{
  "project_id": "bibinprathap/VeritasGraph",
  "repo": "bibinprathap/VeritasGraph",
  "name": "VeritasGraph",
  "github_url": "https://github.com/bibinprathap/VeritasGraph",
  "homepage_url": "https://bibinprathap.github.io/VeritasGraph/studio/",
  "language": "Python",
  "license": null,
  "project_kind": "project",
  "category": [
    "rag_framework"
  ],
  "tags": [
    "agent",
    "ai-agents",
    "ai-memory",
    "context-window",
    "data-privacy",
    "enterprise-ai",
    "generative-ai",
    "graph-analytics",
    "graph-database",
    "graph-rag",
    "information-retrieval",
    "knowledge-engineering",
    "knowledge-graphs",
    "knowledge-management",
    "llm",
    "multi-hop-reasoning",
    "nlp",
    "python-library",
    "rag"
  ],
  "description": "VeritasGraph — open-source Knowledge Graph & GraphRAG framework on GitHub. Build multi-hop reasoning, ontology-aware retrieval, and verifiable attribution over your own data. Nodes, edges, RDF, linked-data — runs locally or in the cloud.",
  "overview": "Use bibinprathap/VeritasGraph when the user needs a rag framework project with docker, serverless, library-only deployment options.",
  "alternatives": [
    {
      "repo": "huggingface/transformers",
      "reason": "Same rag framework intent with rag overlap."
    },
    {
      "repo": "mem0ai/mem0",
      "reason": "Same rag framework intent with agent_memory, rag overlap."
    },
    {
      "repo": "langchain-ai/langgraph",
      "reason": "Same rag framework intent with rag overlap."
    }
  ],
  "related": [
    {
      "repo": "neuml/txtai",
      "reason": "Related to bibinprathap/VeritasGraph through rag framework category and docker deployment."
    },
    {
      "repo": "winstonkoh87/Athena-Public",
      "reason": "Related to bibinprathap/VeritasGraph through rag framework category and docker deployment."
    },
    {
      "repo": "bytedance/deer-flow",
      "reason": "Related to bibinprathap/VeritasGraph through rag framework category and docker deployment."
    },
    {
      "repo": "rustic-ai/uni-db",
      "reason": "Related to bibinprathap/VeritasGraph through rag framework category and serverless deployment."
    },
    {
      "repo": "mem0ai/mem0",
      "reason": "Related to bibinprathap/VeritasGraph through rag framework category and docker deployment."
    },
    {
      "repo": "neo4j-labs/llm-graph-builder",
      "reason": "Related to bibinprathap/VeritasGraph through rag framework category and docker deployment."
    },
    {
      "repo": "dynamiq-ai/dynamiq",
      "reason": "Related to bibinprathap/VeritasGraph through rag framework category and docker deployment."
    },
    {
      "repo": "getzep/graphiti",
      "reason": "Related to bibinprathap/VeritasGraph through rag framework category and docker deployment."
    }
  ],
  "dependencies": [
    "Vector database",
    "LLM provider"
  ],
  "deployments": [
    "docker",
    "serverless",
    "library_only",
    "local",
    "cloud"
  ],
  "difficulty": "beginner",
  "cloudflare_ready": false,
  "use_cases": [
    "build RAG applications",
    "connect private data to LLMs",
    "index documents for retrieval"
  ],
  "not_good_for": [
    "edge-only Cloudflare Workers deployment without adaptation",
    "users expecting a complete hosted product"
  ],
  "classification": {
    "category": {
      "confidence": "medium",
      "evidence": [
        "Matched \"rag\" in metadata."
      ]
    },
    "deployment": {
      "confidence": "high",
      "evidence": [
        "Matched \"serverless\" in repository content.",
        "Matched \"pip install\" in repository content.",
        "Matched \"npm install\" in repository content.",
        "Matched \"library\" 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, gpu.",
        "No Cloudflare deployment signal detected.",
        "No wrangler.toml found in inspected repository files."
      ]
    }
  },
  "quality_signals": {
    "stars": 324,
    "recent_commits": 38,
    "contributors": 2,
    "issue_response_time_hours": null,
    "release_frequency_180d": 0
  },
  "quality_signal_confidence": {
    "stars_30d_delta": "snapshot",
    "stars30d_window_days": 35,
    "commits_30d": "complete",
    "releases_180d": "complete",
    "contributors_90d": "complete"
  },
  "quality_score": 9,
  "agent_score": 62,
  "score": 72,
  "agent_score_breakdown": {
    "documentation": 90,
    "maintenance": 22,
    "deployment": 100,
    "popularity": 50,
    "community": 47
  },
  "git_top_score": 72,
  "git_top_score_breakdown": {
    "community": 73,
    "maintenance": 35,
    "documentation": 92,
    "stability": 70,
    "adoption": 71,
    "agent_readability": 100
  },
  "verification": {
    "schema_version": "git-top.verification.v1",
    "overall_status": "partial",
    "observed_at": "2026-09-22T16:01:08.387Z",
    "signals": {
      "activity": {
        "status": "observed",
        "source": "github_metadata",
        "evidence": [
          "project.pushed_at",
          "metrics.recent_push_days"
        ]
      },
      "license": {
        "status": "unknown",
        "source": "github_metadata",
        "evidence": [
          "project.license is null"
        ]
      },
      "documentation": {
        "status": "observed",
        "source": "github_metadata",
        "evidence": [
          "project.description"
        ]
      },
      "runtime": {
        "status": "inferred",
        "source": "git_top_heuristic",
        "evidence": [
          "agent_card.deployment",
          "agent_card.cloudflare_ready"
        ]
      },
      "install": {
        "status": "not_run",
        "source": "git_top_runtime",
        "evidence": [
          "installation/build probe is not enabled"
        ]
      },
      "security": {
        "status": "not_run",
        "source": "git_top_runtime",
        "evidence": [
          "dependency/security scan is not enabled"
        ]
      },
      "mcp": {
        "status": "not_applicable",
        "source": "git_top_runtime",
        "evidence": [
          "project is not classified as mcp_server"
        ]
      }
    },
    "coverage": {
      "observed": 2,
      "inferred": 1,
      "not_run": 2,
      "unknown": 1
    },
    "next_steps": [
      "Run an installation/build probe before production adoption.",
      "Run a dependency and security scan before treating the score as a trust claim.",
      "Fill missing GitHub metadata and re-sync the project."
