
=== Auditing roli-lpci/lintlang ===

[1m────────────────────────────────────────────────────────────[0m
[1m  REPO LAUNCH-READINESS AUDIT[0m
[1m────────────────────────────────────────────────────────────[0m
  Repo:    https://github.com/roli-lpci/lintlang
  API:     https://api.github.com/repos/roli-lpci/lintlang
  Grade:   [92m[1mA[0m  ([█████████████████░░░]  88/100)
  Elapsed: 9.8s

[1m  SIGNAL SCORES[0m
  ───────────────────────────────────────────────────────
  README Quality                [92mPASS[0m         100/100
  Repo Metadata                 [92mPASS[0m         100/100
  Social Proof                  [92mPASS[0m          95/100
  Release Cadence               [92mPASS[0m         100/100
  Docs & Agent Files            [92mPASS[0m          90/100
  Distribution (PyPI/npm)       [93mWARN[0m          70/100
  Web Discoverability           [92mPASS[0m         100/100
  Topical Citations             [91mFAIL[0m          40/100
  Launch Channels               [92mPASS[0m         100/100

[1m  PUNCH-LIST (ranked by urgency)[0m
  ───────────────────────────────────────────────────────
   1. [Topical Citations] Post 'Show HN: lintlang — <one line description>' 
      at news.ycombinator.com. HN links drive high-quality GitHub traffic.
   2. [Topical Citations] Post to r/MachineLearning, r/programming, or 
      relevant subreddits.
   3. [Distribution (PyPI/npm)] Add PyPI download count badge to README for 
      social proof.

[1m  SIGNAL DETAILS[0m
  ───────────────────────────────────────────────────────

  [Docs & Agent Files]  score=90
    ✗ No docs/ directory
    → Add a docs/ directory or link to external docs. Critical for PyPI/npm discoverability.
    Sources:
      • https://api.github.com/repos/roli-lpci/lintlang/contents/
        Root files: ['.github', '.gitignore', '.pre-commit-config.yaml', 'agents.md', 'changelog.md', 'code_of_conduct.md', 'con

  [Distribution (PyPI/npm)]  score=70
    → Add PyPI download count badge to README for social proof.
    Sources:
      • https://pypi.org/pypi/lintlang/json
        Found on PyPI: version=0.2.1, summary='Linter for AI agent tool descriptions, system prompts, and configs. Catches vagu'

  [Topical Citations]  score=40
    ✗ No Hacker News mentions found
    ✗ No Reddit mentions found
    ✗ No arXiv citations found
    → Post 'Show HN: lintlang — <one line description>' at news.ycombinator.com. HN links drive high-quality GitHub traffic.
    → Post to r/MachineLearning, r/programming, or relevant subreddits.
    → Write a technical blog post or preprint linking to the repo to seed academic citations.
    Sources:
      • https://github.com/roli-lpci/lintlang
        - name: Lint agent configs run: | pip install lintlang lintlang scan configs/ --fail-on fail. Verdic

────────────────────────────────────────────────────────────

=== Auditing roli-lpci/claude-router ===

[1m────────────────────────────────────────────────────────────[0m
[1m  REPO LAUNCH-READINESS AUDIT[0m
[1m────────────────────────────────────────────────────────────[0m
  Repo:    https://github.com/roli-lpci/claude-router
  API:     https://api.github.com/repos/roli-lpci/claude-router
  Grade:   [94m[1mB[0m  ([███████████████░░░░░]  79/100)
  Elapsed: 5.2s

[1m  SIGNAL SCORES[0m
  ───────────────────────────────────────────────────────
  README Quality                [92mPASS[0m          90/100
  Repo Metadata                 [92mPASS[0m         100/100
  Social Proof                  [93mWARN[0m          60/100
  Release Cadence               [92mPASS[0m         100/100
  Docs & Agent Files            [92mPASS[0m          90/100
  Distribution (PyPI/npm)       [93mWARN[0m          70/100
  Web Discoverability           [93mWARN[0m          60/100
  Topical Citations             [93mWARN[0m          50/100
  Launch Channels               [92mPASS[0m         100/100

[1m  PUNCH-LIST (ranked by urgency)[0m
  ───────────────────────────────────────────────────────
   1. [Topical Citations] Post 'Show HN: claude-router — <one line 
      description>' at news.ycombinator.com. HN links drive high-quality 
      GitHub traffic.
   2. [Topical Citations] Post to r/MachineLearning, r/programming, or 
      relevant subreddits.
   3. [Social Proof] Share on LinkedIn, HN, or Reddit to get initial stars. 
      Even 10 stars signals legitimacy.
   4. [Web Discoverability] Improve discoverability: ensure repo description 
      contains keywords users search for. Current topics: ['anthropic', 
      'claude', 'cost-optimization', 'haiku', 'llm'].
   5. [Distribution (PyPI/npm)] Add PyPI download count badge to README for 
      social proof.

