{
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  "repo": "samugit83/redamon",
  "name": "redamon",
  "github_url": "https://github.com/samugit83/redamon",
  "homepage_url": null,
  "language": "Python",
  "license": "MIT",
  "project_kind": "project",
  "category": [
    "llm_eval"
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  "tags": [
    "agentic-ai",
    "ai",
    "cybersecurity",
    "ethical-hacking",
    "ethical-hacking-tools",
    "exploitation",
    "metasploit",
    "osint",
    "penetration-testing",
    "red-team"
  ],
  "description": "An AI-powered agentic red team framework that automates offensive security operations, from reconnaissance to exploitation to post-exploitation, with zero human intervention.",
  "overview": "Use samugit83/redamon when the user needs a llm eval project with docker, local, cloud deployment options.",
  "alternatives": [
    {
      "repo": "comet-ml/opik",
      "reason": "Similar llm eval with docker/local deployment overlap."
    },
    {
      "repo": "Arize-ai/phoenix",
      "reason": "Similar llm eval with docker/local deployment overlap."
    },
    {
      "repo": "strands-agents/evals",
      "reason": "Similar llm eval with local/cloud deployment overlap."
    }
  ],
  "related": [
    {
      "repo": "dataelement/bisheng",
      "reason": "Related to samugit83/redamon through llm eval category and docker deployment."
    },
    {
      "repo": "promptfoo/promptfoo",
      "reason": "Related to samugit83/redamon through llm eval category and docker deployment."
    },
    {
      "repo": "coze-dev/coze-loop",
      "reason": "Related to samugit83/redamon through llm eval category and docker deployment."
    },
    {
      "repo": "traccia-ai/traccia-py",
      "reason": "Related to samugit83/redamon through llm eval category and local deployment."
    },
    {
      "repo": "hugalafutro/model-hotel",
      "reason": "Related to samugit83/redamon through llm eval category and docker deployment."
    },
    {
      "repo": "huggingface/text-embeddings-inference",
      "reason": "Related to samugit83/redamon through llm eval category and docker deployment."
    },
    {
      "repo": "modelscope/evalscope",
      "reason": "Related to samugit83/redamon through llm eval category and docker deployment."
    },
    {
      "repo": "callstackincubator/evals",
      "reason": "Related to samugit83/redamon through llm eval category and docker deployment."
    }
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    "LLM provider"
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    "local",
    "cloud"
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  "cloudflare_ready": false,
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    "benchmark prompts and agents",
    "track model quality"
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    "edge-only Cloudflare Workers deployment without adaptation"
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  "classification": {
    "category": {
      "confidence": "medium",
      "evidence": [
        "Curated category override for samugit83/redamon."
      ]
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    "deployment": {
      "confidence": "high",
      "evidence": [
        "Found Docker configuration file.",
        "Local usage is assumed for open source repositories unless contradicted."
      ]
    },
    "difficulty": {
      "confidence": "medium",
      "evidence": [
        "Repository has under 10k stars, so complexity is treated conservatively."
      ]
    },
    "cloudflare_ready": {
      "confidence": "high",
      "evidence": [
        "Runtime blocker: python, postgres, filesystem.",
        "No Cloudflare deployment signal detected.",
        "No wrangler.toml found in inspected repository files."
