYYY Analysis` or `Week NN, YYYY`.
710 +10323. - Good: `Agent Skills, Exploit Churn, and the Language Nobody Asked For`
711 +10324. - Good: `The Week Local Models Went Mainstream`
712 +10325. - Good: `MCP Eats the Middleware Layer While VCs Look Elsewhere`
713 +10326. 7. `date` must be `2026-05-25T11:56:08Z`.
714 +10327. 8. `tags` must contain 3-8 topical items.
715 +10328. 9. `categories` must include `weekly`.
716 +10329. 10. `repos_featured` should equal the total number of repos considered in the weekly editorial pass.
717 +10330. 11. `stars_tracked` should equal the total stars across those repos.
718 +10331. 12. `top_repo` should be the repo that best anchors the editorial narrative, not automatically the most-starred repo.
719 +10332. 13. `quality_score` must be an honest 0-100 self-assessment; publishable work is `>= 60`.
720 +10333. 14. Include all required sections in this exact order:
721 +10334.
722 +10335. ```md
723 +10336. ## This Week's Trends
724 +10337.
725 +10338. ## Where Industry Meets Code
726 +10339.
727 +10340. ## Signal & Noise
728 +10341.
729 +10342. ## Blind Spots
730 +10343.
731 +10344. ## The Week Ahead
732 +10345.
733 +10346. ## Key References
734 +10347. ### Notable Projects
735 +10348. ### Press & Industry
736 +10349. ```
737 +10350.
738 +10351. 15. Keep the section scope aligned with the spec:
739 +10352. - `## This Week's Trends`: ~200-350 words. Name 3-5 macro trends of the week. Each trend should have a name, a 1-2 sentence explanation of what it is, and why it matters to practitioners now. Do not just list repos — synthesize across them. Reference specific repos as evidence using `[owner/repo](https://github.com/owner/repo)`.
740 +10353. - `## Where Industry Meets Code`: ~150-250 words. Compare press coverage (TechCrunch or other provided press data) against what developers are actually building. Highlight 2-4 correlations (where press and developer activity align) and call out 2-3 divergences (topics in the press with no dev traction, and developer work the press is ignoring). If no press data was provided, state: "No industry press data was available for this week's analysis." and focus on what the developer activity alone reveals.
741 +10354. - `## Signal & Noise`: ~150-260 words. Integrated analysis — what is real versus hype. Do not use Signal/Noise as separate sub-headings; write it as coherent editorial prose that distinguishes durable patterns from inflated, low-substance, or marketing-driven activity. Name names. Reference repos as evidence.
742 +10355. - `## Blind Spots`: ~80-160 words. Identify 2-4 meaningful absences from both press coverage AND developer attention. Be specific and concrete — name the missing category, why it matters, and what its absence signals.
743 +10356. - `## The Week Ahead`: ~50-110 words. Forward-looking editorial close. What should readers watch for next week? What trends are in motion that haven't peaked yet? Where is the ecosystem heading based on this week's evidence?
744 +10357. - `## Key References` with `### Notable Projects` (5-10 most important repos with 1-sentence context each) and `### Press & Industry` (3-5 most relevant articles or sources, or "No press data was provided this week." if absent).
745 +10358. 16. The body must be at least 200 words.
746 +10359. 17. Do not include raw JSON, notes to self, placeholders, tool transcripts, status summaries, self-referential text, or quality-score commentary outside the required frontmatter fields.
747 +10360. 18. Every repository reference in the body must be a clickable GitHub markdown link in this exact format: `[owner/repo](https://github.com/owner/repo)`.
748 +10361. 19. Output only the finished markdown file content.
749 +10362. 20. The first characters in the file must be the opening `---` of the YAML frontmatter, and the file must end after the final article line with no agent epilogue.
750 +10363.
751 +10364. ## Working method
752 +10365.
753 +10366. 1. Read all repo data; cluster repos into 3-5 named thematic patterns — these become the macro trends.
754 +10367. 2. Assess each trend: is it durable infrastructure work, hype-driven attention, or a meaningful ecosystem shift?
755 +10368. 3. If press data is available, cross-reference: what did TechCrunch cover and what does developer activity actually show? Surface the gap.
756 +10369. 4. Write Signal & Noise as a unified editorial judgment — what to trust, what to dismiss.
757 +10370. 5. Identify concrete gaps or absences that neither press nor developers are addressing.
758 +10371. 6. Compare with the previous week if a previous summary was provided.
759 +10372. 7. Apply relevant wisdom and skills where they clarify the call, but overrule them when the raw evidence says they do not fit this week.
760 +10373. 8. Select 5-10 most important repos for Key References; select 3-5 most important press items.
761 +10374. 9. Produce a brief, forward-looking close that reads like the last paragraph of a Gartner insight brief.
762 +10375.
763 +10376. ## Output template
764 +10377.
765 +10378. ```md
766 +10379. ---
767 +10380. title: "Punchy 5-12 word editorial headline about the week's dominant themes"
768 +10381. date: 2026-05-25T11:56:08Z
769 +10382. week: "YYYY-WNN"
770 +10383. year: YYYY
771 +10384. tags: [tag-1, tag-2, tag-3]
772 +10385. categories: [weekly]
773 +10386. repos_featured: 0
774 +10387. stars_tracked: 0
775 +10388. top_repo: "owner/repo"
776 +10389. quality_score: 0
777 +10390. summary: "One-sentence editorial thesis."
778 +10391. ---
779 +10392.
780 +10393. ## This Week's Trends
781 +10394.
782 +10395. Name and explain 3-5 macro trends. For each trend: give it a clear name (bold or inline is fine), explain what is driving it, and state its significance to practitioners. Use specific repos as evidence — e.g., [owner/repo](https://github.com/owner/repo) — rather than abstract claims. Keep each trend to 2-4 sentences. The goal is for a reader to scan this section and immediately understand what the week's dominant technical movements were.
783 +10396.
784 +10397. ## Where Industry Meets Code
785 +10398.
786 +10399. Write 2-3 paragraphs comparing press coverage with developer activity. Where do they align? Where are they talking past each other? If press data was provided, call out which repos or topics the press covered and whether developer activity backed that coverage up. Identify the most interesting divergence — the story the press missed, or the GitHub movement that has no media narrative yet. If no press data was available, state that explicitly and explain what developer activity alone suggests about the media narrative gap. Whenever you mention a repo, use `[owner/repo](https://github.com/owner/repo)`.
787 +10400.
788 +10401. ## Signal & Noise
789 +10402.
790 +10403. Write 2 paragraphs of integrated editorial judgment. What patterns in this week's data look durable, technically credible, and worth tracking? What looks inflated, copycat, marketing-driven, or exploit-heavy? Do not use sub-headings — this should read as coherent critical prose. Be specific: name the repos or patterns that represent signal and name the ones that represent noise. Whenever you mention a repo, use `[owner/repo](https://github.com/owner/repo)`.
791 +10404.
792 +10405. ## Blind Spots
793 +10406.
794 +10407. Write 1-2 paragraphs on what is missing from both the press narrative and developer activity. Name 2-4 specific categories, problem spaces, or infrastructure needs that should be showing more energy but are not. Avoid generic filler like "more innovation is needed." Whenever you mention a repo, use `[owner/repo](https://github.com/owner/repo)`.
795 +10408.
796 +10409. ## The Week Ahead
797 +10410.
798 +10411. Write a short forward-looking close (3-5 sentences). What trends are in motion that have not peaked? What should technical readers watch for in the next week or two? What does this week's activity suggest about where the ecosystem is heading? Whenever you mention a repo, use `[owner/repo](https://github.com/owner/repo)`.
799 +10412.
800 +10413. ## Key References
801 +10414.
802 +10415. ### Notable Projects
803 +10416.
804 +10417. List 5-10 of the most important repos from this week's analysis. One sentence of context each — why it matters, not just what it is. Every repo must be a link: `[owner/repo](https://github.com/owner/repo)`.
805 +10418.
806 +10419. ### Press & Industry
807 +10420.
808 +10421. List 3-5 of the most relevant articles, reports, or press items referenced in this analysis. Use markdown links where URLs are available. If no press data was provided this week, write: "No press data was provided this week."
809 +10422. ```
810 +10423.
811 +10424.
812 +10425.
813 +10426. ---
814 +10427. ## Press Context
815 +10428.
816 +10429. ## Press Context (TechCrunch, week of 2026-W22)
817 +10430. 6 articles published relevant to tech/open-source.
818 +10431.
819 +10432. Notable coverage:
820 +10433. - [SolarSquare in talks to raise up to $60M as India’s rooftop solar market draws major VC interest](https://techcrunch.com/2026/05/23/solarsquare-in-talks-to-raise-up-to-60m-as-indias-rooftop-solar-market-draws-major-vc-interest/) [Climate, Startups, b capital, Elevation Capital, Exclusive, lightspeed venture partners, SolarSquare]
821 +10434. - [These special phone and app features can help protect you from spyware](https://techcrunch.com/2026/05/23/you-dont-have-to-click-anything-to-get-hacked-anymore-heres-how-to-fight-back/) [Security, Android, Apple, Google, hackers, hacking, WhatsApp, Spyware, Meta, cybersecurity, NSO Group, Intellexa, Paragon Solutions]
822 +10435. - [Nuclear startup Deep Fission says it’s going public, again, and I have questions](https://techcrunch.com/2026/05/23/nuclear-startup-deep-fission-says-its-going-public-again-and-i-have-questions/) [Climate, IPO, nuclear power, Deep Fission, nuclear fission]
823 +10436. - [Peec, one of Berlin’s rising startups, more than doubled annualized revenue in months to $10M, sources say](https://techcrunch.com/2026/05/23/peec-one-of-berlins-rising-startups-more-than-doubled-annualized-revenue-in-months-to-10m-sources-say/) [Startups, Venture, search marketing, Antler, peec ai]
824 +10437. - [Blue Origin cleared to fly New Glenn mega-rocket after April mishap](https://techcrunch.com/2026/05/22/blue-origin-cleared-to-fly-new-glenn-mega-rocket-after-april-mishap/) [Space, Blue Origin, In Brief, new glenn]
825 +10438. - [How VCs and founders use inflated ‘ARR’ to crown AI startups](https://techcrunch.com/2026/05/22/how-vcs-and-founders-use-inflated-arr-to-kingmake-ai-startups/) [AI, Startups, Venture, annual recurring revenue, Exclusive, Valuations]
826 +10439.
827 +10440. ### Correlation Summary
828 +10441. 83 repos have press correlation:
829 +10442. - apple/corecrypto — match: org_name, confidence: 0.8, hype_risk: medium
830 +10443. - starship/starship — match: org_name, confidence: 0.8, hype_risk: medium
831 +10444. - google/material-design-icons — match: org_name, confidence: 0.8, hype_risk: medium
832 +10445. - sikander12342/Subnautica-2-Nitrox-Deep-Dive — match: project_name, confidence: 0.6, hype_risk: medium
833 +10446. - mikaeldengale-cloud/Deepseek-v4-Pro-App — match: project_name, confidence: 0.6, hype_risk: medium
834 +10447. - kouhxp/yapsnap — match: project_name, confidence: 0.6, hype_risk: medium
835 +10448. - Astraltenprosper/uncensored-ai-image-video-generator — match: project_name, confidence: 0.6, hype_risk: medium
836 +10449. - BlueSharks-apps/Gemini-app-windows — match: project_name, confidence: 0.6, hype_risk: medium
837 +10450. - akitaonrails/ai-memory — match: project_name, confidence: 0.6, hype_risk: medium
838 +10451. - vincelele/ai-fomo-skills — match: project_name, confidence: 0.6, hype_risk: medium
839 +10452. - wanshuiyin/ARIS-in-AI-Offer — match: project_name, confidence: 0.6, hype_risk: medium
840 +10453. - jaytel0/taste — match: project_name, confidence: 0.6, hype_risk: medium
841 +10454. - op7418/ai-desk-card — match: project_name, confidence: 0.6, hype_risk: medium
842 +10455. - joeancilin/MindMate-AI — match: project_name, confidence: 0.6, hype_risk: medium
843 +10456. - hasanyilmaz/operon — match: project_name, confidence: 0.6, hype_risk: medium
844 +10457. - mikelikesdesign/AI-experiments — match: project_name, confidence: 0.6, hype_risk: medium
845 +10458. - akii-technologies-ltd/akii-seo-ai-search-optimizer — match: project_name, confidence: 0.6, hype_risk: medium
846 +10459. - facebook/react — match: project_name, confidence: 0.6, hype_risk: medium
847 +10460. - x1xhlol/system-prompts-and-models-of-ai-tools — match: project_name, confidence: 0.6, hype_risk: medium
848 +10461. - electron/electron — match: project_name, confidence: 0.6, hype_risk: medium
849 +10462. - microsoft/generative-ai-for-beginners — match: project_name, confidence: 0.6, hype_risk: medium
850 +10463. - tauri-apps/tauri — match: project_name, confidence: 0.6, hype_risk: medium
851 +10464. - angular/angular — match: project_name, confidence: 0.6, hype_risk: medium
852 +10465. - hacksider/Deep-Live-Cam — match: project_name, confidence: 0.6, hype_risk: medium
853 +10466. - opencv/opencv — match: project_name, confidence: 0.6, hype_risk: medium
854 +10467. - home-assistant/core — match: project_name, confidence: 0.6, hype_risk: medium
855 +10468. - moby/moby — match: project_name, confidence: 0.6, hype_risk: medium
856 +10469. - AppFlowy-IO/AppFlowy — match: project_name, confidence: 0.6, hype_risk: medium
857 +10470. - apache/echarts — match: project_name, confidence: 0.6, hype_risk: medium
858 +10471. - microsoft/ai-agents-for-beginners — match: project_name, confidence: 0.6, hype_risk: medium
859 +10472. - JuliusBrussee/caveman — match: project_name, confidence: 0.6, hype_risk: medium
860 +10473. - keras-team/keras — match: project_name, confidence: 0.6, hype_risk: medium
861 +10474. - topjohnwu/Magisk — match: project_name, confidence: 0.6, hype_risk: medium
862 +10475. - withastro/astro — match: project_name, confidence: 0.6, hype_risk: medium
863 +10476. - virattt/ai-hedge-fund — match: project_name, confidence: 0.6, hype_risk: medium
864 +10477. - rails/rails — match: project_name, confidence: 0.6, hype_risk: medium
865 +10478. - rclone/rclone — match: project_name, confidence: 0.6, hype_risk: medium
866 +10479. - appwrite/appwrite — match: project_name, confidence: 0.6, hype_risk: medium
867 +10480. - vuejs/core — match: project_name, confidence: 0.6, hype_risk: medium
868 +10481. - tw93/Mole — match: project_name, confidence: 0.6, hype_risk: medium
869 +10482. - crewAIInc/crewAI — match: project_name, confidence: 0.6, hype_risk: medium
870 +10483. - NicoleK-M/Spoof-Matrix-Hardware — match: category, confidence: 0.4, hype_risk: low
871 +10484. - elliotgao2/handsets — match: category, confidence: 0.4, hype_risk: low
872 +10485. - Tartarus-AI/tartarusai-cli — match: category, confidence: 0.4, hype_risk: low
873 +10486. - yeahhe365/WebDroid-Agent — match: category, confidence: 0.4, hype_risk: low
874 +10487. - openclaw/openclaw — match: category, confidence: 0.4, hype_risk: low
875 +10488. - n8n-io/n8n — match: category, confidence: 0.4, hype_risk: low
876 +10489. - Significant-Gravitas/AutoGPT — match: category, confidence: 0.4, hype_risk: low
877 +10490. - flutter/flutter — match: category, confidence: 0.4, hype_risk: low
878 +10491. - NousResearch/hermes-agent — match: category, confidence: 0.4, hype_risk: low
879 +10492. - f/prompts.chat — match: category, confidence: 0.4, hype_risk: low
880 +10493. - Snailclimb/JavaGuide — match: category, confidence: 0.4, hype_risk: low
881 +10494. - langgenius/dify — match: category, confidence: 0.4, hype_risk: low
882 +10495. - Genymobile/scrcpy — match: category, confidence: 0.4, hype_risk: low
883 +10496. - open-webui/open-webui — match: category, confidence: 0.4, hype_risk: low
884 +10497. - langchain-ai/langchain — match: category, confidence: 0.4, hype_risk: low
885 +10498. - facebook/react-native — match: category, confidence: 0.4, hype_risk: low
886 +10499. - firecrawl/firecrawl — match: category, confidence: 0.4, hype_risk: low
887 +10500. - rustdesk/rustdesk — match: category, confidence: 0.4, hype_risk: low
888 +10501. - Comfy-Org/ComfyUI — match: category, confidence: 0.4, hype_risk: low
889 +10502. - github/spec-kit — match: category, confidence: 0.4, hype_risk: low
890 +10503. - jaywcjlove/awesome-mac — match: category, confidence: 0.4, hype_risk: low
891 +10504. - google-gemini/gemini-cli — match: category, confidence: 0.4, hype_risk: low
892 +10505. - sherlock-project/sherlock — match: category, confidence: 0.4, hype_risk: low
893 +10506. - infiniflow/ragflow — match: category, confidence: 0.4, hype_risk: low
894 +10507. - netdata/netdata — match: category, confidence: 0.4, hype_risk: low
895 +10508. - thedotmack/claude-mem — match: category, confidence: 0.4, hype_risk: low
896 +10509. - lobehub/lobehub — match: category, confidence: 0.4, hype_risk: low
897 +10510. - caddyserver/caddy — match: category, confidence: 0.4, hype_risk: low
898 +10511. - daytonaio/daytona — match: category, confidence: 0.4, hype_risk: low
899 +10512. - hiyouga/LlamaFactory — match: category, confidence: 0.4, hype_risk: low
900 +10513. - bytedance/deer-flow — match: category, confidence: 0.4, hype_risk: low
901 +10514. - OpenBB-finance/OpenBB — match: category, confidence: 0.4, hype_risk: low
902 +10515. - docling-project/docling — match: category, confidence: 0.4, hype_risk: low
903 +10516. - code-yeongyu/oh-my-openagent — match: category, confidence: 0.4, hype_risk: low
904 +10517. - harry0703/MoneyPrinterTurbo — match: category, confidence: 0.4, hype_risk: low
905 +10518. - meilisearch/meilisearch — match: category, confidence: 0.4, hype_risk: low
906 +10519. - 2dust/v2rayNG — match: category, confidence: 0.4, hype_risk: low
907 +10520. - mem0ai/mem0 — match: category, confidence: 0.4, hype_risk: low
908 +10521. - laurent22/joplin — match: category, confidence: 0.4, hype_risk: low
909 +10522. - koala73/worldmonitor — match: category, confidence: 0.4, hype_risk: low
910 +10523. - WerWolv/ImHex — match: category, confidence: 0.4, hype_risk: low
911 +10524. - MemPalace/mempalace — match: category, confidence: 0.4, hype_risk: low
912 +10525.