[1m  SIGNAL DETAILS[0m
  ───────────────────────────────────────────────────────

  [README Quality]  score=90
    ✗ No badges found in README
    → Add CI/build badge (shields.io or GitHub Actions badge). Badges signal active maintenance.
    Sources:
      • https://raw.githubusercontent.com/roli-lpci/claude-router/main/README.md
        # claude-router  Route Claude API calls to the cheapest model that works. 5 validated scaffolds, embedding-based task cl

  [Social Proof]  score=60
    ✗ 0 stars — no public social proof
    → Share on LinkedIn, HN, or Reddit to get initial stars. Even 10 stars signals legitimacy.
    Sources:
      • https://api.github.com/repos/roli-lpci/claude-router
        stargazers_count=0, forks_count=0, pushed_at=2026-04-18T09:04:37Z

  [Docs & Agent Files]  score=90
    ✗ No docs/ directory
    → Add a docs/ directory or link to external docs. Critical for PyPI/npm discoverability.
    Sources:
      • https://api.github.com/repos/roli-lpci/claude-router/contents/
        Root files: ['.github', '.gitignore', 'agents.md', 'benchmarks', 'changelog.md', 'code_of_conduct.md', 'contributing.md'

  [Distribution (PyPI/npm)]  score=70
    → Add PyPI download count badge to README for social proof.
    Sources:
      • https://pypi.org/pypi/claude-router/json
        Found on PyPI: version=1.0.0, summary='Embedding-based scaffold router for Claude API. Routes tasks to the right scaffo'

  [Web Discoverability]  score=60
    ✗ Repo URL not found in top search results for query: 'claude-router github.com/roli-lpci/claude-router'
    → Improve discoverability: ensure repo description contains keywords users search for. Current topics: ['anthropic', 'claude', 'cost-optimization', 'haiku', 'llm'].
    Sources:
      • https://github.com/musistudio/claude-code-router
        musistudio / claude-code-router Public. Notifications You must be signed in to change notification settings. Fork 2.5k.
      • https://pypi.org/project/claude-router/
        from claude_router import ClaudeRouter. router = ClaudeRouter() result = router.route("Evaluate this research paper for 
      • https://www.youtube.com/watch?v=7vD8GvErFIQ
        Check out ByteRover at https://www.byterover.dev/?source=nat6In this video, I will demonstrate how you can use any LLM /
      • https://www.claude-hub.com/resource/github-cli-say828-claude-router-claude-router/
        Claude-router is a best project for using open model in claude-code | Part of Claude Code Navigator's curated collection
      • https://claudelog.com/claude-code-mcps/claude-code-router/
        Claude Code Router: Use Claude Code without an Anthropic account by routing requests to alternative AI providers like Op
      • https://x.com/AnthropicAI/status/1949898502688903593
        @AnthropicAI: Anthropic unveils new rate limits to curb some extreme usages of Claude Code.
      • https://x.com/AnthropicAI/status/1907474208348856438
        @AnthropicAI: Claude for Education.
      • https://x.com/AnthropicAI/status/1910035641242640501
        @AnthropicAI: Anthropic lanza Claude Max, con planes de $100 y hasta $200 al mes.

  [Topical Citations]  score=50
    ✗ No Hacker News mentions found
    ✗ No Reddit mentions found
    → Post 'Show HN: claude-router — <one line description>' at news.ycombinator.com. HN links drive high-quality GitHub traffic.
    → Post to r/MachineLearning, r/programming, or relevant subreddits.
    Sources:
      • https://github.com/roli-lpci/claude-router
        Route Claude API calls to the cheapest model that works. Embedding-based task classification + 5 val
      • https://github.com/roli-lpci/claude-router/blob/main/README.md
        claude-router Route Claude API calls to the cheapest model that works. 5 validated scaffolds, embedd
      • https://github.com/roli-lpci/claude-router/releases
        Route Claude API calls to the cheapest model that works. Embedding-based task classification + 5 val
      • https://github.com/roli-lpci/claude-router/blob/main/router.py
        Route Claude API calls to the cheapest model that works. Embedding-based task classification + 5 val
      • https://github.com/roli-lpci/claude-router/blob/main/AGENTS.md
        claude-router routes Claude API calls to the cheapest model that works using embedding-based task cl

────────────────────────────────────────────────────────────

=== Auditing roli-lpci/langquant ===

[1m────────────────────────────────────────────────────────────[0m
[1m  REPO LAUNCH-READINESS AUDIT[0m
[1m────────────────────────────────────────────────────────────[0m
  Repo:    https://github.com/roli-lpci/langquant
  API:     https://api.github.com/repos/roli-lpci/langquant
  Grade:   [94m[1mB[0m  ([██████████████░░░░░░]  71/100)
  Elapsed: 4.3s

