{
  "project_id": "omnigent-ai/omnigent",
  "repo": "omnigent-ai/omnigent",
  "name": "omnigent",
  "github_url": "https://github.com/omnigent-ai/omnigent",
  "homepage_url": "https://omnigent.ai",
  "language": "Python",
  "license": "Apache-2.0",
  "project_kind": "project",
  "category": [
    "agent_framework"
  ],
  "tags": [
    "agent-framework",
    "agent-governance",
    "agent-orchestration",
    "agents",
    "ai",
    "ai-agent",
    "ai-agents",
    "claude-code",
    "codex",
    "coding-agents",
    "developer-tools",
    "llm",
    "ml",
    "multi-agent",
    "python",
    "sandbox"
  ],
  "description": "Omnigent is an open-source AI agent framework and meta-harness: orchestrate Claude Code, Codex, Cursor, Pi, and custom agents — swap harnesses without rewriting, enforce policies and sandboxing, and collaborate in real time from any device.",
  "overview": "Use omnigent-ai/omnigent when the user needs an agent framework project with docker, kubernetes, serverless deployment options.",
  "alternatives": [
    {
      "repo": "langchain-ai/langchain",
      "reason": "Same agent framework intent with workflow overlap."
    },
    {
      "repo": "crewAIInc/crewAI",
      "reason": "Same agent framework intent with workflow overlap."
    },
    {
      "repo": "Significant-Gravitas/AutoGPT",
      "reason": "Same agent framework intent with workflow overlap."
    }
  ],
  "related": [
    {
      "repo": "avibe-bot/avibe",
      "reason": "Related to omnigent-ai/omnigent through agent framework category and docker deployment."
    },
    {
      "repo": "CopilotKit/CopilotKit",
      "reason": "Related to omnigent-ai/omnigent through agent framework category and docker deployment."
    },
    {
      "repo": "e2b-dev/E2B",
      "reason": "Related to omnigent-ai/omnigent through agent framework category and docker deployment."
    },
    {
      "repo": "julep-ai/julep",
      "reason": "Related to omnigent-ai/omnigent through agent framework category and kubernetes deployment."
    },
    {
      "repo": "simonlin1212/TradingAgents-astock",
      "reason": "Related to omnigent-ai/omnigent through agent framework category and docker deployment."
    },
    {
      "repo": "google/adk-python",
      "reason": "Related to omnigent-ai/omnigent through agent framework category and library_only deployment."
    },
    {
      "repo": "unslothai/unsloth",
      "reason": "Related to omnigent-ai/omnigent through agent framework category and docker deployment."
    },
    {
      "repo": "chroma-core/chroma",
      "reason": "Related to omnigent-ai/omnigent through agent framework category and docker deployment."
    }
  ],
  "dependencies": [
    "LLM provider"
  ],
  "deployments": [
    "docker",
    "kubernetes",
    "serverless",
    "library_only",
    "local",
    "cloud"
  ],
  "difficulty": "beginner",
  "cloudflare_ready": false,
  "use_cases": [
    "build agents with omnigent",
    "orchestrate LLM tools",
    "prototype autonomous workflows"
  ],
  "not_good_for": [
    "edge-only Cloudflare Workers deployment without adaptation",
    "users expecting a complete hosted product"
  ],
  "classification": {
    "category": {
      "confidence": "high",
      "evidence": [
        "Matched \"agent framework\" in metadata.",
        "Matched \"agent\" in metadata.",
        "Matched \"agents\" in metadata."
      ]
    },
    "deployment": {
      "confidence": "high",
      "evidence": [
        "Matched \"kubernetes\" in repository content.",
        "Matched \"serverless\" in repository content.",
        "Matched \"pip install\" in repository content.",
        "Matched \"npm install\" in repository content.",
        "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": 9033,
    "recent_commits": 100,
    "contributors": 100,
    "issue_response_time_hours": null,
    "release_frequency_180d": 11
  },
  "quality_signal_confidence": {
    "stars_30d_delta": "snapshot",
    "stars30d_window_days": 30,
    "commits_30d": "partial",
    "releases_180d": "complete",
    "contributors_90d": "partial"
  },
  "quality_score": 83,
  "agent_score": 88,
  "score": 94,
  "agent_score_breakdown": {
    "documentation": 90,
    "maintenance": 74,
    "deployment": 100,
    "popularity": 79,
    "community": 100
  },
  "git_top_score": 94,
  "git_top_score_breakdown": {
    "community": 100,
    "maintenance": 82,
    "documentation": 92,
    "stability": 90,
    "adoption": 100,
    "agent_readability": 100
  },
  "summary": {
    "tl_dr": "Use omnigent-ai/omnigent when the user needs an agent framework project with docker, kubernetes, serverless deployment options.",
    "purpose": "Use omnigent-ai/omnigent when the user needs an agent framework project with docker, kubernetes, serverless deployment options.",
    "install": "Run with Docker using the repository's container instructions.",
    "inputs": [
      "task prompt",
      "tools",
      "context",
      "memory/state"
    ],
    "outputs": [
      "agent runs",
      "tool calls",
      "workflow state"
    ],
    "good_for": [
      "build agents with omnigent",
      "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",
      "kubernetes",
      "serverless",
      "library_only",
      "local",
      "cloud"
    ],
    "alternatives": [
      {
        "repo": "langchain-ai/langchain",
        "reason": "Same agent framework intent with workflow overlap."
