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    "deep-learning",
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    "fine-tuning-llm",
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    "llm",
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    "multimodal-deep-learning",
    "multimodal-large-language-models",
    "multimodel-architecture",
    "neural-network",
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    "sdk",
    "sdk-python"
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  "alternatives": [],
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    {
      "repo": "langchain-ai/langgraph",
      "reason": "Related to multimindlab/multimind-sdk through rag framework category and library_only deployment."
    },
    {
      "repo": "bytedance/deer-flow",
      "reason": "Related to multimindlab/multimind-sdk through rag framework category and docker deployment."
    },
    {
      "repo": "neuml/txtai",
      "reason": "Related to multimindlab/multimind-sdk through rag framework category and docker deployment."
    },
    {
      "repo": "deepset-ai/haystack",
      "reason": "Related to multimindlab/multimind-sdk through rag framework category and docker deployment."
    },
    {
      "repo": "winstonkoh87/Athena-Public",
      "reason": "Related to multimindlab/multimind-sdk through rag framework category and docker deployment."
    },
    {
      "repo": "pipeshub-ai/pipeshub-ai",
      "reason": "Related to multimindlab/multimind-sdk through rag framework category and docker deployment."
    },
    {
      "repo": "mem0ai/mem0",
      "reason": "Related to multimindlab/multimind-sdk through rag framework category and docker deployment."
    },
    {
      "repo": "run-llama/llama_index",
      "reason": "Related to multimindlab/multimind-sdk through rag framework category and docker deployment."
    }
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    "Vector database",
    "LLM provider"
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    "local",
    "cloud"
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    "connect private data to LLMs",
    "index documents for retrieval"
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        "Matched \"pip install\" in repository content.",
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    "difficulty": {
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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, cuda, gpu.",
        "No Cloudflare deployment signal detected."
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    "recent_commits": 2,
    "contributors": 5,
    "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": 5,
  "agent_score": 57,
  "score": 64,
  "agent_score_breakdown": {
    "documentation": 90,
    "maintenance": 18,
    "deployment": 90,
    "popularity": 39,
    "community": 50
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  "git_top_score_breakdown": {
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    "maintenance": 14,
    "documentation": 92,
    "stability": 70,
    "adoption": 55,
    "agent_readability": 90
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  "summary": {
    "tl_dr": "Use multimindlab/multimind-sdk when the user needs a rag framework project with docker, library_only, local deployment options.",
    "purpose": "Use multimindlab/multimind-sdk when the user needs a rag framework project with docker, library_only, local deployment options.",
    "install": "Run with Docker using the repository's container instructions.",
    "inputs": [
      "documents",
      "queries",
      "embedding store"
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      "retrieval results",
      "grounded answers",
      "indexes"
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    "good_for": [
      "build RAG applications",
      "connect private data to LLMs",
      "index documents for retrieval",
      "retrieval augmented generation",
      "document search",
      "knowledge grounding"
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    "not_good_for": [
      "edge-only Cloudflare Workers deployment without adaptation",
      "users expecting a complete hosted product",
      "simple prompt apps",
      "tasks without external knowledge"
    ],
    "deployment": [
      "docker",
      "library_only",
      "local",
      "cloud"
    ],
    "alternatives": []
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  "evidence": {
    "classification": {
      "category": {
        "confidence": "medium",
        "evidence": [
          "Matched \"rag\" in metadata."
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      "deployment": {
        "confidence": "high",
        "evidence": [
          "Found Docker configuration file.",
          "Matched \"pip 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."
        ]
      },
      "cloudflare_ready": {
        "confidence": "high",
        "evidence": [
          "Runtime blocker: python, cuda, gpu.",
          "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.topics",
      "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."
    ],
    "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.",
    "last_verified_at": "2026-07-06T21:00:18.224Z"
  },
  "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": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.",
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    "project.topics",
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    "agent_card.classification",
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  "last_verified_at": "2026-07-06T21:00:18.224Z",
  "knowledge": {
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      "forks": 14,
      "open_issues": 36,
      "default_branch": "develop",
      "created_at": "2025-05-12T13:36:47Z",
      "updated_at": "2026-07-05T17:55:29Z",
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        "edge-only Cloudflare Workers deployment without adaptation",
        "users expecting a complete hosted product"
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      "alternatives": [],
      "summary_for_agent": "Use multimindlab/multimind-sdk when the user needs a rag framework project with docker, library_only, local deployment options.",
      "classification": {
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          "confidence": "medium",
          "evidence": [
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          "confidence": "high",
          "evidence": [
            "Found Docker configuration file.",
            "Matched \"pip install\" in repository content.",
            "Local usage is assumed for open source repositories unless contradicted."
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          "confidence": "medium",
          "evidence": [
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          "confidence": "high",
          "evidence": [
            "Runtime blocker: python, cuda, gpu.",
            "No Cloudflare deployment signal detected."
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      "generated_at": "2026-07-06T21:00:18.224Z"
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      "commits_30d": 2,
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        "releases_180d": "complete",
        "contributors_90d": "complete"
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