[1m  SIGNAL SCORES[0m
  ───────────────────────────────────────────────────────
  README Quality                [93mWARN[0m          70/100
  Repo Metadata                 [92mPASS[0m         100/100
  Social Proof                  [93mWARN[0m          60/100
  Release Cadence               [93mWARN[0m          75/100
  Docs & Agent Files            [92mPASS[0m          90/100
  Distribution (PyPI/npm)       [91mFAIL[0m          20/100
  Web Discoverability           [92mPASS[0m         100/100
  Topical Citations             [93mWARN[0m          50/100
  Launch Channels               [92mPASS[0m         100/100

[1m  PUNCH-LIST (ranked by urgency)[0m
  ───────────────────────────────────────────────────────
   1. [Distribution (PyPI/npm)] Publish to PyPI (`pip install build && python 
      -m build && twine upload dist/*`). PyPI listing drives install 
      discoverability significantly.
   2. [Topical Citations] Post 'Show HN: langquant — <one line description>' 
      at news.ycombinator.com. HN links drive high-quality GitHub traffic.
   3. [Topical Citations] Post to r/MachineLearning, r/programming, or 
      relevant subreddits.
   4. [Social Proof] Share on LinkedIn, HN, or Reddit to get initial stars. 
      Even 10 stars signals legitimacy.
   5. [README Quality] Add a ## Quick Start or ## Installation section with 
      copy-paste install command.
   6. [README Quality] Add CI/build badge (shields.io or GitHub Actions 
      badge). Badges signal active maintenance.
   7. [Release Cadence] Promote tags to GitHub Releases with a changelog. 
      Releases get indexed by GitHub search.

[1m  SIGNAL DETAILS[0m
  ───────────────────────────────────────────────────────

  [README Quality]  score=70
    ✗ No quickstart/install section detected
    ✗ No badges found in README
    → Add a ## Quick Start or ## Installation section with copy-paste install command.
    → Add CI/build badge (shields.io or GitHub Actions badge). Badges signal active maintenance.
    Sources:
      • https://raw.githubusercontent.com/roli-lpci/langquant/main/README.md
        <p align="center">   <a href="https://github.com/roli-lpci/langquant"><img src="https://img.shields.io/github/stars/roli

  [Social Proof]  score=60
    ✗ 0 stars — no public social proof
    → Share on LinkedIn, HN, or Reddit to get initial stars. Even 10 stars signals legitimacy.
    Sources:
      • https://api.github.com/repos/roli-lpci/langquant
        stargazers_count=0, forks_count=0, pushed_at=2026-04-18T09:17:03Z

  [Release Cadence]  score=75
    ✗ No GitHub releases (only 1 tags)
    → Promote tags to GitHub Releases with a changelog. Releases get indexed by GitHub search.
    Sources:
      • https://api.github.com/repos/roli-lpci/langquant/releases
        0 releases found
      • https://api.github.com/repos/roli-lpci/langquant/tags
        1 tags found

  [Docs & Agent Files]  score=90
    ✗ No docs/ directory
    → Add a docs/ directory or link to external docs. Critical for PyPI/npm discoverability.
    Sources:
      • https://api.github.com/repos/roli-lpci/langquant/contents/
        Root files: ['.github', '.gitignore', '.pre-commit-config.yaml', 'agents.md', 'analyze_results.py', 'changelog.md', 'cod

  [Distribution (PyPI/npm)]  score=20
    ✗ Not published to PyPI or npm
    → Publish to PyPI (`pip install build && python -m build && twine upload dist/*`). PyPI listing drives install discoverability significantly.
    Sources:
      • https://pypi.org/pypi/langquant/json
        HTTP 404 — not found on PyPI
      • https://registry.npmjs.org/langquant
        HTTP 404 — not found on npm

  [Topical Citations]  score=50
    ✗ No Hacker News mentions found
    ✗ No Reddit mentions found
    → Post 'Show HN: langquant — <one line description>' at news.ycombinator.com. HN links drive high-quality GitHub traffic.
    → Post to r/MachineLearning, r/programming, or relevant subreddits.
    Sources:
      • https://github.com/roli-lpci/langquant
        LangQuant LPCI: Statefulness Through Language for Stateless Models Validated 2026-03-28 — Hermes Lab
      • https://github.com/roli-lpci/langquant/blob/main/README.md
        LangQuant LPCI: Statefulness Through Language for Stateless Models Validated 2026-03-28 — Hermes Lab
      • https://github.com/roli-lpci/roli-lpci/releases
        Profile README. Contribute to roli-lpci/roli-lpci development by creating an account on GitHub.
      • https://github.com/roli-lpci/roli-lpci/blob/main/README.md
        Profile README. Contribute to roli-lpci/roli-lpci development by creating an account on GitHub.
      • https://github.com/roli-lpci/zer0dex
        A token-efficient memory architecture for persistent AI agents. zer0dex combines a compressed human-

────────────────────────────────────────────────────────────
