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    {
      "repo": "OoriData/Toolio",
      "reason": "Related to shaharia-lab/slackcli through prompt tooling category and library_only deployment."
    },
    {
      "repo": "ndcorder/outputguard",
      "reason": "Related to shaharia-lab/slackcli through prompt tooling category and library_only deployment."
    },
    {
      "repo": "guardrails-ai/guardrails",
      "reason": "Related to shaharia-lab/slackcli through prompt tooling category and library_only deployment."
    },
    {
      "repo": "martosaur/instructor_lite",
      "reason": "Related to shaharia-lab/slackcli through prompt tooling category and library_only deployment."
    },
    {
      "repo": "superagent-ai/superagent",
      "reason": "Related to shaharia-lab/slackcli through prompt tooling category and library_only deployment."
    },
    {
      "repo": "arena-ai/structured-logprobs",
      "reason": "Related to shaharia-lab/slackcli through prompt tooling category and library_only deployment."
    },
    {
      "repo": "microsoft/markitdown",
      "reason": "Related to shaharia-lab/slackcli through prompt tooling category and library_only deployment."
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    {
      "repo": "dottxt-ai/outlines",
      "reason": "Related to shaharia-lab/slackcli through prompt tooling category and library_only deployment."
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      "confidence": "high",
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  "score": 77,
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    "stability": 100,
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    "tl_dr": "Use shaharia-lab/slackcli when the user needs a prompt tooling project with library-only, local, cloud deployment options.",
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      "structured prompts",
      "validated generations",
      "prompt tooling artifacts"
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      "manage prompts",
      "version prompt workflows",
      "improve prompt iteration",
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      "prompt engineering",
      "format enforcement"
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      "edge-only Cloudflare Workers deployment without adaptation",
      "users expecting a complete hosted product",
      "raw inference serving",
      "database workloads"
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    "deployment": [
      "library_only",
      "local",
      "cloud"
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    "alternatives": []
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  "evidence": {
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      "category": {
        "confidence": "low",
        "evidence": []
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      "deployment": {
        "confidence": "high",
        "evidence": [
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          "Repository has under 10k stars, so complexity is treated conservatively."
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      "cloudflare_ready": {
        "confidence": "high",
        "evidence": [
          "No Cloudflare deployment signal detected.",
          "No wrangler.toml found in inspected repository files."
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    "quality_signal_confidence": {
      "stars_30d_delta": "estimated",
      "commits_30d": "complete",
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      "agent_card.classification",
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    "caveats": [
      "edge-only Cloudflare Workers deployment without adaptation",
      "users expecting a complete hosted product",
      "Low-confidence classification fields: category.",
      "Partial or estimated quality signals: stars30dDelta."
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    "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.",
    "last_verified_at": "2026-07-16T20:00:36.106Z"
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