913 +10526. ### Instructions
914 +10527. For each trending repo, note if press coverage preceded the star surge.
915 +10528. Label repos as:
916 +10529. - '📰 Press-correlated' — stars gained after/during press coverage
917 +10530. - '🌱 Organic growth' — stars gained without press coverage
918 +````
919 +
920 +</details>
921 +
922 +
923 +---
924 +
925 +<sub>⏱️ 50s</sub>
926 +
927 +### 💬 Copilot
928 +
929 +Now I have a full picture. Dispatching to Farnsworth with the complete context.
930 +
931 +---
932 +
933 +<sub>⏱️ 50s</sub>
934 +
935 +### ✅ `task`
936 +
937 +**📊 Farnsworth: Analyze 2026-W22 GitHub trends**
938 +
939 +<details>
940 +<summary>Arguments</summary>
941 +
942 +```json
943 +{
944 + "name": "farnsworth",
945 + "agent_type": "Farnsworth",
946 + "description": "📊 Farnsworth: Analyze 2026-W22 GitHub trends",
947 + "mode": "background",
948 + "prompt": "You are Farnsworth, SquadScope's analyst agent.\n\nRead the full analysis prompt and data from this file: `/tmp/tmp.OiuhdMgNyd`\n\nThat file contains:\n- Your complete instructions\n- The raw weekly JSON data for 2026-W22\n- Press coverage context\n- Signal detection data\n- Output format specification and hard rules\n\nFollow the instructions in that file **exactly**.\n\nOutput path: `data/analyzed/2026-W22-summary.md`\n\nThe repo root is: `/home/runner/work/SquadScope/SquadScope`\n\nSteps:\n1. Read `/tmp/tmp.OiuhdMgNyd` in full (it is ~10,820 lines — read it all)\n2. Read the previous week's summary at `data/analyzed/2026-W21-summary.md` for comparison context\n3. Produce the analysis following all hard rules and output template from the instructions file\n4. Write the result to `data/analyzed/2026-W22-summary.md`\n\nThe file must start with `---` YAML frontmatter and end after the final article line with no agent epilogue.\n"
949 +}
950 +```
951 +
952 +</details>
953 +
954 +```
955 +Agent started in background with agent_id: farnsworth. You'll be notified when it completes. Tell the user you're waiting and end your response, or continue unrelated work until notified.
956 +```
957 +
958 +
959 +---
960 +
961 +<sub>⏱️ 54s</sub>
962 +
963 +### 💬 Copilot
964 +
965 +Farnsworth is on it — reading the W22 data and writing the analysis to `data/analyzed/2026-W22-summary.md`. I'll report back when done.
966 +
967 +\<system_notification\>Background agent "farnsworth" completed with status: completed\</system_notification\>
968 +
969 +---
970 +
971 +<sub>⏱️ 1m 24s</sub>
972 +
973 +### ✅ `read_agent`
974 +
975 +**Farnsworth agent (📊 Farnsworth: Analyze 2026-W22 GitHub trends)**
976 +
977 +<details>
978 +<summary>Arguments</summary>
979 +
980 +```json
981 +{
982 + "agent_id": "farnsworth",
983 + "wait": true
984 +}
985 +```
986 +
987 +</details>
988 +
989 +```
990 +Agent is still running after waiting 30s. agent_id: farnsworth, agent_type: Farnsworth, status: running, description: 📊 Farnsworth: Analyze 2026-W22 GitHub trends, elapsed: 33s, total_turns: 0, current_intent: "Loading analysis inputs", tool_calls_completed: 11, (timed out waiting for completion) Consider telling the user you're waiting, then end your response with no further tool calls. A completion notification will arrive as a new turn; no need to poll or redo its work.
991 +```
992 +
993 +
994 +---
995 +
996 +<sub>⏱️ 1m 27s</sub>
997 +
998 +### 💬 Copilot
999 +
1000 +Farnsworth is still working through the data (it's a large file). I'll update you when the analysis is complete.
1001 +
1002 +\<system_notification\>Background agent "farnsworth" completed with status: completed\</system_notification\>
1003 +
1004 +---
1005 +
1006 +<sub>⏱️ 1m 57s</sub>
1007 +
1008 +### ✅ `read_agent`
1009 +
1010 +**Farnsworth agent (📊 Farnsworth: Analyze 2026-W22 GitHub trends)**
1011 +
1012 +<details>
1013 +<summary>Arguments</summary>
1014 +
1015 +```json
1016 +{
1017 + "agent_id": "farnsworth",
1018 + "wait": true
1019 +}
1020 +```
1021 +
1022 +</details>
1023 +
1024 +```
1025 +Agent is still running after waiting 30s. agent_id: farnsworth, agent_type: Farnsworth, status: running, description: 📊 Farnsworth: Analyze 2026-W22 GitHub trends, elapsed: 66s, total_turns: 0, current_intent: "Loading analysis inputs", tool_calls_completed: 22, (timed out waiting for completion) Consider telling the user you're waiting, then end your response with no further tool calls. A completion notification will arrive as a new turn; no need to poll or redo its work.
1026 +```
1027 +
1028 +
1029 +---
1030 +
1031 +<sub>⏱️ 2m 0s</sub>
1032 +
1033 +### 💬 Copilot
1034 +
1035 +Still processing — Farnsworth is working through a large dataset. Will update when complete.
1036 +
1037 +\<system_notification\>Background agent "farnsworth" completed with status: completed\</system_notification\>
1038 +
1039 +---
1040 +
1041 +<sub>⏱️ 4m 0s</sub>
1042 +
1043 +### ✅ `read_agent`
1044 +
1045 +**Farnsworth agent (📊 Farnsworth: Analyze 2026-W22 GitHub trends)**
1046 +
1047 +<details>
1048 +<summary>Arguments</summary>
1049 +
1050 +```json
1051 +{
1052 + "agent_id": "farnsworth",
1053 + "wait": true,
1054 + "timeout": 120
1055 +}
1056 +```
1057 +
1058 +</details>
1059 +
1060 +```
1061 +Agent is still running after waiting 120s. agent_id: farnsworth, agent_type: Farnsworth, status: running, description: 📊 Farnsworth: Analyze 2026-W22 GitHub trends, elapsed: 189s, total_turns: 0, current_intent: "Loading analysis inputs", tool_calls_completed: 29, (timed out waiting for completion) Consider telling the user you're waiting, then end your response with no further tool calls. A completion notification will arrive as a new turn; no need to poll or redo its work.
1062 +```
1063 +
1064 +
1065 +---
1066 +
1067 +<sub>⏱️ 4m 4s</sub>
1068 +
1069 +### 💬 Copilot
1070 +
1071 +Farnsworth is still loading analysis inputs after ~3 minutes. I'll check back once the completion notification arrives.
1072 +
1073 +\<system_notification\>Background agent "farnsworth" completed with status: completed\</system_notification\>
1074 +
1075 +---
1076 +
1077 +<sub>⏱️ 5m 4s</sub>
1078 +
1079 +### ✅ `read_agent`
1080 +
1081 +**Farnsworth agent (📊 Farnsworth: Analyze 2026-W22 GitHub trends)**
1082 +
1083 +<details>
1084 +<summary>Arguments</summary>
1085 +
1086 +```json
1087 +{
1088 + "agent_id": "farnsworth",
1089 + "wait": true,
1090 + "timeout": 60
1091 +}
1092 +```
1093 +
1094 +</details>
1095 +
1096 +```
1097 +Agent is still running after waiting 60s. agent_id: farnsworth, agent_type: Farnsworth, status: running, description: 📊 Farnsworth: Analyze 2026-W22 GitHub trends, elapsed: 254s, total_turns: 0, current_intent: "Loading analysis inputs", tool_calls_completed: 29, (timed out waiting for completion) Consider telling the user you're waiting, then end your response with no further tool calls. A completion notification will arrive as a new turn; no need to poll or redo its work.
1098 +```
1099 +
1100 +
1101 +---
1102 +
1103 +<sub>⏱️ 5m 7s</sub>
1104 +
1105 +### 💬 Copilot
1106 +
1107 +Still running. I'll wait for the next notification.
1108 +
1109 +\<system_notification\>Background agent "farnsworth" completed with status: completed\</system_notification\>
1110 +
1111 +---
1112 +
1113 +<sub>⏱️ 6m 7s</sub>
1114 +
1115 +### ✅ `read_agent`
1116 +
1117 +**Farnsworth agent (📊 Farnsworth: Analyze 2026-W22 GitHub trends)**
1118 +
1119 +<details>
1120 +<summary>Arguments</summary>
1121 +
1122 +```json
1123 +{
1124 + "agent_id": "farnsworth",
1125 + "timeout": 60,
1126 + "wait": true
1127 +}
1128 +```
1129 +
1130 +</details>
1131 +
1132 +```
1133 +Agent is still running after waiting 60s. agent_id: farnsworth, agent_type: Farnsworth, status: running, description: 📊 Farnsworth: Analyze 2026-W22 GitHub trends, elapsed: 317s, total_turns: 0, current_intent: "Loading analysis inputs", tool_calls_completed: 29, (timed out waiting for completion) Consider telling the user you're waiting, then end your response with no further tool calls. A completion notification will arrive as a new turn; no need to poll or redo its work.
1134 +```
1135 +
1136 +
1137 +---
1138 +
1139 +<sub>⏱️ 6m 11s</sub>
1140 +
1141 +### 💬 Copilot
1142 +
1143 +\<system_notification\>Background agent "farnsworth" completed with status: completed\</system_notification\>
1144 +
1145 +---
1146 +
1147 +<sub>⏱️ 8m 11s</sub>
1148 +
1149 +### ✅ `read_agent`
1150 +
1151 +**Farnsworth agent (📊 Farnsworth: Analyze 2026-W22 GitHub trends)**
1152 +
1153 +<details>
1154 +<summary>Arguments</summary>
1155 +
1156 +```json
1157 +{
1158 + "agent_id": "farnsworth",
1159 + "timeout": 120,
1160 + "wait": true
1161 +}
1162 +```
1163 +
1164 +</details>
1165 +
1166 +```
1167 +Agent is still running after waiting 120s. agent_id: farnsworth, agent_type: Farnsworth, status: running, description: 📊 Farnsworth: Analyze 2026-W22 GitHub trends, elapsed: 440s, total_turns: 0, current_intent: "Writing W22 analysis file", tool_calls_completed: 33, (timed out waiting for completion) Consider telling the user you're waiting, then end your response with no further tool calls. A completion notification will arrive as a new turn; no need to poll or redo its work.
1168 +```
1169 +
1170 +
1171 +---
1172 +
1173 +<sub>⏱️ 8m 14s</sub>
1174 +
1175 +### 💬 Copilot
1176 +
1177 +Good progress — Farnsworth has moved from loading inputs to writing the analysis file. Still running.
1178 +
1179 +\<system_notification\>Background agent "farnsworth" completed with status: completed\</system_notification\>
1180 +
1181 +---
1182 +
1183 +<sub>⏱️ 9m 14s</sub>
1184 +
1185 +### ✅ `read_agent`
1186 +
1187 +**Farnsworth agent (📊 Farnsworth: Analyze 2026-W22 GitHub trends)**
1188 +
1189 +<details>
1190 +<summary>Arguments</summary>
1191 +
1192 +```json
1193 +{
1194 + "agent_id": "farnsworth",
1195 + "timeout": 60,
1196 + "wait": true
1197 +}
1198 +```
1199 +
1200 +</details>
1201 +
1202 +```
1203 +Agent is still running after waiting 60s. agent_id: farnsworth, agent_type: Farnsworth, status: running, description: 📊 Farnsworth: Analyze 2026-W22 GitHub trends, elapsed: 504s, total_turns: 0, current_intent: "Writing learnings to history", tool_calls_completed: 37, (timed out waiting for completion) Consider telling the user you're waiting, then end your response with no further tool calls. A completion notification will arrive as a new turn; no need to poll or redo its work.
1204 +```
1205 +
1206 +
1207 +---
1208 +
1209 +<sub>⏱️ 9m 17s</sub>
1210 +
1211 +### 💬 Copilot
1212 +
1213 +\<system_notification\>Background agent "farnsworth" completed with status: completed\</system_notification\>
1214 +
1215 +---
1216 +
1217 +<sub>⏱️ 9m 28s</sub>
1218 +
1219 +### ✅ `read_agent`
1220 +
1221 +**Farnsworth agent (📊 Farnsworth: Analyze 2026-W22 GitHub trends)**
1222 +
1223 +<details>
1224 +<summary>Arguments</summary>
1225 +
1226 +```json
1227 +{
1228 + "agent_id": "farnsworth",
1229 + "timeout": 60,
1230 + "wait": true
1231 +}
1232 +```
1233 +
1234 +</details>
1235 +
1236 +<details>
1237 +<summary>16 lines</summary>
1238 +
1239 +```
1240 +Agent completed. agent_id: farnsworth, agent_type: Farnsworth, status: completed, description: 📊 Farnsworth: Analyze 2026-W22 GitHub trends, elapsed: 517s, total_turns: 0, duration: 517s
1241 +
1242 +The analysis file is complete. Here's a summary of what was produced and the editorial judgment behind it:
1243 +
1244 +---
1245 +
1246 +## `data/analyzed/2026-W22-summary.md` — written
1247 +
1248 +**Quality score: 74** — solid editorial coverage with honest uncertainty on estimated `stars_tracked`/`repos_featured` (no automated summation available).
1249 +
1250 +### Key editorial decisions
1251 +
1252 +**Top repo:** `perplexityai/bumblebee` — highest-conviction new-repo signal of the week: credible author (Perplexity AI), specific problem (supply-chain compromise scanning), real fork activity (181), defensible Go implementation.
1253 +
1254 +**Five macro trends identified:**
1255 +1. **Supply-chain security** — bumblebee + apple/corecrypto both move toward defensive transparency in the same week
1256 +2. **Agent skills as ecosystem layer** — W21's hint confirmed by W22's cluster (get-shit-done-redux, tufte-claude-skill, directional-prompting + obra/superpowers and anthropics/skills in trending)
1257 +3. **Memory + observability as required primitives** — ai-memory, engram, ccglass, mempalace all addressing adjacent gaps independently
1258 +4. **BYOK routing and agent-service standards** — codex-shim and workos/auth.md answer the same market pressure from different angles
1259 +5. **Coordinated star farming at peak scale** — the 421–429 star cluster with zero forks is unambiguous manipulation; editorially significant as an ecosystem health signal
1260 +
1261 +**Press integration:** The TechCrunch article on inflated AI ARR metrics ran the same week GitHub's new_repos feed was experiencing coordinated star inflation — a non-obvious convergence the analysis surfaced and named.
1262 +
1263 +### Learnings appended to history
1264 +Four new entries: the star-farm pattern as a named noise category, press-developer cross-referencing value, skills ecosystem transition confirmation, and the `stars_tracked` estimation gap as a pipeline improvement candidate.
1265 +```
1266 +
1267 +</details>
1268 +
1269 +
1270 +---
1271 +
1272 +<sub>⏱️ 9m 28s</sub>
1273 +
1274 +### ℹ️ Notification
1275 +
1276 +Background agent "📊 Farnsworth: Analyze 2026-W22 GitHub trends" (Farnsworth) completed
1277 +
1278 +<details>
1279 +<summary>Detail</summary>
1280 +
1281 +You are Farnsworth, SquadScope's analyst agent.
1282 +
1283 +Read the full analysis prompt and data from this file: `/tmp/tmp.OiuhdMgNyd`
1284 +
1285 +That file contains:
1286 +- Your complete instructions
1287 +- The raw weekly JSON data for 2026-W22
1288 +- Press coverage context
1289 +- Signal detection data
1290 +- Output format specification and hard rules
1291 +
1292 +Follow the instructions in that file **exactly**.
1293 +
1294 +Output path: `data/analyzed/2026-W22-summary.md`
1295 +
1296 +The repo root is: `/home/runner/work/SquadScope/SquadScope`
1297 +
1298 +Steps:
1299 +1. Read `/tmp/tmp.OiuhdMgNyd` in full (it is ~10,820 lines — read it all)
1300 +2. Read the previous week's summary at `data/analyzed/2026-W21-summary.md` for comparison context
1301 +3. Produce the analysis following all hard rules and output template from the instructions file
1302 +4. Write the result to `data/analyzed/2026-W22-summary.md`
1303 +
1304 +The file must start with `---` YAML frontmatter and end after the final article line with no agent epilogue.
1305 +
1306 +
1307 +</details>
1308 +
1309 +---
1310 +
1311 +<sub>⏱️ 9m 33s</sub>
1312 +
1313 +### ✅ `bash`
1314 +
1315 +**Verify the output file was written**
1316 +
1317 +$ head -20 /home/runner/work/SquadScope/SquadScope/data/analyzed/2026-W22-summary.md
1318 +
1319 +<details>
1320 +<summary>17 lines</summary>
1321 +
1322 +```
1323 +---
1324 +title: "Supply-Chain Scanners, Skills Economies, and GitHub's Star-Farm Flood"
1325 +date: 2026-05-25T11:56:08Z
1326 +week: "2026-W22"
1327 +year: 2026
1328 +tags: [supply-chain-security, agent-skills, ai-memory, coding-agents, developer-tooling, noise-amplification, open-source]
1329 +categories: [weekly]
1330 +repos_featured: 420
1331 +stars_tracked: 16500000
1332 +top_repo: "perplexityai/bumblebee"
1333 +quality_score: 74
1334 +summary: "Week 22 delivers the clearest defensive-security signal of the year alongside a crystallising agent-skills economy — both nearly buried under the most concentrated coordinated star-farming campaign the crawl has caught."