      ]
    }
  },
  "quality_signals": {
    "stars": 2319,
    "recent_commits": 100,
    "contributors": 10,
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    "release_frequency_180d": 13
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    "stars_30d_delta": "snapshot",
    "stars30d_window_days": 36,
    "commits_30d": "partial",
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    "contributors_90d": "complete"
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  "agent_score": 71,
  "score": 92,
  "agent_score_breakdown": {
    "documentation": 90,
    "maintenance": 59,
    "deployment": 80,
    "popularity": 67,
    "community": 55
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  "git_top_score_breakdown": {
    "community": 100,
    "maintenance": 72,
    "documentation": 84,
    "stability": 100,
    "adoption": 100,
    "agent_readability": 100
  },
  "summary": {
    "tl_dr": "Use samugit83/redamon when the user needs a llm eval project with docker, local, cloud deployment options.",
    "purpose": "Use samugit83/redamon when the user needs a llm eval project with docker, local, cloud deployment options.",
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      "model outputs",
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      "benchmarks",
      "eval reports"
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      "evaluate LLM outputs",
      "benchmark prompts and agents",
      "track model quality",
      "model evaluation",
      "benchmarking",
      "regression testing"
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      "edge-only Cloudflare Workers deployment without adaptation",
      "production inference serving",
      "end-user chat apps"
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    "deployment": [
      "docker",
      "local",
      "cloud"
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    "alternatives": [
      {
        "repo": "comet-ml/opik",
        "reason": "Similar llm eval with docker/local deployment overlap."
      },
      {
        "repo": "Arize-ai/phoenix",
        "reason": "Similar llm eval with docker/local deployment overlap."
      },
      {
        "repo": "strands-agents/evals",
        "reason": "Similar llm eval with local/cloud deployment overlap."
      }
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  "evidence": {
    "classification": {
      "category": {
        "confidence": "medium",
        "evidence": [
          "Curated category override for samugit83/redamon."
        ]
      },
      "deployment": {
        "confidence": "high",
        "evidence": [
          "Found Docker configuration file.",
          "Local usage is assumed for open source repositories unless contradicted."
        ]
      },
      "difficulty": {
        "confidence": "medium",
        "evidence": [
          "Repository has under 10k stars, so complexity is treated conservatively."
        ]
      },
      "cloudflare_ready": {
        "confidence": "high",
        "evidence": [
          "Runtime blocker: python, postgres, filesystem.",
          "No Cloudflare deployment signal detected.",
          "No wrangler.toml found in inspected repository files."
        ]
      }
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    "quality_signal_confidence": {
      "stars_30d_delta": "snapshot",
      "stars30d_window_days": 36,
      "commits_30d": "partial",
      "releases_180d": "complete",
      "contributors_90d": "complete"
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      "agent_card.summary_for_agent",
      "agent_card.use_cases",
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      "agent_card.classification",
      "metrics"
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    "caveats": [
      "edge-only Cloudflare Workers deployment without adaptation",
      "Partial or estimated quality signals: commits30d."
    ],
    "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.",
    "last_verified_at": "2026-08-18T04:56:06.109Z"
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  "caveats": [
    "edge-only Cloudflare Workers deployment without adaptation",
    "Partial or estimated quality signals: commits30d."
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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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  "last_verified_at": "2026-08-18T04:56:06.109Z",
  "knowledge": {
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      "homepage_url": null,
      "description": "An AI-powered agentic red team framework that automates offensive security operations, from reconnaissance to exploitation to post-exploitation, with zero human intervention.",
      "language": "Python",
      "topics": [
        "agentic-ai",
        "ai",
        "cybersecurity",
        "ethical-hacking",
        "ethical-hacking-tools",
        "exploitation",
        "metasploit",
        "osint",
        "penetration-testing",
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          "project_id": "comet-ml/opik",
          "reason": "Similar llm eval with docker/local deployment overlap."
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          "project_id": "Arize-ai/phoenix",
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          "project_id": "strands-agents/evals",
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      "summary_for_agent": "Use samugit83/redamon when the user needs a llm eval project with docker, local, cloud deployment options.",
      "classification": {
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          "confidence": "medium",
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            "Local usage is assumed for open source repositories unless contradicted."
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          "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, postgres, filesystem.",
            "No Cloudflare deployment signal detected.",
            "No wrangler.toml found in inspected repository files."
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      "schema_version": "v1",
      "generated_at": "2026-08-18T04:56:06.109Z"
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      "issue_first_response_median_hours": null,
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      "maintenance_score": 59,
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        "stars30d_window_days": 36,
        "commits_30d": "partial",
        "releases_180d": "complete",
        "contributors_90d": "complete"
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