{
  "project_id": "samugit83/redamon",
  "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"
  ],
  "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": [],
  "related": [
    {
      "repo": "promptfoo/promptfoo",
      "reason": "Related to samugit83/redamon through llm eval category and docker deployment."
    },
    {
      "repo": "strands-agents/evals",
      "reason": "Related to samugit83/redamon through llm eval category and local deployment."
    },
    {
      "repo": "huggingface/text-embeddings-inference",
      "reason": "Related to samugit83/redamon through llm eval category and docker deployment."
    },
    {
      "repo": "EricLBuehler/mistral.rs",
      "reason": "Related to samugit83/redamon through llm eval category and docker deployment."
    },
    {
      "repo": "ianarawjo/ChainForge",
      "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": "Purewhiter/mobilegym",
      "reason": "Related to samugit83/redamon through llm eval category and local deployment."
    },
    {
      "repo": "UKGovernmentBEIS/inspect_ai",
      "reason": "Related to samugit83/redamon through llm eval category and docker deployment."
    }
  ],
  "dependencies": [
    "LLM provider"
  ],
  "deployments": [
    "docker",
    "local",
    "cloud"
  ],
  "difficulty": "beginner",
  "cloudflare_ready": false,
  "use_cases": [
    "evaluate LLM outputs",
    "benchmark prompts and agents",
    "track model quality"
  ],
  "not_good_for": [
    "edge-only Cloudflare Workers deployment without adaptation"
  ],
  "classification": {
    "category": {
      "confidence": "low",
      "evidence": []
    },
    "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."
      ]
    }
  },
  "quality_signals": {
    "stars": 2155,
    "recent_commits": 46,
    "contributors": 9,
    "issue_response_time_hours": null,
    "release_frequency_180d": 12
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  "quality_signal_confidence": {
    "stars_30d_delta": "estimated",
    "commits_30d": "complete",
    "releases_180d": "complete",
    "contributors_90d": "complete"
  },
  "quality_score": 34,
  "agent_score": 69,
  "score": 89,
  "agent_score_breakdown": {
    "documentation": 90,
    "maintenance": 50,
    "deployment": 80,
    "popularity": 67,
    "community": 54
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  "git_top_score": 89,
  "git_top_score_breakdown": {
    "community": 100,
    "maintenance": 66,
    "documentation": 84,
    "stability": 100,
    "adoption": 100,
    "agent_readability": 90
  },
  "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.",
    "install": "Run with Docker using the repository's container instructions.",
    "inputs": [
      "prompts",
      "model outputs",
      "test cases"
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    "outputs": [
      "scores",
      "benchmarks",
      "eval reports"
    ],
    "good_for": [
      "evaluate LLM outputs",
      "benchmark prompts and agents",
      "track model quality",
      "model evaluation",
      "benchmarking",
      "regression testing"
    ],
    "not_good_for": [
      "edge-only Cloudflare Workers deployment without adaptation",
      "production inference serving",
      "end-user chat apps"
    ],
    "deployment": [
      "docker",
      "local",
      "cloud"
    ],
    "alternatives": []
  },
  "evidence": {
    "classification": {
      "category": {
        "confidence": "low",
        "evidence": []
      },
      "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."
        ]
      }
    },
    "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",
      "Low-confidence classification fields: category.",
      "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": "2026-07-06T18:00:24.271Z"
  },
  "caveats": [
    "edge-only Cloudflare Workers deployment without adaptation",
    "Low-confidence classification fields: category.",
    "Partial or estimated quality signals: stars30dDelta."
  ],
  "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",
    "metrics"
  ],
  "last_verified_at": "2026-07-06T18:00:24.271Z",
  "knowledge": {
    "project": {
      "id": "samugit83/redamon",
      "owner": "samugit83",
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      "full_name": "samugit83/redamon",
      "github_url": "https://github.com/samugit83/redamon",
      "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.",
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        "ai",
        "cybersecurity",
        "ethical-hacking",
        "ethical-hacking-tools",
        "exploitation",
        "metasploit",
        "osint",
        "penetration-testing",
        "red-team"
      ],
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      "stars": 2155,
      "forks": 449,
      "open_issues": 15,
      "default_branch": "master",
      "created_at": "2025-12-29T14:59:18Z",
      "updated_at": "2026-07-06T17:24:01Z",
      "pushed_at": "2026-07-06T17:23:27Z",
      "synced_at": "2026-07-06T18:00:24.271Z"
    },
    "agent_card": {
      "project_id": "samugit83/redamon",
      "project_kind": "project",
      "category": "llm_eval",
      "difficulty": "beginner",
      "deployment": [
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        "cloud"
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      "use_cases": [
        "evaluate LLM outputs",
        "benchmark prompts and agents",
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      "not_good_for": [
        "edge-only Cloudflare Workers deployment without adaptation"
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      "alternatives": [],
      "summary_for_agent": "Use samugit83/redamon when the user needs a llm eval project with docker, local, cloud deployment options.",
      "classification": {
        "category": {
          "confidence": "low",
          "evidence": []
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          "confidence": "high",
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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."
          ]
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      },
      "schema_version": "v1",
      "generated_at": "2026-07-06T18:00:24.271Z"
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    "metrics": {
      "project_id": "samugit83/redamon",
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      "git_score": 34,
      "maintenance_score": 50,
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        "stars_30d_delta": "estimated",
        "commits_30d": "complete",
        "releases_180d": "complete",
        "contributors_90d": "complete"
      },
      "calculated_at": "2026-07-06T18:00:24.271Z"
    }
  },
  "resolved_from": {
    "requested_id": "samugit83/redamon",
    "resolved_id": "samugit83/redamon",
    "resolution": "direct"
  },
  "metadata": {
    "source": "d1",
    "reason": "d1_query",
    "project_count": 794,
    "generated_at": "2026-07-06T20:25:41.515Z",
    "loaded_project_limit": 2000,
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}