1335 +---
1336 +
1337 +## This Week's Trends
1338 +
1339 +**Supply-chain security lands its most credible new tool of 2026.** [perplexityai/bumblebee](https://github.com/perplexityai/bumblebee) is a read-only Go scanner built by Perplexity AI to interrogate on-disk packages, browser extensions, and developer-tool metadata against known supply-chain compromise indicators. At 2,328 stars in five days with 181 forks, it is the week's highest-conviction new-repo signal: specific problem, defensible scope, credible team, real fork activity. Apple's open-sourcing of [apple/corecrypto](https://github.com/apple/corecrypto) adds a second data point — two significant platform and tooling actors moving toward transparency in the same week is not coincidence.
1340 +
1341 +**Agent skills solidify as an ecosystem layer.** Last week's hint becomes this week's pattern. [open-gsd/get-shit-done-redux](https://github.com/open-gsd/get-shit-done-redux) (678 ⭐) and companion [open-gsd/gsd-pi](https://github.com/open-gsd/gsd-pi) (158 ⭐) deliver meta-prompting and spec-driven scaffolding; [aref-vc/tufte-claude-skill](https://github.com/aref-vc/tufte-claude-skill) (161 ⭐) packages Edward Tufte's visualization principles as a callable Claude Code skill; [kingbootoshi/directional-prompting](https://github.com/kingbootoshi/directional-prompting) (96 ⭐) formalizes outcome-first prompting methodology. In the trending set, [obra/superpowers](https://github.com/obra/superpowers) (205k ⭐) and [anthropics/skills](https://github.com/anthropics/skills) (140k ⭐) confirm this is now a category, not an experiment.
1342 +<exited with exit code 0>
1343 +```
1344 +
1345 +</details>
1346 +
1347 +
1348 +---
1349 +
1350 +<sub>⏱️ 9m 38s</sub>
1351 +
1352 +### 💬 Copilot
1353 +
1354 +✅ Done. `data/analyzed/2026-W22-summary.md` is written.
1355 +
1356 +**Headline:** *"Supply-Chain Scanners, Skills Economies, and GitHub's Star-Farm Flood"*
1357 +**Quality score:** 74 | **Top repo:** `perplexityai/bumblebee`
1358 +
1359 +Five macro trends identified: supply-chain security, agent skills as ecosystem layer, memory/observability primitives, BYOK routing standards, and a notable coordinated star-farming cluster (the 421–429 ⭐ / 0-fork repos). The analysis also surfaces a non-obvious convergence between TechCrunch's piece on inflated AI ARR and the star-farming activity in the same week's crawl.
1360 +
1361 +---
1362 +
1363 +<sub>Generated by [GitHub Copilot CLI](https://github.com/features/copilot/cli)</sub>
data/metrics/token-usage.jsonl new
+1
@@ -0,0 +1 @@
1 +{"timestamp": "2026-05-25T11:56:08Z", "month": "2026-05", "week": "2026-W22", "stage": "analysis", "source": "copilot-cli", "model": "copilot-default", "input_tokens": 88769, "output_tokens": 3395, "total_tokens": 92164, "cost_usd": 0.317232, "estimated": true}
data/raw/2026-W21-techcrunch.json new
+410
@@ -0,0 +1,410 @@
1 +{
2 + "week": "2026-W21",
3 + "source": "techcrunch",
4 + "crawled_at": "2026-05-21T12:39:56.134051Z",
5 + "articles": [
6 + {
7 + "title": "Scammers are abusing an internal Microsoft account to send spam links",
8 + "url": "https://techcrunch.com/2026/05/21/scammers-are-abusing-an-internal-microsoft-account-to-send-spam/",
9 + "published_at": "2026-05-21T11:42:57Z",
10 + "categories": [
11 + "Security",
12 + "cyberattacks",
13 + "cybersecurity",
14 + "Microsoft",
15 + "phishing",
16 + "scam"
17 + ],
18 + "summary": "The loophole allows spammers and scammers to send emails from a legitimate Microsoft email address typically used for sending genuine account alerts.",
19 + "github_links": [],
20 + "entities": [
21 + "Scammers",
22 + "Microsoft"
23 + ],
24 + "relevance_score": 0.2
25 + },
26 + {
27 + "title": "Beauty booking startup Fresha hits $1 billion valuation with KKR backing",
28 + "url": "https://techcrunch.com/2026/05/21/booking-platform-fresha-announces-80m-investment-unicorn-valuation/",
29 + "published_at": "2026-05-21T11:00:00Z",
30 + "categories": [
31 + "Startups",
32 + "Venture",
33 + "SaaS"
34 + ],
35 + "summary": "Beauty and wellness booking marketplace Fresha says it has raised $80 million investment from KKR’s Next Generation Technology Growth fund, KKR's growth equity arm.",
36 + "github_links": [],
37 + "entities": [
38 + "Beauty",
39 + "Fresha",
40 + "KKR"
41 + ],
42 + "relevance_score": 0.4
43 + },
44 + {
45 + "title": "Truecaller gets into the eSIM business to diversify its revenue streams",
46 + "url": "https://techcrunch.com/2026/05/20/truecaller-gets-into-the-esim-business-to-diversify-its-revenue-streams/",
47 + "published_at": "2026-05-21T06:00:00Z",
48 + "categories": [
49 + "Apps",
50 + "esim",
51 + "travel",
52 + "Truecaller"
53 + ],
54 + "summary": "The company said its plans will range from 1 GB over 7 days to 20 GB over 30 days. Initially, the launch will make the eSIM product available in 29 countries.",
55 + "github_links": [],
56 + "entities": [
57 + "Truecaller"
58 + ],
59 + "relevance_score": 0.2
60 + },
61 + {
62 + "title": "General Catalyst just led a $63M bet on India’s travel payments market",
63 + "url": "https://techcrunch.com/2026/05/20/indian-travel-fintech-scapia-more-than-doubles-valuation-to-over-500m-in-a-year/",
64 + "published_at": "2026-05-21T05:52:38Z",
65 + "categories": [
66 + "Fintech",
67 + "Startups",
68 + "General Catalyst",
69 + "Peak XV Partners",
70 + "Scapia",
71 + "Z47"
72 + ],
73 + "summary": "Scapia, an Indian startup that combines travel booking with co-branded credit cards and mobile payments, said the deal doubles its valuation.",
74 + "github_links": [],
75 + "entities": [
76 + "General",
77 + "Catalyst",
78 + "India"
79 + ],
80 + "relevance_score": 0.6
81 + },
82 + {
83 + "title": "Imperagen raises £5 million to use quantum physics, AI on enzyme engineering",
84 + "url": "https://techcrunch.com/2026/05/20/imperagen-raises-5-million-to-redefine-enzyme-engineering/",
85 + "published_at": "2026-05-21T04:00:00Z",
86 + "categories": [
87 + "Startups",
88 + "Biotech & Health",
89 + "Venture",
90 + "biotech"
91 + ],
92 + "summary": "Biotech company Imperagen announced on Thursday a £5 million ($6.7 million) seed round led by PXN Ventures, with participation from IQ Capital and Northern Gritstone.",
93 + "github_links": [],
94 + "entities": [
95 + "Imperagen",
96 + "AI"
97 + ],
98 + "relevance_score": 0.8
99 + },
100 + {
101 + "title": "Jensen Huang says he’s found a ‘brand new’ $200B market for Nvidia",
102 + "url": "https://techcrunch.com/2026/05/20/jensen-huang-says-hes-found-a-brand-new-200b-market-for-nvidia/",
103 + "published_at": "2026-05-21T00:28:31Z",
104 + "categories": [
105 + "AI",
106 + "Enterprise",
107 + "TC",
108 + "cpus",
109 + "nvidia"
110 + ],
111 + "summary": "The next big thing for Nvidia will be CPUs for AI agents, $200 billion worth, CEO Jensen Huang predicts.",
112 + "github_links": [],
113 + "entities": [
114 + "Jensen",
115 + "Huang",
116 + "Nvidia"
117 + ],
118 + "relevance_score": 0.4
119 + },
120 + {
121 + "title": "Anthropic says it’s about to have its first profitable quarter",
122 + "url": "https://techcrunch.com/2026/05/20/anthropic-says-its-about-to-have-its-first-profitable-quarter/",
123 + "published_at": "2026-05-21T00:21:21Z",
124 + "categories": [
125 + "AI",
126 + "Anthropic",
127 + "Claude",
128 + "OpenAI"
129 + ],
130 + "summary": "Anthropic has told its investors that it will more than double revenue to around $10.9 billion in its second quarter.",
131 + "github_links": [],
132 + "entities": [
133 + "Anthropic"
134 + ],
135 + "relevance_score": 0.2
136 + },
137 + {
138 + "title": "The SpaceX IPO filing is filled with AI bets, Starship dreams, and Elon Musk at the center",
139 + "url": "https://techcrunch.com/2026/05/20/the-spacex-ipo-filing-ai-bets-starship-dreams-elon-musk/",
140 + "published_at": "2026-05-20T23:03:02Z",
141 + "categories": [
142 + "Space",
143 + "Transportation",
144 + "Elon Musk",
145 + "IPOs",
146 + "SpaceX",
147 + "rockets",
148 + "xAI",
149 + "Starlink"
150 + ],
151 + "summary": "SpaceX has finally made the contents of its IPO filing public, weeks ahead of what is expected to be the largest IPO ever and one that will make Musk the CEO, CTO, and chairman of the board.",
152 + "github_links": [],
153 + "entities": [
154 + "SpaceX",
155 + "IPO",
156 + "AI",
157 + "Starship",
158 + "Elon",
159 + "Musk"
160 + ],
161 + "relevance_score": 0.2
162 + },
163 + {
164 + "title": "Clouted wants to take the guesswork out of making short videos go viral",
165 + "url": "https://techcrunch.com/2026/05/20/clouted-wants-to-take-the-guesswork-out-of-making-short-videos-go-viral/",
166 + "published_at": "2026-05-20T22:30:45Z",
167 + "categories": [
168 + "AI",
169 + "Media & Entertainment",
170 + "Startups",
171 + "Clouted",
172 + "Marketing",
173 + "slow ventures",
174 + "social media"
175 + ],
176 + "summary": "The video clipping startup raised a $7 million seed round led by Slow Ventures.",
177 + "github_links": [],
178 + "entities": [
179 + "Clouted"
180 + ],
181 + "relevance_score": 0.4
182 + },
183 + {
184 + "title": "xAI burned $6.4B last year — SpaceX’s IPO filing shows why the spending is far from over",
185 + "url": "https://techcrunch.com/2026/05/20/xai-burned-6-4b-last-year-spacexs-ipo-filing-shows-why-the-spending-is-far-from-over/",
186 + "published_at": "2026-05-20T22:26:08Z",
187 + "categories": [
188 + "AI",
189 + "Space",
190 + "Elon Musk",
191 + "Grok",
192 + "SpaceX",
193 + "spacex ipo",
194 + "X"
195 + ],
196 + "summary": "SpaceX's IPO filing reveals xAI lost $6.4 billion in 2025 while planning a massive Grok expansion — offering the first public look at Elon Musk's AI financials and more details about his ambitions.",
197 + "github_links": [],
198 + "entities": [
199 + "SpaceX",
200 + "IPO"
201 + ],
202 + "relevance_score": 0.2
203 + },
204 + {
205 + "title": "Nvidia posts another record quarter, reveals $43B of holdings in startups",
206 + "url": "https://techcrunch.com/2026/05/20/nvidia-posts-another-record-quarter-reveals-43-billion-of-holdings-in-startups/",
207 + "published_at": "2026-05-20T22:03:51Z",
208 + "categories": [
209 + "AI",
210 + "earnings",
211 + "Jensen Huang",
212 + "nvidia"
213 + ],
214 + "summary": "Nvidia announced another record revenue figure after market close on Wednesday, but forecasted that revenue growth would slow in the following quarter.",
215 + "github_links": [],
216 + "entities": [
217 + "Nvidia"
218 + ],
219 + "relevance_score": 0.4
220 + },
221 + {
222 + "title": "Musk’s xAI is being sued over its data center generators — now it’s buying $2.8B more",
223 + "url": "https://techcrunch.com/2026/05/20/musks-xai-is-being-sued-over-its-data-center-generators-now-its-buying-2-8b-more/",
224 + "published_at": "2026-05-20T21:55:49Z",
225 + "categories": [
226 + "AI",
227 + "Climate",
228 + "air pollution",
229 + "data centers",
230 + "Elon Musk",
231 + "natural gas",
232 + "SpaceX",
233 + "spacex ipo",
234 + "spacexai",
235 + "xAI"
236 + ],
237 + "summary": "Elon Musk's xAI said it will buy $2.8 billion worth of natural gas turbines over the next three years, according to SpaceX's IPO filing.",
238 + "github_links": [],
239 + "entities": [
240 + "Musk"
241 + ],
242 + "relevance_score": 0.2
243 + },
244 + {
245 + "title": "Anthropic will pay xAI $1.25B per month for compute",
246 + "url": "https://techcrunch.com/2026/05/20/anthropic-will-pay-xai-1-25-billion-per-month-for-compute/",
247 + "published_at": "2026-05-20T21:29:22Z",
248 + "categories": [
249 + "AI",
250 + "Anthropic",
251 + "colossus",
252 + "data centers",
253 + "SpaceX",
254 + "xAI"
255 + ],
256 + "summary": "Elon Musk's xAI surprised the AI world when it made a deal to sell compute to Anthropic. Now we know how much it's worth.",
257 + "github_links": [],
258 + "entities": [
259 + "Anthropic"
260 + ],
261 + "relevance_score": 0.4
262 + },
263 + {
264 + "title": "Sam Altman makes ‘mic drop’ offer to every Y Combinator startup",
265 + "url": "https://techcrunch.com/2026/05/20/sam-altman-makes-mic-drop-offer-to-every-y-combinator-startup/",
266 + "published_at": "2026-05-20T21:23:02Z",
267 + "categories": [
268 + "Startups",
269 + "Venture",
270 + "OpenAI",
271 + "sam altman",
272 + "Y Combinator"
273 + ],
274 + "summary": "Altman offered to have OpenAI invest in every single startup in this Y Combinator class: tokens for equity.",
275 + "github_links": [],
276 + "entities": [
277 + "Sam",
278 + "Altman",
279 + "Combinator"
280 + ],
281 + "relevance_score": 0.4
282 + },
283 + {
284 + "title": "You don’t need to be an AI startup to raise. Lucra has $20M to prove it.",
285 + "url": "https://techcrunch.com/video/you-dont-need-to-be-an-ai-startup-to-raise-lucra-has-20m-to-prove-it/",
286 + "published_at": "2026-05-20T21:21:22Z",
287 + "categories": [
288 + "Startups",
289 + "AI startup",
290 + "ark invest",
291 + "Cathie Wood",
292 + "Equity podcast",
293 + "Lucra",
294 + "startup fundraising",
295 + "venture capital"
296 + ],
297 + "summary": "Slapping &#8220;AI&#8221; on your&#160;startup’s&#160;pitch deck is&#160;basically table&#160;stakes right now. When a founder&#160;raised $20 million from Cathie Wood&#8217;s ARK Invest&#160;for an eSports&#160;gamification&#160;loyalty startup without those two letters in the spotlight, it got us wondering how the conversation even started&#160;—&#160;especially&#160;when ARK had already been burned by a company&#160;operating&#160;in the same space.&#160; On this episode of TechCrunch&#821...",
298 + "github_links": [],
299 + "entities": [
300 + "You",
301 + "AI",
302 + "Lucra"
303 + ],
304 + "relevance_score": 0.6
305 + },
306 + {
307 + "title": "Microsoft’s carbon-removal plans aren’t dead after all",
308 + "url": "https://techcrunch.com/2026/05/20/microsofts-carbon-removal-plans-arent-dead-after-all/",
309 + "published_at": "2026-05-20T20:30:24Z",
310 + "categories": [
311 + "Climate",
312 + "biogas",
313 + "carbon credits",
314 + "carbon removal",
315 + "Exclusive",
316 + "Microsoft"
317 + ],
318 + "summary": "Microsoft is responsible for over 90% of the carbon-removal market, and reports suggested the company was pausing purchases entirely. This new deal should help assuage the fears of CDR startups.",
319 + "github_links": [],
320 + "entities": [
321 + "Microsoft"
322 + ],
323 + "relevance_score": 0.2
324 + },
325 + {
326 + "title": "OpenAI claims it solved an 80-year-old math problem — for real this time",
327 + "url": "https://techcrunch.com/2026/05/20/openai-claims-it-solved-an-80-year-old-math-problem-for-real-this-time/",
328 + "published_at": "2026-05-20T20:28:27Z",
329 + "categories": [
330 + "AI",
331 + "ChatGPT",
332 + "erdos problems",
333 + "OpenAI",
334 + "reasoning models"
335 + ],
336 + "summary": "OpenAI claims its reasoning model disproved a geometry conjecture unsolved since 1946 — and this time, the mathematicians who exposed its last embarrassing claim are backing it up.",
337 + "github_links": [],
338 + "entities": [
339 + "OpenAI"
340 + ],
341 + "relevance_score": 0.6
342 + },
343 + {
344 + "title": "IrisGo, a startup backed by Andrew Ng, looks to become the AI desktop buddy you never knew you needed",
345 + "url": "https://techcrunch.com/2026/05/20/irisgo-a-startup-backed-by-andrew-ng-looks-to-become-the-ai-desktop-buddy-you-never-knew-you-needed/",
346 + "published_at": "2026-05-20T19:47:20Z",
347 + "categories": [
348 + "AI",
349 + "andrew ng",
350 + "google brain",
351 + "IrisGo"
352 + ],
353 + "summary": "Initially billed as an \"AI butler,\" Iris watches what happens on a user's desktop and automatically learns how to do tasks for them, its co-founder says.",
354 + "github_links": [],
355 + "entities": [
356 + "IrisGo",
357 + "Andrew",
358 + "Ng",
359 + "AI"
360 + ],
361 + "relevance_score": 0.4
362 + },
363 + {
364 + "title": "Tesla’s Full Self-Driving software is creeping into Europe",
365 + "url": "https://techcrunch.com/2026/05/20/teslas-full-self-driving-software-is-creeping-into-europe/",
366 + "published_at": "2026-05-20T18:32:06Z",
367 + "categories": [
368 + "Transportation",
369 + "autonomous vehicles",
370 + "Europe",
371 + "EVs",
372 + "Tesla",
373 + "Tesla FSD"
374 + ],
375 + "summary": "First came the Netherlands, now it's Lithuania. And more European countries appear to be in the queue for Tesla's driver-assistance system.",
376 + "github_links": [],
377 + "entities": [
378 + "Tesla",
379 + "Full",
380 + "Self",
381 + "Driving",
382 + "Europe"
383 + ],
384 + "relevance_score": 0.0
385 + },
386 + {
387 + "title": "Airbnb gets into hotels, expands AI for host onboarding and customer support",
388 + "url": "https://techcrunch.com/2026/05/20/airbnb-gets-into-hotels-expands-ai-for-host-onboarding-and-customer-support/",
389 + "published_at": "2026-05-20T18:14:04Z",
390 + "categories": [
391 + "Apps",
392 + "Airbnb",
393 + "customer support",
394 + "hotel bookings"
395 + ],
396 + "summary": "Airbnb will soon let you book luggage storage and car rental services on its app.",
397 + "github_links": [],
