{
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  "repo": "SciSharp/BotSharp",
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  "github_url": "https://github.com/SciSharp/BotSharp",
  "homepage_url": "https://botsharp.readthedocs.io",
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    "chatbot",
    "multi-agent"
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    {
      "repo": "omnigent-ai/omnigent",
      "reason": "Related to SciSharp/BotSharp through agent framework category and docker deployment."
    },
    {
      "repo": "CopilotKit/CopilotKit",
      "reason": "Related to SciSharp/BotSharp through agent framework category and docker deployment."
    },
    {
      "repo": "agentscope-ai/agentscope",
      "reason": "Related to SciSharp/BotSharp through agent framework category and docker deployment."
    },
    {
      "repo": "iOfficeAI/AionUi",
      "reason": "Related to SciSharp/BotSharp through agent framework category and docker deployment."
    },
    {
      "repo": "zhinjs/zhin",
      "reason": "Related to SciSharp/BotSharp through agent framework category and docker deployment."
    },
    {
      "repo": "ag2ai/ag2",
      "reason": "Related to SciSharp/BotSharp through agent framework category and docker deployment."
    },
    {
      "repo": "aristoteleo/PantheonOS",
      "reason": "Related to SciSharp/BotSharp through agent framework category and docker deployment."
    },
    {
      "repo": "google/adk-python",
      "reason": "Related to SciSharp/BotSharp through agent framework category and library_only deployment."
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  "deployments": [
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    "cloud"
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    "orchestrate LLM tools",
    "prototype autonomous workflows"
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    "edge-only Cloudflare Workers deployment without adaptation",
    "users expecting a complete hosted product"
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      "confidence": "high",
      "evidence": [
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        "Matched \"agent\" in metadata."
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    "deployment": {
      "confidence": "high",
      "evidence": [
        "Matched \"npm install\" in repository content.",
        "Local usage is assumed for open source repositories unless contradicted."
      ]
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    "difficulty": {
      "confidence": "medium",
      "evidence": [
        "Repository has under 10k stars, so complexity is treated conservatively."
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    "cloudflare_ready": {
      "confidence": "high",
      "evidence": [
        "Runtime blocker: python.",
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    "recent_commits": 36,
    "contributors": 53,
    "issue_response_time_hours": null,
    "release_frequency_180d": 0
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    "commits_30d": "complete",
    "releases_180d": "complete",
    "contributors_90d": "complete"
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  "quality_score": 18,
  "agent_score": 74,
  "score": 80,
  "agent_score_breakdown": {
    "documentation": 90,
    "maintenance": 35,
    "deployment": 90,
    "popularity": 70,
    "community": 98
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  "git_top_score_breakdown": {
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    "maintenance": 44,
    "documentation": 84,
    "stability": 70,
    "adoption": 100,
    "agent_readability": 90
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    "tl_dr": "Use SciSharp/BotSharp when the user needs a agent framework project with docker, library_only, local deployment options.",
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      "tools",
      "context",
      "memory/state"
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      "agent runs",
      "tool calls",
      "workflow state"
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      "build agents with BotSharp",
      "orchestrate LLM tools",
      "prototype autonomous workflows",
      "stateful agents",
      "tool-using assistants",
      "workflow orchestration"
    ],
    "not_good_for": [
      "edge-only Cloudflare Workers deployment without adaptation",
      "users expecting a complete hosted product",
      "simple prompt-only apps",
      "one-shot chat wrappers"
    ],
    "deployment": [
      "docker",
      "library_only",
      "local",
      "cloud"
    ],
    "alternatives": []
  },
  "evidence": {
    "classification": {
      "category": {
        "confidence": "high",
        "evidence": [
          "Matched \"agent framework\" in metadata.",
          "Matched \"agent\" in metadata."
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      "deployment": {
        "confidence": "high",
        "evidence": [
          "Matched \"npm install\" in repository content.",
          "Local usage is assumed for open source repositories unless contradicted."
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      "difficulty": {
        "confidence": "medium",
        "evidence": [
          "Repository has under 10k stars, so complexity is treated conservatively."
        ]
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      "cloudflare_ready": {
        "confidence": "high",
        "evidence": [
          "Runtime blocker: python.",
          "No Cloudflare deployment signal detected."
        ]
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    "quality_signal_confidence": {
      "stars_30d_delta": "estimated",
      "commits_30d": "complete",
      "releases_180d": "complete",
      "contributors_90d": "complete"
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      "project.language",
      "project.license",
      "agent_card.summary_for_agent",
      "agent_card.use_cases",
      "agent_card.deployment",
      "agent_card.classification",
      "metrics"
    ],
    "caveats": [
      "edge-only Cloudflare Workers deployment without adaptation",
      "users expecting a complete hosted product",
      "Partial or estimated quality signals: stars30dDelta."
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    "confidence_reason": "Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.",
    "last_verified_at": "2026-07-07T20:00:56.778Z"
  },
  "caveats": [
    "edge-only Cloudflare Workers deployment without adaptation",
    "users expecting a complete hosted product",
    "Partial or estimated quality signals: stars30dDelta."
  ],
  "confidence_reason": "Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.",
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    "project.topics",
    "project.language",
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    "agent_card.summary_for_agent",
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  "last_verified_at": "2026-07-07T20:00:56.778Z",
  "knowledge": {
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      "owner": "SciSharp",
      "name": "BotSharp",
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      "description": "AI Multi-Agent Framework in .NET",
      "language": "C#",
      "topics": [
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      "forks": 640,
      "open_issues": 45,
      "default_branch": "master",
      "created_at": "2017-12-17T13:51:22Z",
      "updated_at": "2026-07-07T19:39:22Z",
      "pushed_at": "2026-07-07T19:39:16Z",
      "synced_at": "2026-07-07T20:00:56.778Z"
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        "build agents with BotSharp",
        "orchestrate LLM tools",
        "prototype autonomous workflows"
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      "not_good_for": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "users expecting a complete hosted product"
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      "alternatives": [],
      "summary_for_agent": "Use SciSharp/BotSharp when the user needs a agent framework project with docker, library_only, local deployment options.",
      "classification": {
        "category": {
          "confidence": "high",
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            "Matched \"agent framework\" in metadata.",
            "Matched \"agent\" in metadata."
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          "evidence": [
            "Matched \"npm install\" in repository content.",
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          "evidence": [
            "Repository has under 10k stars, so complexity is treated conservatively."
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        "cloudflare_ready": {
          "confidence": "high",
          "evidence": [
            "Runtime blocker: python.",
            "No Cloudflare deployment signal detected."
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      "schema_version": "v1",
      "generated_at": "2026-07-07T20:00:56.778Z"
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      "contributors_90d": 53,
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      "git_score": 18,
      "maintenance_score": 35,
      "signal_confidence": {
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        "commits_30d": "complete",
        "releases_180d": "complete",
        "contributors_90d": "complete"
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    }
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  "resolved_from": {
    "requested_id": "SciSharp/BotSharp",
    "resolved_id": "SciSharp/BotSharp",
    "resolution": "direct"
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    "source": "d1",
    "reason": "d1_query",
    "project_count": 839,
    "generated_at": "2026-07-07T23:32:35.126Z",
    "loaded_project_limit": 2000,
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}