      },
      {
        "repo": "crewAIInc/crewAI",
        "reason": "Same agent framework intent with workflow overlap."
      },
      {
        "repo": "Significant-Gravitas/AutoGPT",
        "reason": "Same agent framework intent with workflow overlap."
      }
    ]
  },
  "evidence": {
    "classification": {
      "category": {
        "confidence": "high",
        "evidence": [
          "Matched \"agent framework\" in metadata.",
          "Matched \"agent\" in metadata.",
          "Matched \"agents\" in metadata."
        ]
      },
      "deployment": {
        "confidence": "high",
        "evidence": [
          "Matched \"kubernetes\" in repository content.",
          "Matched \"serverless\" in repository content.",
          "Matched \"pip install\" in repository content.",
          "Matched \"npm install\" in repository content.",
          "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_signal_confidence": {
      "stars_30d_delta": "snapshot",
      "stars30d_window_days": 30,
      "commits_30d": "partial",
      "releases_180d": "complete",
      "contributors_90d": "partial"
    },
    "source_fields": [
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      "project.topics",
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      "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: commits30d, contributors90d."
    ],
    "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.",
    "last_verified_at": "2026-08-19T01:57:03.107Z"
  },
  "caveats": [
    "edge-only Cloudflare Workers deployment without adaptation",
    "users expecting a complete hosted product",
    "Partial or estimated quality signals: commits30d, contributors90d."
  ],
  "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.",
  "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"
  ],
  "last_verified_at": "2026-08-19T01:57:03.107Z",
  "knowledge": {
    "project": {
      "id": "omnigent-ai/omnigent",
      "owner": "omnigent-ai",
      "name": "omnigent",
      "full_name": "omnigent-ai/omnigent",
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      "homepage_url": "https://omnigent.ai",
      "description": "Omnigent is an open-source AI agent framework and meta-harness: orchestrate Claude Code, Codex, Cursor, Pi, and custom agents — swap harnesses without rewriting, enforce policies and sandboxing, and collaborate in real time from any device.",
      "language": "Python",
      "topics": [
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        "codex",
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        "ml",
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      "forks": 1373,
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      "created_at": "2026-06-11T12:18:13Z",
      "updated_at": "2026-08-19T01:48:52Z",
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      "project_kind": "project",
      "category": "agent_framework",
      "difficulty": "beginner",
      "deployment": [
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      "use_cases": [
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        "edge-only Cloudflare Workers deployment without adaptation",
        "users expecting a complete hosted product"
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      "alternatives": [
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          "project_id": "langchain-ai/langchain",
          "reason": "Same agent framework intent with workflow overlap."
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        {
          "project_id": "crewAIInc/crewAI",
          "reason": "Same agent framework intent with workflow overlap."
        },
        {
          "project_id": "Significant-Gravitas/AutoGPT",
          "reason": "Same agent framework intent with workflow overlap."
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            "Matched \"agents\" in metadata."
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            "Matched \"kubernetes\" in repository content.",
            "Matched \"serverless\" in repository content.",
            "Matched \"pip install\" in repository content.",
            "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."
          ]
        },
        "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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      "generated_at": "2026-08-19T01:57:03.107Z"
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      "contributors_90d": 100,
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      "recent_push_days": 0,
      "git_score": 83,
      "maintenance_score": 74,
      "signal_confidence": {
        "stars_30d_delta": "snapshot",
        "stars30d_window_days": 30,
        "commits_30d": "partial",
        "releases_180d": "complete",
        "contributors_90d": "partial"
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  "resolved_from": {
    "requested_id": "omnigent-ai/omnigent",
    "resolved_id": "omnigent-ai/omnigent",
    "resolution": "direct"
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    "source": "d1",
    "reason": "d1_query",
    "project_count": 1159,
    "generated_at": "2026-08-19T17:08:11.071Z",
    "snapshot_id": "d1:1159:2026-08-19T16:52:04.252Z",
    "latest_synced_at": "2026-08-19T16:52:04.252Z",
    "schema_version": "git-top.knowledge.v1",
    "loaded_project_limit": 2000,
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}