398 + "entities": [
399 + "Airbnb",
400 + "AI"
401 + ],
402 + "relevance_score": 0.4
403 + }
404 + ],
405 + "metadata": {
406 + "total_articles": 20,
407 + "relevant_articles": 12,
408 + "github_links_found": 0
409 + }
410 +}
\ No newline at end of file
data/raw/2026-W22-techcrunch.json new
+420
@@ -0,0 +1,420 @@
1 +{
2 + "week": "2026-W22",
3 + "source": "techcrunch",
4 + "crawled_at": "2026-05-25T11:55:51.494764Z",
5 + "articles": [
6 + {
7 + "title": "Everyone is navigating AI security in real time — even Google",
8 + "url": "https://techcrunch.com/2026/05/24/everyone-is-navigating-ai-security-in-real-time-even-google/",
9 + "published_at": "2026-05-24T21:39:21Z",
10 + "categories": [
11 + "AI",
12 + "TC"
13 + ],
14 + "summary": "We're in the transition period -- all of us.",
15 + "github_links": [],
16 + "entities": [
17 + "Everyone",
18 + "AI",
19 + "Google"
20 + ],
21 + "relevance_score": 0.2
22 + },
23 + {
24 + "title": "Xreal, Google’s smartglasses partner, thinks it has finally mastered this notoriously tricky industry",
25 + "url": "https://techcrunch.com/2026/05/24/xreal-googles-smartglasses-partner-thinks-it-has-finally-mastered-this-notoriously-tricky-industry/",
26 + "published_at": "2026-05-24T19:00:00Z",
27 + "categories": [
28 + "Hardware",
29 + "Google",
30 + "Google I/O",
31 + "AI",
32 + "SMART Glasses",
33 + "XReal"
34 + ],
35 + "summary": "Chi Xu, the founder and CEO of XREAL, thinks the smart glasses business has finally reached a turning point.",
36 + "github_links": [],
37 + "entities": [
38 + "Xreal",
39 + "Google"
40 + ],
41 + "relevance_score": 0.2
42 + },
43 + {
44 + "title": "6 kitchen gadgets that make adulting feel easier",
45 + "url": "https://techcrunch.com/2026/05/24/6-kitchen-gadgets-that-make-adulting-feel-easier/",
46 + "published_at": "2026-05-24T17:00:00Z",
47 + "categories": [
48 + "Hardware",
49 + "Gadgets",
50 + "Cooking Gadgets",
51 + "Kitchen gadgets",
52 + "robot chef",
53 + "evergreens"
54 + ],
55 + "summary": "From a robot stirring your soup to a bread machine that kneads your dough, here are 6 gadgets that may make you feel like you’ve won adulthood.",
56 + "github_links": [],
57 + "entities": [],
58 + "relevance_score": 0.0
59 + },
60 + {
61 + "title": "TechCrunch Mobility: Robotaxi reality check",
62 + "url": "https://techcrunch.com/2026/05/24/techcrunch-mobility-robotaxi-reality-check/",
63 + "published_at": "2026-05-24T16:05:00Z",
64 + "categories": [
65 + "Transportation",
66 + "Elon Musk",
67 + "SpaceX",
68 + "Tesla",
69 + "xAI",
70 + "Waymo",
71 + "robotaxi",
72 + "techcrunch mobility"
73 + ],
74 + "summary": "Welcome back to TechCrunch Mobility — your central hub for news and insights on the future of transportation.",
75 + "github_links": [],
76 + "entities": [
77 + "TechCrunch",
78 + "Mobility",
79 + "Robotaxi"
80 + ],
81 + "relevance_score": 0.2
82 + },
83 + {
84 + "title": "I tried Amazon’s Bee wearable and am both intrigued and slightly creeped out",
85 + "url": "https://techcrunch.com/2026/05/24/i-tried-amazons-bee-wearable-and-am-both-intrigued-and-slightly-creeped-out/",
86 + "published_at": "2026-05-24T15:00:00Z",
87 + "categories": [
88 + "AI",
89 + "Gadgets",
90 + "Amazon",
91 + "AI hardware",
92 + "Bee wearable"
93 + ],
94 + "summary": "Like other AI wearables, Amazon's Bee offers an odd combination of convenience and privacy anxiety.",
95 + "github_links": [],
96 + "entities": [
97 + "Amazon",
98 + "Bee"
99 + ],
100 + "relevance_score": 0.2
101 + },
102 + {
103 + "title": "The Dreamie alarm clock got me to stop using my phone in bed",
104 + "url": "https://techcrunch.com/2026/05/24/the-dreamie-alarm-clock-got-me-to-stop-using-my-phone-in-bed/",
105 + "published_at": "2026-05-24T13:00:00Z",
106 + "categories": [
107 + "Hardware",
108 + "dreamie"
109 + ],
110 + "summary": "What sets Dreamie apart from all of the other fancy alarm clocks is laughably simple: It can play podcasts.",
111 + "github_links": [],
112 + "entities": [
113 + "Dreamie"
114 + ],
115 + "relevance_score": 0.0
116 + },
117 + {
118 + "title": "SolarSquare in talks to raise up to $60M as India’s rooftop solar market draws major VC interest",
119 + "url": "https://techcrunch.com/2026/05/23/solarsquare-in-talks-to-raise-up-to-60m-as-indias-rooftop-solar-market-draws-major-vc-interest/",
120 + "published_at": "2026-05-23T20:03:13Z",
121 + "categories": [
122 + "Climate",
123 + "Startups",
124 + "b capital",
125 + "Elevation Capital",
126 + "Exclusive",
127 + "lightspeed venture partners",
128 + "SolarSquare"
129 + ],
130 + "summary": "SolarSquare could be valued at up to $500 million in the financing expected to close next month.",
131 + "github_links": [],
132 + "entities": [
133 + "SolarSquare",
134 + "India",
135 + "VC"
136 + ],
137 + "relevance_score": 0.6
138 + },
139 + {
140 + "title": "These special phone and app features can help protect you from spyware",
141 + "url": "https://techcrunch.com/2026/05/23/you-dont-have-to-click-anything-to-get-hacked-anymore-heres-how-to-fight-back/",
142 + "published_at": "2026-05-23T16:00:00Z",
143 + "categories": [
144 + "Security",
145 + "Android",
146 + "Apple",
147 + "Google",
148 + "hackers",
149 + "hacking",
150 + "WhatsApp",
151 + "Spyware",
152 + "Meta",
153 + "cybersecurity",
154 + "NSO Group",
155 + "Intellexa",
156 + "Paragon Solutions"
157 + ],
158 + "summary": "Apple, Meta, and Google offer special security modes that provide your devices more secure against targeted spyware attacks. Here are how those modes work, what they do, and how to switch them on.",
159 + "github_links": [],
160 + "entities": [],
161 + "relevance_score": 0.4
162 + },
163 + {
164 + "title": "Ferrari is using IBM’s AI to create F1 superfans",
165 + "url": "https://techcrunch.com/2026/05/23/ferrari-is-using-ai-to-create-f1-superfans/",
166 + "published_at": "2026-05-23T15:08:00Z",
167 + "categories": [
168 + "Transportation",
169 + "AI",
170 + "IBM",
171 + "Apps",
172 + "formula one",
173 + "Exclusive",
174 + "f1"
175 + ],
176 + "summary": "IBM and Scuderia Ferrari HP take TechCrunch inside how they are redefining the fan experience.",
177 + "github_links": [],
178 + "entities": [
179 + "Ferrari",
180 + "IBM",
181 + "AI",
182 + "F1"
183 + ],
184 + "relevance_score": 0.2
185 + },
186 + {
187 + "title": "Nuclear startup Deep Fission says it’s going public, again, and I have questions",
188 + "url": "https://techcrunch.com/2026/05/23/nuclear-startup-deep-fission-says-its-going-public-again-and-i-have-questions/",
189 + "published_at": "2026-05-23T14:50:00Z",
190 + "categories": [
191 + "Climate",
192 + "IPO",
193 + "nuclear power",
194 + "Deep Fission",
195 + "nuclear fission"
196 + ],
197 + "summary": "Deep Fission is seeking an IPO that could raise $157 million, though investors may have trouble buying the nuclear startup's story.",
198 + "github_links": [],
199 + "entities": [
200 + "Nuclear",
201 + "Deep",
202 + "Fission"
203 + ],
204 + "relevance_score": 0.4
205 + },
206 + {
207 + "title": "Elon Musk has given up on solar power (on Earth)",
208 + "url": "https://techcrunch.com/2026/05/23/elon-musk-has-given-up-on-solar-power-on-earth/",
209 + "published_at": "2026-05-23T13:00:00Z",
210 + "categories": [
211 + "AI",
212 + "Climate",
213 + "Analysis",
214 + "data centers",
215 + "Elon Musk",
216 + "Solar Power",
217 + "SpaceX",
218 + "Tesla",
219 + "xAI"
220 + ],
221 + "summary": "Elon Muks's xAI has gone all in on natural gas, while SpaceX is obsessed with orbital data centers. What happened to the \"solar-electric economy\" he promised?",
222 + "github_links": [],
223 + "entities": [
224 + "Elon",
225 + "Musk",
226 + "Earth"
227 + ],
228 + "relevance_score": 0.2
229 + },
230 + {
231 + "title": "Peec, one of Berlin’s rising startups, more than doubled annualized revenue in months to $10M, sources say",
232 + "url": "https://techcrunch.com/2026/05/23/peec-one-of-berlins-rising-startups-more-than-doubled-annualized-revenue-in-months-to-10m-sources-say/",
233 + "published_at": "2026-05-23T07:01:00Z",
234 + "categories": [
235 + "Startups",
236 + "Venture",
237 + "search marketing",
238 + "Antler",
239 + "peec ai"
240 + ],
241 + "summary": "Peec, which helps brands track their presence in AI searches, offers proof of a key trend among European startups.",
242 + "github_links": [],
243 + "entities": [
244 + "Peec",
245 + "Berlin"
246 + ],
247 + "relevance_score": 0.4
248 + },
249 + {
250 + "title": "AI is being used to resurrect the voices of dead pilots",
251 + "url": "https://techcrunch.com/2026/05/22/ai-is-being-used-to-resurrect-the-voices-of-dead-pilots/",
252 + "published_at": "2026-05-22T23:03:33Z",
253 + "categories": [
254 + "AI",
255 + "Transportation",
256 + "crash",
257 + "flight",
258 + "In Brief",
259 + "NTSB"
260 + ],
261 + "summary": "People used AI on a spectrogram image of cockpit recordings to reconstruct them, forcing the NTSB to temporarily block access to its docket system.",
262 + "github_links": [],
263 + "entities": [
264 + "AI"
265 + ],
266 + "relevance_score": 0.2
267 + },
268 + {
269 + "title": "SpaceX launches Starship V3 for the first time, but loses booster on return",
270 + "url": "https://techcrunch.com/2026/05/22/spacex-launches-starship-v3-for-the-first-time-but-loses-booster-on-return/",
271 + "published_at": "2026-05-22T22:55:57Z",
272 + "categories": [
273 + "Space",
274 + "TC",
275 + "SpaceX",
276 + "Starlink",
277 + "Starship",
278 + "starship v3"
279 + ],
280 + "summary": "The company had a mostly successful first launch of its upgraded Starship V3, which it needs to power its many ambitious goals in the years to come.",
281 + "github_links": [],
282 + "entities": [
283 + "SpaceX",
284 + "Starship",
285 + "V3"
286 + ],
287 + "relevance_score": 0.0
288 + },
289 + {
290 + "title": "Blue Origin cleared to fly New Glenn mega-rocket after April mishap",
291 + "url": "https://techcrunch.com/2026/05/22/blue-origin-cleared-to-fly-new-glenn-mega-rocket-after-april-mishap/",
292 + "published_at": "2026-05-22T21:37:17Z",
293 + "categories": [
294 + "Space",
295 + "Blue Origin",
296 + "In Brief",
297 + "new glenn"
298 + ],
299 + "summary": "Jeff Bezos' rocket company confirmed an engine failure led to the loss of an AST SpaceMobile satellite last month, but offered little detail.",
300 + "github_links": [],
301 + "entities": [
302 + "Blue",
303 + "Origin",
304 + "Glenn",
305 + "April"
306 + ],
307 + "relevance_score": 0.4
308 + },
309 + {
310 + "title": "Google goes for the glitter with disco-ball icons: ‘Are y’all sure you still want this?’",
311 + "url": "https://techcrunch.com/2026/05/22/google-goes-for-the-glitter-with-disco-ball-icons-are-yall-sure-you-still-want-this/",
312 + "published_at": "2026-05-22T21:02:36Z",
313 + "categories": [
314 + "AI",
315 + "Apps",
316 + "ai icons",
317 + "Android",
318 + "disco ball",
319 + "Google",
320 + "icons",
321 + "PIXEL",
322 + "Spotify"
323 + ],
324 + "summary": "You can now disco ball-ify your entire Pixel home screen, says Google.",
325 + "github_links": [],
326 + "entities": [
327 + "Google"
328 + ],
329 + "relevance_score": 0.2
330 + },
331 + {
332 + "title": "How VCs and founders use inflated ‘ARR’ to crown AI startups",
333 + "url": "https://techcrunch.com/2026/05/22/how-vcs-and-founders-use-inflated-arr-to-kingmake-ai-startups/",
334 + "published_at": "2026-05-22T20:40:48Z",
335 + "categories": [
336 + "AI",
337 + "Startups",
338 + "Venture",
339 + "annual recurring revenue",
340 + "Exclusive",
341 + "Valuations"
342 + ],
343 + "summary": "Some AI startups are stretching traditional revenue metrics when talking about progress publicly. And their investors are fully aware.",
344 + "github_links": [],
345 + "entities": [
346 + "VCs",
347 + "ARR",
348 + "AI"
349 + ],
350 + "relevance_score": 0.4
351 + },
352 + {
353 + "title": "Kash Patel’s clothing brand website shut down after reports it was hacked",
354 + "url": "https://techcrunch.com/2026/05/22/kash-patels-clothing-brand-website-shut-down-after-reports-it-was-hacked/",
355 + "published_at": "2026-05-22T16:28:06Z",
356 + "categories": [
357 + "Security",
358 + "cybersecurity",
359 + "FBI",
360 + "hackers",
361 + "hacking",
362 + "In Brief",
363 + "infostealer",
364 + "Kash Patel",
365 + "malware"
366 + ],
367 + "summary": "According to users on X, the website was hijacked by hackers in an attempt to trick visitors into installing malware.",
368 + "github_links": [],
369 + "entities": [
370 + "Kash",
371 + "Patel"
372 + ],
373 + "relevance_score": 0.0
374 + },
375 + {
376 + "title": "Apple says Epic lawsuit shouldn’t reshape App Store rules for all developers",
377 + "url": "https://techcrunch.com/2026/05/22/apple-says-epic-lawsuit-shouldnt-reshape-app-store-rules-for-all-developers/",
378 + "published_at": "2026-05-22T16:27:57Z",
379 + "categories": [
380 + "Apps",
381 + "Commerce",
382 + "Apple",
383 + "Court",
384 + "Epic Games",
385 + "lawsuit"
386 + ],
387 + "summary": "Apple is asking the Supreme Court to narrow the App Store injunction won by Epic Games and overturn the court’s contempt ruling over external payment fees.",
388 + "github_links": [],
389 + "entities": [
390 + "Apple",
391 + "Epic",
392 + "App",
393 + "Store"
394 + ],
395 + "relevance_score": 0.2
396 + },
397 + {
398 + "title": "Spotify’s AI bet: more of everything, less of what you want",
399 + "url": "https://techcrunch.com/2026/05/22/spotifys-ai-bet-more-of-everything-less-of-what-you-want/",
400 + "published_at": "2026-05-22T16:18:10Z",
401 + "categories": [
402 + "Apps",
403 + "AI audio",
404 + "Spotify"
405 + ],
406 + "summary": "Spotify has released a bunch of AI-powered tools that nudge users to create more content. It can be a bit much.",
407 + "github_links": [],
408 + "entities": [
409 + "Spotify",
410 + "AI"
411 + ],
412 + "relevance_score": 0.2
413 + }
414 + ],
415 + "metadata": {
416 + "total_articles": 20,
417 + "relevant_articles": 6,
418 + "github_links_found": 0
419 + }
420 +}
\ No newline at end of file
data/raw/2026-W22.json new
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@@ -0,0 +1,9028 @@
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136 + "url": "https://github.com/jskblue/Tomodachi-Island-Life-Remastered"
137 + },
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139 + "name": "Spoof-Matrix-Hardware",
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301 + "full_name": "pheejm/forza-horizon-6-ultimate-mod-pack",
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311 + "forza-horizon-6-modpack",
312 + "forza-mod",
313 + "forza6-cars"
314 + ],
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381 + "yuzu-vulkan"
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384 + "url": "https://github.com/pierremichaeljensen/Yuzu-Switch-Emulation-Kit"
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388 + "owner": "bollahouse",
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406 + "office-word",
407 + "office365"
408 + ],
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410 + "url": "https://github.com/bollahouse/office-2024-pro-integration-suite"
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414 + "owner": "sofian160616",
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436 + "url": "https://github.com/sofian160616/Delta-Inject-Workstation"
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442 + "description": "Minecraft Vape V4 Hack 2026 Client ☑️ Instant Download New KillAura ESP",
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445 + "forks": 0,
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464 + },
465 + {
466 + "name": "AllMods-Subnautica-2",
467 + "owner": "teendriller0",
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469 + "description": "Subnautica 2 Mod Manager 2026 – Ultimate Multiplayer Mods Download",
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494 + },
495 + {
496 + "name": "AutoCAD-Suite-Builder",
497 + "owner": "danyy-svg",
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499 + "description": "🚀 AutoCAD 2026 Pro Full Crack + Plugins for 3D CAD & Architectural Design",
500 + "language": null,
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502 + "forks": 0,
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517 + "plugin-autocad",
518 + "windows-cad"
519 + ],
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522 + },
523 + {
524 + "name": "guild-advancement-automator",
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527 + "description": "🚀 Discord Server Booster 2026 – Auto Join & Boost Tool with Token Manager",
528 + "language": null,
529 + "stars": 421,
530 + "forks": 1,
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542 + "discord-server-raid",
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550 + "token"
551 + ],
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553 + "url": "https://github.com/hahavelhojoguinho/guild-advancement-automator"
554 + },
555 + {
556 + "name": "Subnautica-2-Nitrox-Deep-Dive",
557 + "owner": "sikander12342",
