{
  "project_id": "google/mantis",
  "repo": "google/mantis",
  "name": "mantis",
  "github_url": "https://github.com/google/mantis",
  "homepage_url": "https://cloud.google.com/",
  "language": null,
  "license": "Apache-2.0",
  "project_kind": "project",
  "category": [
    "coding_agent"
  ],
  "tags": [
    "ai-agents",
    "antigravity",
    "antigravity-cli",
    "application-security",
    "application-security-tools",
    "code-review",
    "devsecops",
    "gemini-api",
    "gemini-cli",
    "hardware-security",
    "llm",
    "multi-agent-systems",
    "prompt-engineering",
    "sast",
    "security",
    "static-analysis",
    "threat-modeling",
    "vulnerability-detection"
  ],
  "description": "A modular, stack-agnostic toolkit of security review skills for AI coding agents to autonomously find, reproduce, and patch vulnerabilities.",
  "overview": "Use google/mantis when the user needs a coding agent project with docker, local, cloud deployment options.",
  "alternatives": [],
  "related": [
    {
      "repo": "kstevica/captain-claw",
      "reason": "Related to google/mantis through coding agent category and docker deployment."
    },
    {
      "repo": "agentforce314/clawcodex",
      "reason": "Related to google/mantis through coding agent category and local deployment."
    },
    {
      "repo": "asklokesh/loki-mode",
      "reason": "Related to google/mantis through coding agent category and docker deployment."
    },
    {
      "repo": "OpenHands/OpenHands",
      "reason": "Related to google/mantis through coding agent category and docker deployment."
    },
    {
      "repo": "langchain-ai/open-swe",
      "reason": "Related to google/mantis through coding agent category and docker deployment."
    },
    {
      "repo": "esengine/DeepSeek-Reasonix",
      "reason": "Related to google/mantis through coding agent category and local deployment."
    },
    {
      "repo": "generalaction/emdash",
      "reason": "Related to google/mantis through coding agent category and docker deployment."
    },
    {
      "repo": "plandex-ai/plandex",
      "reason": "Related to google/mantis through coding agent category and docker deployment."
    }
  ],
  "dependencies": [
    "LLM provider"
  ],
  "deployments": [
    "docker",
    "local",
    "cloud"
  ],
  "difficulty": "beginner",
  "cloudflare_ready": false,
  "use_cases": [
    "build AI coding assistants",
    "automate developer workflows",
    "integrate codebase-aware agents"
  ],
  "not_good_for": [
    "edge-only Cloudflare Workers deployment without adaptation"
  ],
  "classification": {
    "category": {
      "confidence": "medium",
      "evidence": [
        "Matched \"coding agent\" in metadata."
      ]
    },
    "deployment": {
      "confidence": "medium",
      "evidence": [
        "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: docker daemon.",
        "No Cloudflare deployment signal detected.",
        "No wrangler.toml found in inspected repository files."
      ]
    }
  },
  "quality_signals": {
    "stars": 375,
    "recent_commits": 28,
    "contributors": 1,
    "issue_response_time_hours": null,
    "release_frequency_180d": 0
  },
  "quality_signal_confidence": {
    "stars_30d_delta": "estimated",
    "commits_30d": "complete",
    "releases_180d": "complete",
    "contributors_90d": "complete"
  },
  "quality_score": 17,
  "agent_score": 57,
  "score": 69,
  "agent_score_breakdown": {
    "documentation": 90,
    "maintenance": 20,
    "deployment": 80,
    "popularity": 51,
    "community": 46
  },
  "git_top_score": 69,
  "git_top_score_breakdown": {
    "community": 71,
    "maintenance": 34,
    "documentation": 84,
    "stability": 70,
    "adoption": 73,
    "agent_readability": 90
  },
  "summary": {
    "tl_dr": "Use google/mantis when the user needs a coding agent project with docker, local, cloud deployment options.",
    "purpose": "Use google/mantis when the user needs a coding agent project with docker, local, cloud deployment options.",
    "install": "Run with Docker using the repository's container instructions.",
    "inputs": [
      "coding task",
      "repo context",
      "tool permissions"
    ],
    "outputs": [
      "code changes",
      "patches",
      "developer assistant actions"
    ],
    "good_for": [
      "build AI coding assistants",
      "automate developer workflows",
      "integrate codebase-aware agents",
      "software engineering tasks",
      "code editing",
      "repo automation"
    ],
    "not_good_for": [
      "edge-only Cloudflare Workers deployment without adaptation",
      "static documentation sites",
      "non-code workflows"
    ],
    "deployment": [
      "docker",
      "local",
      "cloud"
    ],
    "alternatives": []
  },
  "evidence": {
    "classification": {
      "category": {
        "confidence": "medium",
        "evidence": [
          "Matched \"coding agent\" in metadata."
