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  1. claude-mem at 104,793 Stars: One LLM Call per Tool Event, a 400,000-Character History, and a 10,000-Character Ceiling That Fails Silently

    claude-mem at 104,793 stars runs one observer call per tool event and re-sends 400,000 chars of history; a 10,000-char ceiling fails silently

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  2. OpenBot at 2,432 Stars: the Landing Page Sells 'Your Claude Plan', the Repository Rates That Risk 'Not Clear' to 'High'

    OpenBot has 2,432 stars, 103 changelog versions in 75 days and a landing page that answers 'Can I use my Claude plan?' with 'Yes'. The repository's own …

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  3. TradingAgents at 116,096 Stars: the Paper Says It Eliminated Look-Ahead Bias, the Changelog Lists Nine Corrections Since

    TradingAgents reports 26.62% cumulative return and a Sharpe ratio of 8.21 on a 2024 backtest, and the paper states it eliminated look-ahead bias. I installed the …

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  4. claude-red at 8,489 Stars: Its Own CONTRIBUTING.md Says Skills Without Frontmatter Won't Load — 28 of 79 Don't Have It, and They Hold 77% of the Bytes

    claude-red ships 79 SKILL.md files for Claude's skills system. Cloned on 2026-10-24: 28 of them have no YAML frontmatter, which the repo's own CONTRIBUTING.md says means …

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  5. Anthropic's knowledge-work-plugins at 31,595 Stars: 123 Marketplace Entries, 11 in the README, and Only 2 of 17 Plugins Ship a Slash Command

    Anthropic's own plugin repo advertises 11 plugins and 'no code, no build steps'. Cloned on 2026-10-23 it contains 123 marketplace entries (101 pinned to 93 vendor repos), …

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  6. Headroom at 77,253 Stars: 300 Log Lines Compressed to Zero, and Four Different Savings Numbers for the Same Tool

    Headroom advertises 20% fewer tokens for coding agents and 60-95% for JSON. Measured on 2026-10-22, a 300-line log became 35 tokens: '[300 lines compressed to 0. Retrieve …

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