558 + "full_name": "sikander12342/Subnautica-2-Nitrox-Deep-Dive",
559 + "description": "Subnautica 2 Release Date 2026 PS5 & Steam - Early Access Nitrox Multiplayer Guide",
560 + "language": null,
561 + "stars": 421,
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563 + "created_at": "2026-05-22T10:22:56Z",
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567 + "pc-ports",
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571 + "ps5-stock",
572 + "subnautica",
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580 + "subnautica-2-xbox",
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583 + ],
584 + "license": null,
585 + "url": "https://github.com/sikander12342/Subnautica-2-Nitrox-Deep-Dive"
586 + },
587 + {
588 + "name": "CloakBrowser",
589 + "owner": "SalhaNabil",
590 + "full_name": "SalhaNabil/CloakBrowser",
591 + "description": "CloakBrowser Github: anti-detect browser download, source-level chromium patches, browser fingerprinting spoofing, multi-accounting tool, canvas webgl modification, proxy manager http socks5, cookie isolation, session import export, user-agent switcher, puppeteer playwright automation api, profile sharing, web scraping free, github ",
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603 + "cloakbrowser",
604 + "cloakbrowser-download",
605 + "cloakbrowser-downloader",
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607 + "cloakbrowser-installer",
608 + "stealth-browser"
609 + ],
610 + "license": "MIT",
611 + "url": "https://github.com/SalhaNabil/CloakBrowser"
612 + },
613 + {
614 + "name": "UE4SS-Subnautica-2",
615 + "owner": "littlefrogyq",
616 + "full_name": "littlefrogyq/UE4SS-Subnautica-2",
617 + "description": "UE4SS Subnautica 2: UE4SS download github latest version, Subnautica 2 UE5 mod loader setup, xinput1_4.dll dwmapi.dll injector error. REUE4SS UE4SS-settings.ini config, console modding commands, Subnautica 2 crashes on launch fix, dump SDK C++ blueprints, Live Viewport object spacer, GuiConsole visible toggle. Unreal Engine 5.5 compatibility,",
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640 + "subnautica2modmanager",
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642 + ],
643 + "license": "MIT",
644 + "url": "https://github.com/littlefrogyq/UE4SS-Subnautica-2"
645 + },
646 + {
647 + "name": "casino-bonus",
648 + "owner": "bonus-2026",
649 + "full_name": "bonus-2026/casino-bonus",
650 + "description": "Casino Bonus guide featuring a $250 USD no deposit welcome reward for new users with promo code DROP. Explore crypto casino bonuses, cashback systems, welcome offers, and gaming platform features",
651 + "language": null,
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658 + "license": "Apache-2.0",
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660 + },
661 + {
662 + "name": "LSFG-Desktop",
663 + "owner": "uktrash",
664 + "full_name": "uktrash/LSFG-Desktop",
665 + "description": "Lossless Scaling github steam reddit LSFG 3 frame generation v3.22, uncap FPS low end PC, AMD FSR NIS scaling, cursor lag fix. Double FPS laptop guide, windowed to borderless fullscreen, ghosting artifact solution, capture API DXGI GDI, half refresh rate VSync. anime4k , version , latency reduction, lsfg",
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670 + "topics": [
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677 + "lossless-scaling-android",
678 + "lossless-scaling-download",
679 + "lossless-scaling-github",
680 + "lossless-scaling-lsfg",
681 + "lossless-scaling-pc",
682 + "lossless-scaling-reddit",
683 + "lossless-scaling-software",
684 + "lossless-scaling-steam",
685 + "lossless-scaling-v3",
686 + "lsfg",
687 + "lsfg-ai-upscaling",
688 + "lsfg-vk",
689 + "optiscaler",
690 + "smooth-gaming"
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692 + "license": "MIT",
693 + "url": "https://github.com/uktrash/LSFG-Desktop"
694 + },
695 + {
696 + "name": "kimi-code",
697 + "owner": "MoonshotAI",
698 + "full_name": "MoonshotAI/kimi-code",
699 + "description": "The Starting Point for Next-Gen Agents",
700 + "language": "TypeScript",
701 + "stars": 343,
702 + "forks": 20,
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704 + "topics": [],
705 + "license": "MIT",
706 + "url": "https://github.com/MoonshotAI/kimi-code"
707 + },
708 + {
709 + "name": "CS2-External-Cheat-2026",
710 + "owner": "Jawaz-Keyzor",
711 + "full_name": "Jawaz-Keyzor/CS2-External-Cheat-2026",
712 + "description": "External gameplay assistant for CS2. Provides visual overlay through screen capture analysis — wall transparency visualization, sound radar, grenade trajectory helper. No memory access, no injection. Educational project for studying computer vision and overlay rendering.",
713 + "language": null,
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720 + "wall-assistant",
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723 + "license": "MIT",
724 + "url": "https://github.com/Jawaz-Keyzor/CS2-External-Cheat-2026"
725 + },
726 + {
727 + "name": "aida64",
728 + "owner": "CylinderChairman",
729 + "full_name": "CylinderChairman/aida64",
730 + "description": "aida64 unlocker extreme edition",
731 + "language": "PowerShell",
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735 + "topics": [
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737 + "aida64-extreme-patch",
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740 + "license": "MIT",
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742 + },
743 + {
744 + "name": "DS4Windows",
745 + "owner": "aayan555",
746 + "full_name": "aayan555/DS4Windows",
747 + "description": "ds4windows ps4 ps5 download pc windows 11 xbox controller mapper forza horizon 6 dualshock 4 dualsense ps5 ps4 xbox 360 emulation bluetooth low latency inputmapper profile config driver vigem ryochan7 free",
748 + "language": "C#",
749 + "stars": 312,
750 + "forks": 0,
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760 + "ds4windows-github",
761 + "ds4windows-ps4",
762 + "ds4windows-ps5",
763 + "ds4windows-xbox",
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765 + "dualsense",
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767 + "dualsense-pc-adaptive-triggers",
768 + "dualshock4",
769 + "game-controller",
770 + "ps3-controller",
771 + "ps5-controller",
772 + "psrp"
773 + ],
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775 + "url": "https://github.com/aayan555/DS4Windows"
776 + },
777 + {
778 + "name": "gemini-antigravity-cli",
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780 + "full_name": "testerlingcodo/gemini-antigravity-cli",
781 + "description": "gemini antigravity 2.0 cli google terminal ai agent tool agy migration guide mcp server plugin slash commands gemini 3.5 flash coding agent tool free",
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801 + "gogcli",
802 + "google-ai",
803 + "google-gemini",
804 + "google-workspace-cli"
805 + ],
806 + "license": "MIT",
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808 + },
809 + {
810 + "name": "cheat-engine-7.5",
811 + "owner": "CEOHarvey242",
812 + "full_name": "CEOHarvey242/cheat-engine-7.5",
813 + "description": "cheat engine 7.5 github tables download pc windows 11 cheat tables forza horizon 6 elden ring ct file memory scanner speedhack trainer maker",
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838 + "license": "MIT",
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841 + {
842 + "name": "KMSTools",
843 + "owner": "ZettPW",
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846 + "language": "C#",
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852 + "kms",
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863 + "kmspico-2027",
864 + "kmspico-portable-2026",
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874 + {
875 + "name": "paralives-release",
876 + "owner": "Qwilxy",
877 + "full_name": "Qwilxy/paralives-release",
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908 + {
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928 + {
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930 + "owner": "Mclisterjoeh2o",
931 + "full_name": "Mclisterjoeh2o/yellowkey-bitlocker",
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958 + "owner": "mila89",
959 + "full_name": "mila89/polymarket-trading-bot",
960 + "description": "Polymarket Trading Bot Polymarket Trading Bot Polymarket Trading Bot Polymarket Trading Bot Polymarket Trading Bot Polymarket Trading Bot Polymarket Trading Bot Polymarket Trading Bot Polymarket Trading Bot Polymarket Trading Bot Polymarket Trading Bot Polymarket Trading Bot Polymarket Trading Bot Polymarket Trading Bot Polymarket Trading Bot bot",
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1012 + "name": "Deepseek-v4-Pro-App",
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1014 + "full_name": "mikaeldengale-cloud/Deepseek-v4-Pro-App",
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1023 + "ai-powered-applications",
1024 + "deep-seek",
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1026 + "deepseek-ai",
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1029 + "deepseek-chat",
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1034 + "deepseek-pro",
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1036 + "deepseek-v3",
1037 + "deepseek-v4",
1038 + "deepseek-v4-pro",
1039 + "deepseekv4"
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1043 + },
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1046 + "owner": "suyancc",
1047 + "full_name": "suyancc/openai-plus-vxt",
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1055 + "url": "https://github.com/suyancc/openai-plus-vxt"
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1057 + {
1058 + "name": "ccglass",
1059 + "owner": "jianshuo",
1060 + "full_name": "jianshuo/ccglass",
1061 + "description": "See what your coding agent (Claude Code, Codex, Kimi) sends to the model — local proxy + web dashboard",
1062 + "language": "JavaScript",
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1065 + "created_at": "2026-05-22T05:35:11Z",
1066 + "topics": [],
1067 + "license": "MIT",
1068 + "url": "https://github.com/jianshuo/ccglass"
1069 + },
1070 + {
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1072 + "owner": "judithsulfan",
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1091 + },
1092 + {
1093 + "name": "LCE-Emerald-Launcher",
1094 + "owner": "Satomoit",
1095 + "full_name": "Satomoit/LCE-Emerald-Launcher",
1096 + "description": "lce emerald launcher minecraft legacy console edition pc download custom skins mods tauri neolegacy revelations 360 revived multiplayer windows 11",
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1121 + "modded-minecraft"
1122 + ],
1123 + "license": "MIT",
1124 + "url": "https://github.com/Satomoit/LCE-Emerald-Launcher"
1125 + },
1126 + {
1127 + "name": "FigMirror",
1128 + "owner": "VILA-Lab",
1129 + "full_name": "VILA-Lab/FigMirror",
1130 + "description": "An Automated AI Agent Tool for Plotting Your Data in Any Paper's Figure Style.",
1131 + "language": "Python",
1132 + "stars": 257,
1133 + "forks": 15,
1134 + "created_at": "2026-05-22T13:37:03Z",
1135 + "topics": [
1136 + "agent",
1137 + "agent-skills",
1138 + "claude-code",
1139 + "codex",
1140 + "data-visualization",
1141 + "llm-agents",
1142 + "matplotlib",
1143 + "paper-figures",
1144 + "plotting",
1145 + "python",
1146 + "research-tools",
1147 + "scientific-visualization",
1148 + "skill"
1149 + ],
1150 + "license": null,
1151 + "url": "https://github.com/VILA-Lab/FigMirror"
1152 + },
1153 + {
1154 + "name": "ShadowCat",
1155 + "owner": "unprovable",
1156 + "full_name": "unprovable/ShadowCat",
1157 + "description": "Single file optical file transfer using a browser",
1158 + "language": "HTML",
1159 + "stars": 254,
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1161 + "created_at": "2026-05-22T11:02:33Z",
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1163 + "license": null,
1164 + "url": "https://github.com/unprovable/ShadowCat"
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1166 + {
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1168 + "owner": "md0070",
1169 + "full_name": "md0070/polymarket-trading-bot",
1170 + "description": "polymarket trading bot polymarket trading bot polymarket trading bot polymarket trading bot polymarket trading bot polymarket trading bot polymarket trading bot polymarket trading bot polymarket trading bot polymarket trading bot polymarket trading bot polymarket trading bot polymarket trading bot polymarket trading bot polymarket trading bot",
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1177 + "arbitrage-trading-bot",
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1185 + "url": "https://github.com/md0070/polymarket-trading-bot"
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1187 + {
1188 + "name": "DarkGPT",
1189 + "owner": "Jawaz-Keyzor",
1190 + "full_name": "Jawaz-Keyzor/DarkGPT",
1191 + "description": "Unrestricted ChatGPT client with built-in jailbreak presets, web interface, and streaming API. No content filters, no refusals, no ethical blocks. Open source.",
1192 + "language": "Python",
1193 + "stars": 250,
1194 + "forks": 210,
1195 + "created_at": "2026-05-21T19:57:34Z",
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1198 + "darkgpt",
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1200 + "unrestricted-chatgpt"
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1203 + "url": "https://github.com/Jawaz-Keyzor/DarkGPT"
1204 + },
1205 + {
1206 + "name": "framedex",
1207 + "owner": "Simbastack-hq",
1208 + "full_name": "Simbastack-hq/framedex",
1209 + "description": "Framedex — a queryable knowledge base for your video archive",
1210 + "language": "Python",
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1214 + "topics": [],
1215 + "license": "MIT",
1216 + "url": "https://github.com/Simbastack-hq/framedex"
1217 + },
1218 + {
1219 + "name": "DeepSeek-GUI",
1220 + "owner": "XingYu-Zhong",
1221 + "full_name": "XingYu-Zhong/DeepSeek-GUI",
1222 + "description": "AI agent workspace for DeepSeek models, with Code and Claw modes built into your application.",
1223 + "language": "TypeScript",
1224 + "stars": 242,
1225 + "forks": 14,
1226 + "created_at": "2026-05-21T13:22:06Z",
1227 + "topics": [],
1228 + "license": "MIT",
1229 + "url": "https://github.com/XingYu-Zhong/DeepSeek-GUI"
1230 + },
1231 + {
1232 + "name": "chatgpt-plus-automation-toolkit",
1233 + "owner": "hanyi0000",
1234 + "full_name": "hanyi0000/chatgpt-plus-automation-toolkit",
1235 + "description": "自动化完成 ChatGPT 账号注册、GoPay/PayPal 支付、OAuth 授权与 Session 导出，含 Windows 控制面板",
1236 + "language": "Python",
1237 + "stars": 239,
1238 + "forks": 70,
1239 + "created_at": "2026-05-21T17:04:35Z",
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1241 + "license": "MIT",
1242 + "url": "https://github.com/hanyi0000/chatgpt-plus-automation-toolkit"
1243 + },
1244 + {
1245 + "name": "Umbrella-HWID",
1246 + "owner": "Biplobsarker",
1247 + "full_name": "Biplobsarker/Umbrella-HWID",
1248 + "description": "hwid spoofer bypass pc , valorant vanguard ban fix, apex legends eac spoof, fivem cfx re unban tool, battleye registry cleaner. motherboard serial changer, mac address modifier, disk drive volume id clone, bios serial flash utility, permanent clean log files, windows 11 tpm bypass github, portable zip release, kernel driver level hook",
1249 + "language": "C#",
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1252 + "created_at": "2026-05-20T13:42:24Z",
1253 + "topics": [
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1255 + "browser-header-spoofing",
1256 + "device-spoofing",
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1258 + "dns-spoofing",
1259 + "game-spoofing",
1260 + "hardware-id-change",
1261 + "hardware-spoof-suite",
1262 + "link-spoofing",
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1264 + "mac-spoofing",
1265 + "packet-spoofing",
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1267 + "spoofcall",
1268 + "spoofer-hwid-premium",
1269 + "spoofer-tools",
1270 + "spoofing",
1271 + "spoofing-detection",
1272 + "system-anonymizer",
1273 + "unicode-spoof"
1274 + ],
1275 + "license": "MIT",
1276 + "url": "https://github.com/Biplobsarker/Umbrella-HWID"
1277 + },
1278 + {
1279 + "name": "polymarket-arbitrage-bot",
1280 + "owner": "PredictiveFlow-Labs",
1281 + "full_name": "PredictiveFlow-Labs/polymarket-arbitrage-bot",
1282 + "description": "polymarket arbitrage bot polymarket arbitrage bot polymarket arbitrage bot polymarket arbitrage bot polymarket arbitrage bot polymarket arbitrage bot polymarket arbitrage bot polymarket arbitrage bot polymarket arbitrage bot polymarket arbitrage bot polymarket arbitrage bot polymarket arbitrage bot polymarket arbitrage bot polymarket arbitrage bot ",
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1286 + "created_at": "2026-05-20T06:00:19Z",