        ]
      },
      "deployment": {
        "confidence": "medium",
        "evidence": [
          "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: docker daemon.",
          "No Cloudflare deployment signal detected.",
          "No wrangler.toml found in inspected repository files."
        ]
      }
    },
    "quality_signal_confidence": {
      "stars_30d_delta": "estimated",
      "commits_30d": "complete",
      "releases_180d": "complete",
      "contributors_90d": "complete"
    },
    "source_fields": [
      "project.description",
      "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",
      "Partial or estimated quality signals: stars30dDelta."
    ],
    "confidence_reason": "Evidence is incomplete; use this project as an exploration candidate until classification and quality signals are reviewed.",
    "last_verified_at": "2026-07-17T02:00:36.246Z"
  },
  "caveats": [
    "edge-only Cloudflare Workers deployment without adaptation",
    "Partial or estimated quality signals: stars30dDelta."
  ],
  "confidence_reason": "Evidence is incomplete; use this project as an exploration candidate until classification and quality signals are reviewed.",
  "source_fields": [
    "project.description",
    "project.topics",
    "project.language",
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    "agent_card.classification",
    "metrics"
  ],
  "last_verified_at": "2026-07-17T02:00:36.246Z",
  "knowledge": {
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      "id": "google/mantis",
      "owner": "google",
      "name": "mantis",
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      "homepage_url": "https://cloud.google.com/",
      "description": "A modular, stack-agnostic toolkit of security review skills for AI coding agents to autonomously find, reproduce, and patch vulnerabilities.",
      "language": null,
      "topics": [
        "ai-agents",
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        "antigravity-cli",
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        "code-review",
        "devsecops",
        "gemini-api",
        "gemini-cli",
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        "multi-agent-systems",
        "prompt-engineering",
        "sast",
        "security",
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        "threat-modeling",
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      "license": "Apache-2.0",
      "stars": 375,
      "forks": 39,
      "open_issues": 1,
      "default_branch": "main",
      "created_at": "2026-06-15T20:58:00Z",
      "updated_at": "2026-07-17T01:59:07Z",
      "pushed_at": "2026-07-17T01:54:29Z",
      "synced_at": "2026-07-17T02:00:36.246Z"
    },
    "agent_card": {
      "project_id": "google/mantis",
      "project_kind": "project",
      "category": "coding_agent",
      "difficulty": "beginner",
      "deployment": [
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        "cloud"
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      "use_cases": [
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        "automate developer workflows",
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      "not_good_for": [
        "edge-only Cloudflare Workers deployment without adaptation"
      ],
      "alternatives": [],
      "summary_for_agent": "Use google/mantis when the user needs a coding agent project with docker, local, cloud deployment options.",
      "classification": {
        "category": {
          "confidence": "medium",
          "evidence": [
            "Matched \"coding agent\" in metadata."
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        "deployment": {
          "confidence": "medium",
          "evidence": [
            "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: docker daemon.",
            "No Cloudflare deployment signal detected.",
            "No wrangler.toml found in inspected repository files."
          ]
        }
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      "schema_version": "v1",
      "generated_at": "2026-07-17T02:00:36.246Z"
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    "metrics": {
      "project_id": "google/mantis",
      "stars_30d_delta": 363,
      "commits_30d": 28,
      "releases_180d": 0,
      "contributors_90d": 1,
      "issue_first_response_median_hours": null,
      "recent_push_days": 0,
      "git_score": 17,
      "maintenance_score": 20,
      "signal_confidence": {
        "stars_30d_delta": "estimated",
        "commits_30d": "complete",
        "releases_180d": "complete",
        "contributors_90d": "complete"
      },
      "calculated_at": "2026-07-17T02:00:36.246Z"
    }
  },
  "resolved_from": {
    "requested_id": "google/mantis",
    "resolved_id": "google/mantis",
    "resolution": "direct"
  },
  "metadata": {
    "source": "d1",
    "reason": "d1_query",
    "project_count": 961,
    "generated_at": "2026-07-17T04:52:28.948Z",
    "snapshot_id": "d1:961:2026-07-17T04:30:57.945Z",
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}