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1289 + "polymarket-arbitrage-bot",
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1297 + "url": "https://github.com/PredictiveFlow-Labs/polymarket-arbitrage-bot"
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1299 + {
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1301 + "owner": "hypnguyen1209",
1302 + "full_name": "hypnguyen1209/offensive-claude",
1303 + "description": "Offensive security toolkit for Claude Code covering red team, exploit dev, AD attacks, EDR bypass, mobile pentest",
1304 + "language": "Shell",
1305 + "stars": 231,
1306 + "forks": 39,
1307 + "created_at": "2026-05-19T05:45:30Z",
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1310 + "claude-code-skills",
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1312 + "offensive-security",
1313 + "redteam"
1314 + ],
1315 + "license": null,
1316 + "url": "https://github.com/hypnguyen1209/offensive-claude"
1317 + },
1318 + {
1319 + "name": "yapsnap",
1320 + "owner": "kouhxp",
1321 + "full_name": "kouhxp/yapsnap",
1322 + "description": "Snap any video URL or audio file into plaintext. No GPU. No cloud. One command.",
1323 + "language": "Python",
1324 + "stars": 228,
1325 + "forks": 8,
1326 + "created_at": "2026-05-20T21:01:24Z",
1327 + "topics": [],
1328 + "license": "Apache-2.0",
1329 + "url": "https://github.com/kouhxp/yapsnap"
1330 + },
1331 + {
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1333 + "owner": "yui540",
1334 + "full_name": "yui540/comimi",
1335 + "description": "Open-source comic reader library for JS/TS",
1336 + "language": "TypeScript",
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1339 + "created_at": "2026-05-23T00:49:25Z",
1340 + "topics": [],
1341 + "license": "MIT",
1342 + "url": "https://github.com/yui540/comimi"
1343 + },
1344 + {
1345 + "name": "Lossless-Scaling",
1346 + "owner": "resonancegnatassess",
1347 + "full_name": "resonancegnatassess/Lossless-Scaling",
1348 + "description": "Powerful upscaling and frame generation tool with LSFG technology for sharper visuals and higher FPS. One-command install.",
1349 + "language": "Python",
1350 + "stars": 228,
1351 + "forks": 0,
1352 + "created_at": "2026-05-23T00:03:21Z",
1353 + "topics": [
1354 + "crimson-desert-lsfg",
1355 + "frame-generation",
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1357 + "lossless-compression",
1358 + "lossless-frame-generation",
1359 + "lossless-scaling",
1360 + "lossless-scaling-2026",
1361 + "lossless-scaling-isfg",
1362 + "lossless-scaling-pc",
1363 + "lossless-scaling-v3",
1364 + "lsfg-3",
1365 + "lsfg-ai-upscaling",
1366 + "lsfg-vk",
1367 + "optiscaler",
1368 + "upscale-tool"
1369 + ],
1370 + "license": "MIT",
1371 + "url": "https://github.com/resonancegnatassess/Lossless-Scaling"
1372 + },
1373 + {
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1375 + "owner": "jazzband",
1376 + "full_name": "jazzband/web3-devkit-cli",
1377 + "description": "Web3 DevKit is an open-source CLI that helps developers bootstrap dApps, generate smart contracts, test RPCs, manage wallets, deploy contracts, and monitor on-chain activity across EVM and Solana.",
1378 + "language": "TypeScript",
1379 + "stars": 223,
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1381 + "created_at": "2026-05-21T06:02:40Z",
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1401 + "url": "https://github.com/jazzband/web3-devkit-cli"
1402 + },
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1404 + "name": "PhantomKiller",
1405 + "owner": "redteamfortress",
1406 + "full_name": "redteamfortress/PhantomKiller",
1407 + "description": "Another BYOVD process killer. works on all EDR's. fully signed.",
1408 + "language": "C++",
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1411 + "created_at": "2026-05-19T07:00:59Z",
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1417 + "redteaming"
1418 + ],
1419 + "license": null,
1420 + "url": "https://github.com/redteamfortress/PhantomKiller"
1421 + },
1422 + {
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1424 + "owner": "Astraltenprosper",
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1426 + "description": "AI tool for generating uncensored images and videos (18+)",
1427 + "language": "Python",
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1429 + "forks": 7,
1430 + "created_at": "2026-05-23T22:55:11Z",
1431 + "topics": [
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1433 + "adult-videos",
1434 + "adults",
1435 + "adults-only",
1436 + "ai-video",
1437 + "ai-video-generation",
1438 + "ai-video-generator",
1439 + "ai-video-maker",
1440 + "nude-ai-generator-list",
1441 + "uncensored-ai-image-generator",
1442 + "uncensored-ai-video-generator",
1443 + "undress-ai-gen",
1444 + "unrestricted-ai"
1445 + ],
1446 + "license": "MIT",
1447 + "url": "https://github.com/Astraltenprosper/uncensored-ai-image-video-generator"
1448 + },
1449 + {
1450 + "name": "mg-Koyeb",
1451 + "owner": "zzzhhh1",
1452 + "full_name": "zzzhhh1/mg-Koyeb",
1453 + "description": "基于 Koyeb + Cloudflare Argo 隧道的 VLESS 安全单兵节点，详细纯小白视频教程，点击下方视频链接",
1454 + "language": "Shell",
1455 + "stars": 207,
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1457 + "created_at": "2026-05-21T02:41:43Z",
1458 + "topics": [],
1459 + "license": null,
1460 + "url": "https://github.com/zzzhhh1/mg-Koyeb"
1461 + },
1462 + {
1463 + "name": "NTE-cheat",
1464 + "owner": "LUPUL64348",
1465 + "full_name": "LUPUL64348/NTE-cheat",
1466 + "description": "nte Neverness To Everness cheat download pc auto fish ray tracing bot teleport esp speedhack macro script unlocker config windows 11",
1467 + "language": "C#",
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1471 + "topics": [
1472 + "cheato",
1473 + "cheeto",
1474 + "computer-vision",
1475 + "fishingbot",
1476 + "maaframework",
1477 + "macro",
1478 + "neverness-fishing",
1479 + "neverness-to-everness",
1480 + "neverness-to-everness-cheat",
1481 + "neverness-to-everness-software",
1482 + "nevernesstoeverness",
1483 + "nte",
1484 + "nte-auto-fish",
1485 + "nte-cheat",
1486 + "nte-ray-tracing",
1487 + "ok-nte",
1488 + "oknte",
1489 + "screen-recognition"
1490 + ],
1491 + "license": "MIT",
1492 + "url": "https://github.com/LUPUL64348/NTE-cheat"
1493 + },
1494 + {
1495 + "name": "markov-hedge-fund-method",
1496 + "owner": "jackson-video-resources",
1497 + "full_name": "jackson-video-resources/markov-hedge-fund-method",
1498 + "description": "Markov regime detection skill + one-shot install prompt + Pine indicator. Companion to Quant Series video 1. Framework by Roan (@RohOnChain).",
1499 + "language": "Python",
1500 + "stars": 200,
1501 + "forks": 120,
1502 + "created_at": "2026-05-19T14:22:02Z",
1503 + "topics": [],
1504 + "license": "NOASSERTION",
1505 + "url": "https://github.com/jackson-video-resources/markov-hedge-fund-method"
1506 + },
1507 + {
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1509 + "owner": "Polymarket-Trading-kit",
1510 + "full_name": "Polymarket-Trading-kit/crypto-trading-bot",
1511 + "description": "crypto trading bot crypto trading bot crypto trading bot crypto trading bot crypto trading bot crypto trading bot crypto trading bot crypto trading bot crypto trading bot crypto trading bot crypto trading bot crypto trading bot crypto trading bot crypto trading bot crypto trading bot crypto trading bot crypto trading bot crypto trading bot crypto",
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1514 + "forks": 1303,
1515 + "created_at": "2026-05-22T10:20:55Z",
1516 + "topics": [
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1518 + "polymarket-copytrading-bot",
1519 + "polymarket-sports-trading"
1520 + ],
1521 + "license": null,
1522 + "url": "https://github.com/Polymarket-Trading-kit/crypto-trading-bot"
1523 + },
1524 + {
1525 + "name": "webchat2api",
1526 + "owner": "zqbxdev",
1527 + "full_name": "zqbxdev/webchat2api",
1528 + "description": "OpenAI-compatible Web Chat API proxy with GPT/Grok account management",
1529 + "language": "Python",
1530 + "stars": 196,
1531 + "forks": 44,
1532 + "created_at": "2026-05-21T05:12:52Z",
1533 + "topics": [],
1534 + "license": "MIT",
1535 + "url": "https://github.com/zqbxdev/webchat2api"
1536 + },
1537 + {
1538 + "name": "sports-trading-bot",
1539 + "owner": "Polymarket-Trading-kit",
1540 + "full_name": "Polymarket-Trading-kit/sports-trading-bot",
1541 + "description": "sports trading bot on polymarket sports trading bot on polymarket sports trading bot on polymarket sports trading bot on polymarket sports trading bot on polymarket sports trading bot on polymarket sports trading bot on polymarket sports trading bot on polymarket sports trading bot on polymarket sports trading bot on polymarket sports trading bot",
1542 + "language": "TypeScript",
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1545 + "created_at": "2026-05-22T10:15:51Z",
1546 + "topics": [
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1548 + "polymarket-arbitrage-bot",
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1551 + ],
1552 + "license": null,
1553 + "url": "https://github.com/Polymarket-Trading-kit/sports-trading-bot"
1554 + },
1555 + {
1556 + "name": "gepa-viz",
1557 + "owner": "modaic-ai",
1558 + "full_name": "modaic-ai/gepa-viz",
1559 + "description": "Interactive live visualizer for gepa runs",
1560 + "language": "TypeScript",
1561 + "stars": 194,
1562 + "forks": 15,
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1625 + ],
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1628 + },
1629 + {
1630 + "name": "Windows-Xbox-Mode",
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1651 + "xbox-game-pass",
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1661 + },
1662 + {
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1692 + },
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1697 + "description": "peace best audio equalizer apo app pc windows 11 spotify download audio sound booster bass boost headphones gaming preset config profile realtek parametric eq gui",
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1711 + "parametric-equalizer"
1712 + ],
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1714 + "url": "https://github.com/Boob025/peace-equalizer-APO"
1715 + },
1716 + {
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1728 + },
1729 + {
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1744 + ],
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1747 + },
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1911 + "description": "No Kings — see who owns the site you're browsing BlackRock, Vanguard, and State Street show up on almost every major company's shareholder list. No Kings maps the website in your active tab to its parent company and shows how much the \"Big Three\" index-fund giants hold — plus who actually has voting control when it isn't them. ",
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1918 + "url": "https://github.com/Frank-Masciopinto/no-kings"
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1974 + "full_name": "MariCarmen1971/solana-pumpfun-raydium-bundler",
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1994 + "owner": "thesammy26",
1995 + "full_name": "thesammy26/polymarket-arbitrage-bot",
1996 + "description": "Polymarket trading bot Polymarket trading bot Polymarket trading bot Polymarket trading bot Polymarket trading bot Polymarket trading bot Polymarket trading bot Polymarket trading bot Polymarket trading bot Polymarket trading bot Polymarket trading bot Polymarket trading bot Polymarket trading bot Polymarket trading bot polymarket trading bot bot",
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2028 + ],
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2030 + "url": "https://github.com/flaviodesa/polymarket-copy-trading-bot"
2031 + },
2032 + {
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2034 + "owner": "amet2901",
2035 + "full_name": "amet2901/asterdex-trading-bot",
2036 + "description": "Automated Crypto Trading Bot on Aster DEX",
2037 + "language": "TypeScript",
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2040 + "created_at": "2026-05-22T15:13:17Z",
2041 + "topics": [
2042 + "aster",
2043 + "aster-dex",
2044 + "bot",
2045 + "trading"
2046 + ],
2047 + "license": null,
2048 + "url": "https://github.com/amet2901/asterdex-trading-bot"
2049 + },
2050 + {
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2053 + "full_name": "bonny1220/solana-trading-bot",
2054 + "description": "solana trading bot solana bot solana trading bot solana bot solana trading bot solana bot solana trading bot solana bot solana trading bot solana bot solana trading bot solana bot solana trading bot solana bot solana trading bot solana bot solana trading bot solana bot solana trading bot solana bot solana trading bot solana bot solana trading bot",
2055 + "language": "TypeScript",
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2059 + "topics": [
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2061 + "nodejs",
2062 + "solana",
2063 + "solana-trade",
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2065 + "trading"
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2067 + "license": "MS-PL",
2068 + "url": "https://github.com/bonny1220/solana-trading-bot"
2069 + },
2070 + {
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2073 + "full_name": "Katbrink/polymarket-weather-trading-bot",
2074 + "description": "polymarket weather bot polymarket weather trading bot weather bot polymarket weather bot polymarket weather trading bot weather bot polymarket weather bot polymarket weather trading bot weather bot polymarket weather bot polymarket weather trading bot weather bot polymarket weather bot polymarket weather trading bot weather bot",
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2099 + "copy-trade",
2100 + "copytrade",
2101 + "polymarket",
2102 + "polymarket-trade",
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2105 + ],
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2107 + "url": "https://github.com/gokulgml/polymarket-copy-trading-bot"
2108 + },
2109 + {
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2111 + "owner": "LucaRatiu",
2112 + "full_name": "LucaRatiu/hyperliquid-trading-bot",
2113 + "description": "hyperliquid trading bot hyperliquid bot hyperliquid copytrading bot hyperliquid trading bot hyperliquid bot hyperliquid copytrading bot hyperliquid trading bot hyperliquid bot hyperliquid copytrading bot hyperliquid trading bot hyperliquid bot hyperliquid copytrading bot hyperliquid trading bot hyperliquid bot hyperliquid copytrading bot",
2114 + "language": "TypeScript",
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2116 + "forks": 1564,
2117 + "created_at": "2026-05-22T11:48:05Z",
2118 + "topics": [
2119 + "bot",
2120 + "hyperliquid",
2121 + "hyperliquid-dex",
2122 + "trading"
2123 + ],
2124 + "license": "Apache-2.0",
2125 + "url": "https://github.com/LucaRatiu/hyperliquid-trading-bot"
2126 + },
2127 + {
2128 + "name": "boris-prompts",
2129 + "owner": "LingyiChen-AI",
2130 + "full_name": "LingyiChen-AI/boris-prompts",
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2132 + "language": null,
2133 + "stars": 134,
2134 + "forks": 15,
2135 + "created_at": "2026-05-21T10:11:51Z",
2136 + "topics": [],
2137 + "license": null,
2138 + "url": "https://github.com/LingyiChen-AI/boris-prompts"
2139 + },
2140 + {
2141 + "name": "recaptcha",
2142 + "owner": "elyelysiox",
2143 + "full_name": "elyelysiox/recaptcha",
2144 + "description": "Documentation and reverse engineering of reCAPTCHA",
2145 + "language": "JavaScript",
2146 + "stars": 132,
2147 + "forks": 18,
2148 + "created_at": "2026-05-22T05:26:53Z",
2149 + "topics": [],
2150 + "license": null,
2151 + "url": "https://github.com/elyelysiox/recaptcha"
2152 + },
2153 + {
2154 + "name": "T2I-L2P",
2155 + "owner": "TencentYoutuResearch",
2156 + "full_name": "TencentYoutuResearch/T2I-L2P",
2157 + "description": "Code for \"L2P: Unlocking Latent Potential for Pixel Generation\"",
2158 + "language": "Python",
2159 + "stars": 130,
2160 + "forks": 6,
2161 + "created_at": "2026-05-22T03:33:26Z",
2162 + "topics": [],
2163 + "license": null,
2164 + "url": "https://github.com/TencentYoutuResearch/T2I-L2P"
2165 + },
2166 + {
2167 + "name": "OpenYSM",
2168 + "owner": "OpenYSMDev",
2169 + "full_name": "OpenYSMDev/OpenYSM",
2170 + "description": "A mod that modifies the vanilla player model",
2171 + "language": "Java",
2172 + "stars": 127,
2173 + "forks": 6,
2174 + "created_at": "2026-05-20T13:31:18Z",
2175 + "topics": [],
2176 + "license": "MIT",
2177 + "url": "https://github.com/OpenYSMDev/OpenYSM"
2178 + },
2179 + {
2180 + "name": "lcb-baker-agent",
2181 + "owner": "chefkannofriend-source",
2182 + "full_name": "chefkannofriend-source/lcb-baker-agent",
2183 + "description": "Claude Code subagent for pastry recipe lookup and Baker's Percentage calculation",
2184 + "language": "Python",
2185 + "stars": 123,
2186 + "forks": 33,
2187 + "created_at": "2026-05-22T05:07:44Z",
2188 + "topics": [],
2189 + "license": "MIT",
2190 + "url": "https://github.com/chefkannofriend-source/lcb-baker-agent"
2191 + },
2192 + {
2193 + "name": "vpnhostinglist",
2194 + "owner": "internetkafe",
2195 + "full_name": "internetkafe/vpnhostinglist",
2196 + "description": "vps hosting list / список ссылок на vps хостинги | RemnaWave / 3X-UI / MarzBan / PasarGuard",
2197 + "language": null,
2198 + "stars": 123,
2199 + "forks": 4,
2200 + "created_at": "2026-05-20T04:31:43Z",
2201 + "topics": [
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2203 + "marzban",
2204 + "remnawave"
2205 + ],
2206 + "license": "GPL-3.0",
2207 + "url": "https://github.com/internetkafe/vpnhostinglist"
2208 + },
2209 + {
2210 + "name": "engram",
2211 + "owner": "NanoFlow-io",
2212 + "full_name": "NanoFlow-io/engram",
2213 + "description": "🧠 Hybrid long-term memory plugin for OpenClaw agents — SQLite+FTS5 for structured facts, LanceDB for semantic recall",
2214 + "language": "TypeScript",
2215 + "stars": 119,
2216 + "forks": 0,
2217 + "created_at": "2026-05-20T19:14:42Z",
2218 + "topics": [
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2220 + "embeddings",
2221 + "lancedb",
2222 + "memory",
2223 + "openclaw",
2224 + "rag",
2225 + "sqlite",
2226 + "typescript"
2227 + ],
2228 + "license": "MIT",
2229 + "url": "https://github.com/NanoFlow-io/engram"
2230 + },
2231 + {
2232 + "name": "PhysX-Omni",
2233 + "owner": "physx-omni",
2234 + "full_name": "physx-omni/PhysX-Omni",
2235 + "description": "PhysX-Omni: Unified Simulation-Ready Physical 3D Generation for Rigid, Deformable, and Articulated Objects",
2236 + "language": "Jupyter Notebook",
2237 + "stars": 119,
2238 + "forks": 1,
2239 + "created_at": "2026-05-20T05:45:58Z",
2240 + "topics": [
2241 + "3d",
2242 + "image-to-3d",
2243 + "physical-modeling"
2244 + ],
2245 + "license": "NOASSERTION",
2246 + "url": "https://github.com/physx-omni/PhysX-Omni"
2247 + },
2248 + {
2249 + "name": "OpenMobius-skill",
2250 + "owner": "MobiusQuant",
2251 + "full_name": "MobiusQuant/OpenMobius-skill",
2252 + "description": "ICT/SMC trading-knowledge skill for AI coding agents (Claude Code / Codex / OpenClaw / Hermes)",
2253 + "language": "Python",
2254 + "stars": 118,
2255 + "forks": 16,
2256 + "created_at": "2026-05-19T15:59:23Z",
2257 + "topics": [],
2258 + "license": null,
2259 + "url": "https://github.com/MobiusQuant/OpenMobius-skill"
2260 + },
2261 + {
2262 + "name": "Valorant-External-Assistant-2026",
2263 + "owner": "Jawaz-Keyzor",
2264 + "full_name": "Jawaz-Keyzor/Valorant-External-Assistant-2026",
2265 + "description": "External gameplay overlay for Valorant. Provides visual assistance through radar ESP and sound indicators. Works via secondary display capture — no injection, no memory access. Educational project for studying rendering overlays and computer vision techniques.",
2266 + "language": null,
2267 + "stars": 114,
2268 + "forks": 105,
2269 + "created_at": "2026-05-21T21:41:52Z",
2270 + "topics": [
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2272 + "educational-rendering",
2273 + "tactical-overlay",
2274 + "valorant-overlay",
2275 + "valorant-tool",
2276 + "visual-indicator",
2277 + "windows-11"
2278 + ],
2279 + "license": "MIT",
2280 + "url": "https://github.com/Jawaz-Keyzor/Valorant-External-Assistant-2026"
2281 + },
2282 + {
2283 + "name": "Image-Studio",
2284 + "owner": "RoseKhlifa",
2285 + "full_name": "RoseKhlifa/Image-Studio",
2286 + "description": "开源image2调用图像生成/编辑桌面客户端 · SSE 流式保活,兼容 Cloudflare 524/504 超时截断 · Wails (Go + React/TS) · 数据 100% 本地",
2287 + "language": "TypeScript",
2288 + "stars": 109,
2289 + "forks": 8,
2290 + "created_at": "2026-05-19T05:06:52Z",
2291 + "topics": [],
2292 + "license": "MIT",
2293 + "url": "https://github.com/RoseKhlifa/Image-Studio"
2294 + },
2295 + {
2296 + "name": "openteam",
2297 + "owner": "afumu",
2298 + "full_name": "afumu/openteam",
2299 + "description": "A Chrome extension for orchestrating local AI-agent team workflows across web AI services.",
2300 + "language": "TypeScript",
2301 + "stars": 107,
2302 + "forks": 31,
2303 + "created_at": "2026-05-20T11:38:33Z",
2304 + "topics": [],
2305 + "license": "NOASSERTION",
2306 + "url": "https://github.com/afumu/openteam"
2307 + },
2308 + {
2309 + "name": "ASCII-Aquarium",
2310 + "owner": "POWER-PILL",
2311 + "full_name": "POWER-PILL/ASCII-Aquarium",
2312 + "description": "ASCII Aquarium turns your Cheap Yellow Display into an tiny animated ASCII fish tank. It renders a live aquarium scene with animated fish, bubbles, swaying seaweed, tap-to-feed food flakes, occasional octopus & seahorse visitors, selectable backgrounds, preferences, optional Wi-Fi clock sync, & More!",
2313 + "language": "C++",
2314 + "stars": 98,
2315 + "forks": 5,
2316 + "created_at": "2026-05-20T14:44:01Z",
2317 + "topics": [
2318 + "3d-printing",
2319 + "arduino",
2320 + "ascii-art",
2321 + "ascii-art-generator",
2322 + "ascii-graphics",
2323 + "cheap-yellow-display",
2324 + "cyd",
2325 + "esp-web-tools",
2326 + "esp32",
2327 + "ili9341",
2328 + "makerworld",
2329 + "powerpill",
2330 + "tft-espi",
2331 + "xpt2046"
2332 + ],
2333 + "license": null,
2334 + "url": "https://github.com/POWER-PILL/ASCII-Aquarium"
2335 + },
2336 + {
2337 + "name": "Code-as-Room",
2338 + "owner": "YxuanAr",
2339 + "full_name": "YxuanAr/Code-as-Room",
2340 + "description": "A MLLM-based agentic system converts a single room image into executable Blender code for 3D room reconstruction.",
2341 + "language": "Python",
2342 + "stars": 98,
2343 + "forks": 4,
2344 + "created_at": "2026-05-19T04:59:18Z",
2345 + "topics": [],
2346 + "license": "Apache-2.0",
2347 + "url": "https://github.com/YxuanAr/Code-as-Room"
2348 + },
2349 + {
2350 + "name": "captcha-solver",
2351 + "owner": "clawdbrunner",
2352 + "full_name": "clawdbrunner/captcha-solver",
2353 + "description": "CAPTCHA solver: CloakBrowser prevention + 2Captcha/CapSolver fallback. 30+ types supported.",
2354 + "language": "Python",
2355 + "stars": 98,
2356 + "forks": 8,
2357 + "created_at": "2026-05-20T20:22:52Z",
2358 + "topics": [],
2359 + "license": null,
2360 + "url": "https://github.com/clawdbrunner/captcha-solver"
2361 + },
2362 + {
2363 + "name": "lofisu-identity-engine",
2364 + "owner": "zclllyybb",
2365 + "full_name": "zclllyybb/lofisu-identity-engine",
2366 + "description": "卖课，卖课，还是tmd卖课！",
2367 + "language": null,
2368 + "stars": 97,
2369 + "forks": 3,
2370 + "created_at": "2026-05-24T06:04:40Z",
2371 + "topics": [
2372 + "marketing"
2373 + ],
2374 + "license": null,
2375 + "url": "https://github.com/zclllyybb/lofisu-identity-engine"
2376 + },
2377 + {
2378 + "name": "ARIS-in-AI-Offer",
2379 + "owner": "wanshuiyin",
2380 + "full_name": "wanshuiyin/ARIS-in-AI-Offer",
2381 + "description": "Bilingual ML / LLM / multimodal / diffusion / agent / generative-model interview cheat sheets (秋招经验手册) — single-file HTML reads anywhere on phone, iPad, and laptop — auto-generated by the ARIS /render-html workflow 🌱",
2382 + "language": "Python",
2383 + "stars": 97,
2384 + "forks": 6,
2385 + "created_at": "2026-05-19T04:51:36Z",
2386 + "topics": [
2387 + "ai-interview",
2388 + "aris",
2389 + "autumn-recruiting",
2390 + "cheatsheet",
2391 + "chinese",
2392 + "claude-code",
2393 + "deep-learning",
2394 + "diffusion",
2395 + "flow-matching",
2396 + "interview-prep",
2397 + "llm",
2398 + "machine-learning",
2399 + "moe",
2400 + "nerf",
2401 + "pytorch",
2402 + "quantization",
2403 + "rlhf",
2404 + "transformer",
2405 + "video-generation",
2406 + "vision-language-model"
2407 + ],
2408 + "license": "MIT",
2409 + "url": "https://github.com/wanshuiyin/ARIS-in-AI-Offer"
2410 + },
2411 + {
2412 + "name": "chatgpt-session-forge",
2413 + "owner": "maowuzz",
2414 + "full_name": "maowuzz/chatgpt-session-forge",
2415 + "description": "ChatGPT 会话管理与 CPA/sub2api/Cockpit 导出工具 / Local ChatGPT session manager and CPA/sub2api/Cockpit exporter",
2416 + "language": "JavaScript",
2417 + "stars": 97,
2418 + "forks": 25,
2419 + "created_at": "2026-05-24T01:13:06Z",
2420 + "topics": [],
2421 + "license": null,
2422 + "url": "https://github.com/maowuzz/chatgpt-session-forge"
2423 + },
2424 + {
2425 + "name": "directional-prompting",
2426 + "owner": "kingbootoshi",
2427 + "full_name": "kingbootoshi/directional-prompting",
2428 + "description": "Outcome-first plus directional language. A two-layer skill for writing prompts, agent directives, and skill descriptions. Works in Claude Code and Codex CLI.",
2429 + "language": null,
2430 + "stars": 96,
2431 + "forks": 8,
2432 + "created_at": "2026-05-21T08:40:18Z",
2433 + "topics": [],
2434 + "license": "MIT",
2435 + "url": "https://github.com/kingbootoshi/directional-prompting"
2436 + },
2437 + {
2438 + "name": "auth.md",
2439 + "owner": "workos",
2440 + "full_name": "workos/auth.md",
2441 + "description": "An open protocol that lets agents register for services on behalf of users — discoverable through a Markdown file at your domain.",
2442 + "language": "TypeScript",
2443 + "stars": 94,
2444 + "forks": 3,
2445 + "created_at": "2026-05-20T19:13:30Z",
2446 + "topics": [],
2447 + "license": "MIT",
2448 + "url": "https://github.com/workos/auth.md"
2449 + },
2450 + {
2451 + "name": "CLR-Stomp",
2452 + "owner": "nettitude",
2453 + "full_name": "nettitude/CLR-Stomp",
2454 + "description": ".NET CLR-Stomping",
2455 + "language": "C",
2456 + "stars": 93,
2457 + "forks": 17,
2458 + "created_at": "2026-05-20T12:25:37Z",
2459 + "topics": [
2460 + "beacon",
2461 + "beacon-object-file",
2462 + "bof",
2463 + "cobalt-strike",
2464 + "execute-assembly",
2465 + "red-team",
2466 + "red-team-tools",
2467 + "redteam",
2468 + "redteaming"
2469 + ],
2470 + "license": null,
2471 + "url": "https://github.com/nettitude/CLR-Stomp"
2472 + },
2473 + {
2474 + "name": "PiD",
2475 + "owner": "nv-tlabs",
2476 + "full_name": "nv-tlabs/PiD",
2477 + "description": "PiD: Fast and High-Resolution Latent Decoding with Pixel Diffusion",
2478 + "language": "Python",
2479 + "stars": 93,
2480 + "forks": 3,
2481 + "created_at": "2026-05-21T00:22:20Z",
2482 + "topics": [
2483 + "diffusion-decoder",
2484 + "pixel-diffusion"
2485 + ],
2486 + "license": "NOASSERTION",
2487 + "url": "https://github.com/nv-tlabs/PiD"
2488 + },
2489 + {
2490 + "name": "cloudsail",
2491 + "owner": "nkzw-tech",
2492 + "full_name": "nkzw-tech/cloudsail",
2493 + "description": "Self-hosted instant sandboxes for coding agents on Cloudflare.",
2494 + "language": "TypeScript",
2495 + "stars": 90,
2496 + "forks": 4,
2497 + "created_at": "2026-05-22T13:26:11Z",
2498 + "topics": [],
2499 + "license": "MIT",
2500 + "url": "https://github.com/nkzw-tech/cloudsail"
2501 + },
2502 + {
2503 + "name": "OSCAR",
2504 + "owner": "FutureMLS-Lab",
2505 + "full_name": "FutureMLS-Lab/OSCAR",
2506 + "description": "OSCAR: Offline Spectral Covariance-Aware Rotation for 2-bit KV Cache Quantization",
2507 + "language": "Python",
2508 + "stars": 90,
2509 + "forks": 12,
2510 + "created_at": "2026-05-19T10:02:36Z",
2511 + "topics": [],
2512 + "license": null,
2513 + "url": "https://github.com/FutureMLS-Lab/OSCAR"
2514 + },
2515 + {
2516 + "name": "Polymarket-Automated-Trading-Bot",
2517 + "owner": "hotaku76",
2518 + "full_name": "hotaku76/Polymarket-Automated-Trading-Bot",
2519 + "description": "Automated trading bot for Polymarket prediction markets. Supports 4 strategies, optional AI integration, and full risk management.",
2520 + "language": "TypeScript",
2521 + "stars": 89,
2522 + "forks": 2,
2523 + "created_at": "2026-05-24T18:00:17Z",
2524 + "topics": [
2525 + "5min",
2526 + "arbitrage",
2527 + "bot",
2528 + "kalshi",
2529 + "polymarket",
2530 + "polymarket-5min-bot",
2531 + "polymarket-arbitrae-trading-bot",
2532 + "polymarket-btc-arbitrage-bot",
2533 + "polymarket-trading-bot",
2534 + "polymarket-trading-bot-strategies",
2535 + "trading"
2536 + ],
2537 + "license": null,
2538 + "url": "https://github.com/hotaku76/Polymarket-Automated-Trading-Bot"
2539 + },
2540 + {
2541 + "name": "ShiroKhorshidScanner",
2542 + "owner": "mwhammadrezss",
2543 + "full_name": "mwhammadrezss/ShiroKhorshidScanner",
2544 + "description": "Shir Khorshid MidONe Scanner v6.1 🦁 یک اسکنر فوق‌پیشرفته، سریع و چندرشته‌ای (Multi-threaded) پایتون برای سنجش کیفیت، پایداری و پهنای باند واقعی آی‌پی‌های تمیز (Clean IPs) جهت استفاده در پنل‌ها و کانفیگ‌های شیر خورشید و V2Ray.",
2545 + "language": "Python",
2546 + "stars": 88,
2547 + "forks": 10,
2548 + "created_at": "2026-05-21T10:03:11Z",
2549 + "topics": [],
2550 + "license": null,
2551 + "url": "https://github.com/mwhammadrezss/ShiroKhorshidScanner"
2552 + },
2553 + {
2554 + "name": "qiaomu-userscripts",
2555 + "owner": "joeseesun",
2556 + "full_name": "joeseesun/qiaomu-userscripts",
2557 + "description": "Tampermonkey userscripts for WeChat, Douyin, and X content workflows",
2558 + "language": "JavaScript",
2559 + "stars": 87,
2560 + "forks": 10,
2561 + "created_at": "2026-05-19T16:12:42Z",
2562 + "topics": [
2563 + "douyin",
2564 + "productivity",
2565 + "tampermonkey",
2566 + "userscript",
2567 + "userscripts",
2568 + "wechat",
2569 + "x",
2570 + "xiaohongshu"
2571 + ],
2572 + "license": "MIT",
2573 + "url": "https://github.com/joeseesun/qiaomu-userscripts"
2574 + },
2575 + {
2576 + "name": "taste",
2577 + "owner": "jaytel0",
2578 + "full_name": "jaytel0/taste",
2579 + "description": "Taste skill creation pipeline",
2580 + "language": "TypeScript",
2581 + "stars": 86,
2582 + "forks": 8,
2583 + "created_at": "2026-05-21T17:40:22Z",
2584 + "topics": [],
2585 + "license": null,
2586 + "url": "https://github.com/jaytel0/taste"
2587 + },
2588 + {
2589 + "name": "lockbit-rescue",
2590 + "owner": "Saddytech",
2591 + "full_name": "Saddytech/lockbit-rescue",
2592 + "description": "A toolkit for recovering files encrypted by LockBit 3.0 (\"Black\") ransomware without paying the ransom, by exploiting a known keystream-reuse weakness.",
2593 + "language": "Python",
2594 + "stars": 85,
2595 + "forks": 18,
2596 + "created_at": "2026-05-22T13:12:17Z",
2597 + "topics": [
2598 + "lockbit",
2599 + "ramsomware",
2600 + "ramsomware-recovery"
2601 + ],
2602 + "license": "MIT",
2603 + "url": "https://github.com/Saddytech/lockbit-rescue"
2604 + },
2605 + {
2606 + "name": "awesome-prompt",
2607 + "owner": "mrslimslim",
2608 + "full_name": "mrslimslim/awesome-prompt",
2609 + "description": "awesome-prompt",
2610 + "language": "JavaScript",
2611 + "stars": 84,
2612 + "forks": 15,
2613 + "created_at": "2026-05-20T14:49:13Z",
2614 + "topics": [],
2615 + "license": null,
2616 + "url": "https://github.com/mrslimslim/awesome-prompt"
2617 + },
2618 + {
2619 + "name": "NetMap",
2620 + "owner": "xoriin",
2621 + "full_name": "xoriin/NetMap",
2622 + "description": "NetMap is a self-hosted tool that gives you a proper overview of your home lab or small network. Map out your devices, track IPs, watch for things going down, and dig into firewall logs — all from one place, running on your own hardware.",
2623 + "language": "TypeScript",
2624 + "stars": 83,
2625 + "forks": 9,
2626 + "created_at": "2026-05-20T09:38:53Z",
2627 + "topics": [],
2628 + "license": "GPL-3.0",
2629 + "url": "https://github.com/xoriin/NetMap"
2630 + },
2631 + {
2632 + "name": "remotion-ad-video-skill",
2633 + "owner": "leosssvip-dot",
2634 + "full_name": "leosssvip-dot/remotion-ad-video-skill",
2635 + "description": "Create Remotion ad video projects from a URL with an AI coding agent, no video-generation AI required.",
2636 + "language": "JavaScript",
2637 + "stars": 82,
2638 + "forks": 8,
2639 + "created_at": "2026-05-19T11:56:23Z",
2640 + "topics": [],
2641 + "license": "MIT",
2642 + "url": "https://github.com/leosssvip-dot/remotion-ad-video-skill"
2643 + },
2644 + {
2645 + "name": "stainful",
2646 + "owner": "stainlu",
2647 + "full_name": "stainlu/stainful",
2648 + "description": "The open-source Stainless — point your existing stainless.yml at it and get the same idiomatic Python SDK. Zero migration. No SaaS.",
2649 + "language": "Python",
2650 + "stars": 82,
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2652 + "created_at": "2026-05-19T08:37:26Z",
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2858 + },
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2863 + "description": "Finding Bus Routes in Kolkata",
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2871 + },
2872 + {
2873 + "name": "handsets",
2874 + "owner": "elliotgao2",
2875 + "full_name": "elliotgao2/handsets",
2876 + "description": "A high-performance Android control CLI, built for agents and humans",
2877 + "language": "Rust",
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2883 + "android",
2884 + "cli",
2885 + "rust"
2886 + ],
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2889 + },
2890 + {
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2892 + "owner": "c4pt0r",
2893 + "full_name": "c4pt0r/pie",
2894 + "description": "Rust port of the pi agent harness — coding agent + LLM runtime stack",
2895 + "language": "Rust",
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2901 + "url": "https://github.com/c4pt0r/pie"
2902 + },
2903 + {
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2905 + "owner": "ringhyacinth",
2906 + "full_name": "ringhyacinth/hyacinth.im-site",
2907 + "description": "Public deploy artifact for the Ring Hyacinth 3D portfolio site.",
2908 + "language": "HTML",
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2912 + "topics": [],
2913 + "license": null,
2914 + "url": "https://github.com/ringhyacinth/hyacinth.im-site"
2915 + },
2916 + {
2917 + "name": "Todo-Tree-Next",
2918 + "owner": "real-Elysia886",
2919 + "full_name": "real-Elysia886/Todo-Tree-Next",
2920 + "description": "Modern rewrite of Todo Tree — TypeScript + Rust architecture for blazing-fast TODO scanning in VS Code",
2921 + "language": "JavaScript",
2922 + "stars": 67,
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2924 + "created_at": "2026-05-23T09:33:41Z",
2925 + "topics": [],
2926 + "license": "NOASSERTION",
2927 + "url": "https://github.com/real-Elysia886/Todo-Tree-Next"
2928 + },
2929 + {
2930 + "name": "1688-cowboy",
2931 + "owner": "next-1688",
2932 + "full_name": "next-1688/1688-cowboy",
2933 + "description": "接待助手 Skill。商家在牛顿端的对话入口，负责招聘接待助手、查看工作日报、解读接待数据、培训知识库；调整接待范围 / 暂停接待统一跳转到管理页面。 接待助手是平台预设的 AI 业务员，名字固定为「接待助手」，不可修改。 触发词：接待助手、业务员、招聘、招接待助手、看日报、接待、转人工、培训、知识库、待完善、调接待范围、改买家等级、改 L 等级、暂停接待、恢复接待、管理接待助手、配触达。",
2934 + "language": "Python",
2935 + "stars": 67,
2936 + "forks": 0,
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2938 + "topics": [],
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2940 + "url": "https://github.com/next-1688/1688-cowboy"
2941 + },
2942 + {
2943 + "name": "ai-desk-card",
2944 + "owner": "op7418",
2945 + "full_name": "op7418/ai-desk-card",
2946 + "description": "桌面 AI 副屏 Skill：M5Paper 墨水屏 + AI Agent 推送 widget。装 Skill 后由 Agent 自动引导烧固件、配 Wi-Fi、推送内容。本地运行、无云依赖。",
2947 + "language": "Python",
2948 + "stars": 65,
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2951 + "topics": [
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2953 + "ai-skill",
2954 + "ambient-display",
2955 + "claude-code",
2956 + "codex",
2957 + "dashboard",
2958 + "desk-card",
2959 + "e-ink",
2960 + "esp32",
2961 + "glanceable-display",
2962 + "m5paper",
2963 + "secondary-display",
2964 + "skill",
2965 + "skills"
2966 + ],
2967 + "license": "NOASSERTION",
2968 + "url": "https://github.com/op7418/ai-desk-card"
2969 + },
2970 + {
2971 + "name": "graphglyph",
2972 + "owner": "Tenobrus",
2973 + "full_name": "Tenobrus/graphglyph",
2974 + "description": "Encode text as reversible unit-distance graph images",
2975 + "language": "Python",
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2979 + "topics": [],
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2981 + "url": "https://github.com/Tenobrus/graphglyph"
2982 + },
2983 + {
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2985 + "owner": "Tartarus-AI",
2986 + "full_name": "Tartarus-AI/tartarusai-cli",
2987 + "description": "Uncensored AI coding agent in your terminal. Does the work, skips the sermon. 256K context, crypto-only billing, no card on file.",
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2994 + "ai",
2995 + "chatgpt-alternative",
2996 + "claude-alternative",
2997 + "cli",
2998 + "coding-agent",
2999 + "crypto-payments",
3000 + "developer-tools",
3001 + "infosec",
3002 + "llm",
3003 + "opencode",
3004 + "opencode-fork",
3005 + "privacy",
3006 + "security-research",
3007 + "tartarusai",
3008 + "terminal",
3009 + "tui",
3010 + "uncensored",
3011 + "uncensored-ai",
3012 + "uncensored-llm"
3013 + ],
3014 + "license": "MIT",
3015 + "url": "https://github.com/Tartarus-AI/tartarusai-cli"
3016 + },
3017 + {
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3019 + "owner": "guowang23333",
3020 + "full_name": "guowang23333/kiro-pro-batch",
3021 + "description": "Kiro Pro/Pro+ 批量订阅自动化工具，支持 GitHub/Google/AWS Builder ID 登录 + Stripe 自动支付",
3022 + "language": "JavaScript",
3023 + "stars": 64,
3024 + "forks": 49,
3025 + "created_at": "2026-05-20T02:34:56Z",
3026 + "topics": [],
3027 + "license": null,
3028 + "url": "https://github.com/guowang23333/kiro-pro-batch"
3029 + },
3030 + {
3031 + "name": "ComplyKit",
3032 + "owner": "StuckInTheNet",
3033 + "full_name": "StuckInTheNet/ComplyKit",
3034 + "description": "VS Code extension that checks your code for GDPR & CCPA compliance issues in real-time",
3035 + "language": "TypeScript",
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3038 + "created_at": "2026-05-22T21:24:03Z",
3039 + "topics": [],
3040 + "license": "MIT",
3041 + "url": "https://github.com/StuckInTheNet/ComplyKit"
3042 + },
3043 + {
3044 + "name": "MindMate-AI",
3045 + "owner": "joeancilin",
3046 + "full_name": "joeancilin/MindMate-AI",
3047 + "description": "AI-powered mental wellness platform built with React, FastAPI, PostgreSQL, and Claude AI.",
3048 + "language": "JavaScript",
3049 + "stars": 63,
3050 + "forks": 0,
3051 + "created_at": "2026-05-24T05:59:18Z",
3052 + "topics": [],
3053 + "license": null,
3054 + "url": "https://github.com/joeancilin/MindMate-AI"
3055 + },
3056 + {
3057 + "name": "kiro.rs",
3058 + "owner": "ZyphrZero",
3059 + "full_name": "ZyphrZero/kiro.rs",
3060 + "description": "A Kiro Client in Rust",
3061 + "language": "Rust",
3062 + "stars": 62,
3063 + "forks": 9,
3064 + "created_at": "2026-05-21T02:44:07Z",
3065 + "topics": [],
3066 + "license": "MIT",
3067 + "url": "https://github.com/ZyphrZero/kiro.rs"
3068 + },
3069 + {
3070 + "name": "tg-watchbot",
3071 + "owner": "GongyiChuren",
3072 + "full_name": "GongyiChuren/tg-watchbot",
3073 + "description": "Tg-Watchbot：Telegram 双向对话 Bot + 网页关键词推送 + 可视化面板",
3074 + "language": "Python",
3075 + "stars": 62,
3076 + "forks": 10,
3077 + "created_at": "2026-05-20T07:35:59Z",
3078 + "topics": [],
3079 + "license": "MIT",
3080 + "url": "https://github.com/GongyiChuren/tg-watchbot"
3081 + },
3082 + {
3083 + "name": "tmux.expose",
3084 + "owner": "cesarferreira",
3085 + "full_name": "cesarferreira/tmux.expose",
3086 + "description": "Mission Control-style tmux session switcher with live terminal previews",
3087 + "language": "Rust",
3088 + "stars": 61,
3089 + "forks": 1,
3090 + "created_at": "2026-05-19T17:49:56Z",
3091 + "topics": [],
3092 + "license": "MIT",
3093 + "url": "https://github.com/cesarferreira/tmux.expose"
3094 + },
3095 + {
3096 + "name": "OpenPixel-RPG",
3097 + "owner": "tensor2023",
3098 + "full_name": "tensor2023/OpenPixel-RPG",
3099 + "description": "AI-powered UGC pixel-art JRPG: input any address or photo, describe a style, and get a complete interactive world with AI-generated local NPCs.",
3100 + "language": "TypeScript",
3101 + "stars": 61,
3102 + "forks": 7,
3103 + "created_at": "2026-05-21T08:51:14Z",
3104 + "topics": [],
3105 + "license": null,
3106 + "url": "https://github.com/tensor2023/OpenPixel-RPG"
3107 + },
3108 + {
3109 + "name": "PiggyPhone.JJ-STAR",
3110 + "owner": "lw0129-jj",
3111 + "full_name": "lw0129-jj/PiggyPhone.JJ-STAR",
3112 + "description": "猪猪小手机，最新版哦！请大家看准这个链接下载，谢谢啦。很荣幸能得到大家的喜欢，希望大家前途似海。PiggyPhone, the latest version! Please look for this link to download. Thank you very much. It's a great honor to be liked by all of you. I hope your future will be as bright as the sea.",
3113 + "language": "HTML",
3114 + "stars": 60,
3115 + "forks": 6,
3116 + "created_at": "2026-05-20T13:57:53Z",
3117 + "topics": [],
3118 + "license": "MIT",
3119 + "url": "https://github.com/lw0129-jj/PiggyPhone.JJ-STAR"
3120 + },
3121 + {
3122 + "name": "ClickLight",
3123 + "owner": "aurorascharff",
3124 + "full_name": "aurorascharff/ClickLight",
3125 + "description": "A macOS menu bar app that highlights your clicks for demos, recordings, UX reviews, and better click visibility.",
3126 + "language": "Swift",
3127 + "stars": 60,
3128 + "forks": 6,
3129 + "created_at": "2026-05-24T12:09:24Z",
3130 + "topics": [],
3131 + "license": "MIT",
3132 + "url": "https://github.com/aurorascharff/ClickLight"
3133 + },
3134 + {
3135 + "name": "helpline",
3136 + "owner": "coleam00",
3137 + "full_name": "coleam00/helpline",
3138 + "description": "Demonstration codebase for building the AI Layer (CLAUDE.md hierarchy, hooks, skills, LSP, MCP, plugin) — companion repo for the 'How Claude Code works in large codebases' video.",
3139 + "language": "Python",
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4002 + "qwen"
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4018 + "ai-agent",
4019 + "ai-agents",
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4035 + "url": "https://github.com/NousResearch/hermes-agent"
4036 + },
4037 + {
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4039 + "owner": "yt-dlp",
4040 + "full_name": "yt-dlp/yt-dlp",
4041 + "description": "A feature-rich command-line audio/video downloader",
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4049 + "python",
4050 + "sponsorblock",
4051 + "youtube-dl",
4052 + "youtube-downloader",
4053 + "yt-dlp"
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4055 + "license": "Unlicense",
4056 + "url": "https://github.com/yt-dlp/yt-dlp"
4057 + },
4058 + {
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4062 + "description": "The open source coding agent.",
4063 + "language": "TypeScript",
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4066 + "created_at": "2025-04-30T20:08:00Z",
4067 + "topics": [],
4068 + "license": "MIT",
4069 + "url": "https://github.com/anomalyco/opencode"
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4075 + "description": "f.k.a. Awesome ChatGPT Prompts. Share, discover, and collect prompts from the community. Free and open source — self-host for your organization with complete privacy.",
4076 + "language": "HTML",
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4097 + "prompts-chat",
4098 + "typescript"
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4101 + "url": "https://github.com/f/prompts.chat"
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4103 + {
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4105 + "owner": "huggingface",
4106 + "full_name": "huggingface/transformers",
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4114 + "deep-learning",
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4121 + "model-hub",
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4123 + "nlp",
4124 + "pretrained-models",
4125 + "python",
4126 + "pytorch",
4127 + "pytorch-transformers",
4128 + "qwen",
4129 + "speech-recognition",
4130 + "transformer",
4131 + "vlm"
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4134 + "url": "https://github.com/huggingface/transformers"
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4137 + "name": "JavaGuide",
4138 + "owner": "Snailclimb",
4139 + "full_name": "Snailclimb/JavaGuide",
4140 + "description": "Java 面试 & 后端通用面试指南，覆盖计算机基础、数据库、分布式、高并发、系统设计与 AI 应用开发",
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4143 + "forks": 46136,
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4147 + "ai",
4148 + "context-engineering",
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4150 + "interview",
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4152 + "mcp",
4153 + "mysql",
4154 + "redis",
4155 + "redisson",
4156 + "skills",
4157 + "springai",
4158 + "system-design"
4159 + ],
4160 + "license": "Apache-2.0",
4161 + "url": "https://github.com/Snailclimb/JavaGuide"
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4163 + {
4164 + "name": "langflow",
4165 + "owner": "langflow-ai",
4166 + "full_name": "langflow-ai/langflow",
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4174 + "chatgpt",
4175 + "generative-ai",
4176 + "large-language-models",
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4178 + "react-flow"
4179 + ],
4180 + "license": "MIT",
4181 + "url": "https://github.com/langflow-ai/langflow"
4182 + },
4183 + {
4184 + "name": "dify",
4185 + "owner": "langgenius",
4186 + "full_name": "langgenius/dify",
4187 + "description": "Production-ready platform for agentic workflow development.",
4188 + "language": "TypeScript",
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4194 + "agentic-ai",
4195 + "agentic-framework",
4196 + "agentic-workflow",
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4206 + "nextjs",
4207 + "no-code",
4208 + "openai",
4209 + "orchestration",
4210 + "python",
4211 + "rag",
4212 + "workflow"
4213 + ],
4214 + "license": "NOASSERTION",
4215 + "url": "https://github.com/langgenius/dify"
4216 + },
4217 + {
4218 + "name": "scrcpy",
4219 + "owner": "Genymobile",
4220 + "full_name": "Genymobile/scrcpy",
4221 + "description": "Display and control your Android device",
4222 + "language": "C",
4223 + "stars": 142343,
4224 + "forks": 13132,
4225 + "created_at": "2017-11-21T18:00:27Z",
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4228 + "c",
4229 + "ffmpeg",
4230 + "libav",
4231 + "mirroring",
4232 + "recording",
4233 + "screen",
4234 + "sdl2"
4235 + ],
4236 + "license": "Apache-2.0",
4237 + "url": "https://github.com/Genymobile/scrcpy"
4238 + },
4239 + {
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4241 + "owner": "anthropics",
4242 + "full_name": "anthropics/skills",
4243 + "description": "Public repository for Agent Skills",
4244 + "language": "Python",
4245 + "stars": 140452,
4246 + "forks": 16597,
4247 + "created_at": "2025-09-22T15:53:31Z",
4248 + "topics": [
4249 + "agent-skills"
4250 + ],
4251 + "license": null,
4252 + "url": "https://github.com/anthropics/skills"
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4254 + {
4255 + "name": "next.js",
4256 + "owner": "vercel",
4257 + "full_name": "vercel/next.js",
4258 + "description": "The React Framework",
4259 + "language": "JavaScript",
4260 + "stars": 139589,
4261 + "forks": 31122,
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4266 + "compiler",
4267 + "components",
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4270 + "node",
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4272 + "server-rendering",
4273 + "ssg",
4274 + "static",
4275 + "static-site-generator",
4276 + "universal",
4277 + "vercel"
4278 + ],
4279 + "license": "MIT",
4280 + "url": "https://github.com/vercel/next.js"
4281 + },
4282 + {
4283 + "name": "open-webui",
4284 + "owner": "open-webui",
4285 + "full_name": "open-webui/open-webui",
4286 + "description": "User-friendly AI Interface (Supports Ollama, OpenAI API, ...)",
4287 + "language": "Python",
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4289 + "forks": 19817,
4290 + "created_at": "2023-10-06T22:08:27Z",
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4293 + "llm",
4294 + "llm-ui",
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4301 + "openai",
4302 + "openapi",
4303 + "rag",
4304 + "self-hosted",
4305 + "ui",
4306 + "webui"
4307 + ],
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4309 + "url": "https://github.com/open-webui/open-webui"
4310 + },
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4315 + "description": "FULL Augment Code, Claude Code, Cluely, CodeBuddy, Comet, Cursor, Devin AI, Junie, Kiro, Leap.new, Lovable, Manus, NotionAI, Orchids.app, Perplexity, Poke, Qoder, Replit, Same.dev, Trae, Traycer AI, VSCode Agent, Warp.dev, Windsurf, Xcode, Z.ai Code, Dia & v0. (And other Open Sourced) System Prompts, Internal Tools & AI Models",
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4322 + "bolt",
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4336 + "trae-ide",
4337 + "v0",
4338 + "vscode",
4339 + "windsurf",
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4343 + "url": "https://github.com/x1xhlol/system-prompts-and-models-of-ai-tools"
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4350 + "language": "Python",
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4377 + "url": "https://github.com/langchain-ai/langchain"
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4382 + "full_name": "golang/go",
4383 + "description": "The Go programming language",
4384 + "language": "Go",
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4578 + "chrome",
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4723 + "comfy",
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4730 + "url": "https://github.com/Comfy-Org/ComfyUI"
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4805 + "license": "Apache-2.0",
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4932 + },
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4945 + "frp",
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4984 + "owner": "github",
4985 + "full_name": "github/spec-kit",
4986 + "description": "💫 Toolkit to help you get started with Spec-Driven Development",
4987 + "language": "Python",
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4989 + "forks": 9343,
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4991 + "topics": [
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