    ]
  },
  "summary": {
    "tl_dr": "Use bibinprathap/VeritasGraph when the user needs a rag framework project with docker, serverless, library-only deployment options.",
    "purpose": "Use bibinprathap/VeritasGraph when the user needs a rag framework project with docker, serverless, library-only deployment options.",
    "install": "Run with Docker using the repository's container instructions.",
    "inputs": [
      "documents",
      "queries",
      "embedding store"
    ],
    "outputs": [
      "retrieval results",
      "grounded answers",
      "indexes"
    ],
    "good_for": [
      "build RAG applications",
      "connect private data to LLMs",
      "index documents for retrieval",
      "retrieval augmented generation",
      "document search",
      "knowledge grounding"
    ],
    "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",
      "serverless",
      "library_only",
      "local",
      "cloud"
    ],
    "alternatives": [
      {
        "repo": "huggingface/transformers",
        "reason": "Same rag framework intent with rag overlap."
      },
      {
        "repo": "mem0ai/mem0",
        "reason": "Same rag framework intent with agent_memory, rag overlap."
      },
      {
        "repo": "langchain-ai/langgraph",
        "reason": "Same rag framework intent with rag overlap."
      }
    ]
  },
  "evidence": {
    "classification": {
      "category": {
        "confidence": "medium",
        "evidence": [
          "Matched \"rag\" in metadata."
        ]
      },
      "deployment": {
        "confidence": "high",
        "evidence": [
          "Matched \"serverless\" in repository content.",
          "Matched \"pip install\" in repository content.",
          "Matched \"npm install\" in repository content.",
          "Matched \"library\" 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, gpu.",
          "No Cloudflare deployment signal detected.",
          "No wrangler.toml found in inspected repository files."
        ]
      }
    },
    "quality_signal_confidence": {
      "stars_30d_delta": "snapshot",
      "stars30d_window_days": 35,
      "commits_30d": "complete",
      "releases_180d": "complete",
      "contributors_90d": "complete"
    },
    "verification": {
      "schema_version": "git-top.verification.v1",
      "overall_status": "partial",
      "observed_at": "2026-09-22T16:01:08.387Z",
      "signals": {
        "activity": {
          "status": "observed",
          "source": "github_metadata",
          "evidence": [
            "project.pushed_at",
            "metrics.recent_push_days"
          ]
        },
        "license": {
          "status": "unknown",
          "source": "github_metadata",
          "evidence": [
            "project.license is null"
          ]
        },
        "documentation": {
          "status": "observed",
          "source": "github_metadata",
          "evidence": [
            "project.description"
          ]
        },
        "runtime": {
          "status": "inferred",
          "source": "git_top_heuristic",
          "evidence": [
            "agent_card.deployment",
            "agent_card.cloudflare_ready"
          ]
        },
        "install": {
          "status": "not_run",
          "source": "git_top_runtime",
          "evidence": [
            "installation/build probe is not enabled"
          ]
        },
        "security": {
          "status": "not_run",
          "source": "git_top_runtime",
          "evidence": [
            "dependency/security scan is not enabled"
          ]
        },
        "mcp": {
          "status": "not_applicable",
          "source": "git_top_runtime",
          "evidence": [
            "project is not classified as mcp_server"
          ]
        }
      },
      "coverage": {
        "observed": 2,
        "inferred": 1,
        "not_run": 2,
        "unknown": 1
      },
      "next_steps": [
        "Run an installation/build probe before production adoption.",
        "Run a dependency and security scan before treating the score as a trust claim.",
        "Fill missing GitHub metadata and re-sync the project."
      ]
    },
    "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",
      "verification.signals"
    ],
    "caveats": [
      "edge-only Cloudflare Workers deployment without adaptation",
      "users expecting a complete hosted product",
      "Independent installation, security, or runtime probes have not been run for this project."
    ],
    "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.",
    "last_verified_at": "2026-09-22T16:01:08.387Z"
  },
  "caveats": [
    "edge-only Cloudflare Workers deployment without adaptation",
    "users expecting a complete hosted product",
    "Independent installation, security, or runtime probes have not been run for this project."
  ],
  "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",
    "verification.signals"
  ],
  "last_verified_at": "2026-09-22T16:01:08.387Z",
  "knowledge": {
    "project": {
      "id": "bibinprathap/VeritasGraph",
      "owner": "bibinprathap",
      "name": "VeritasGraph",
      "full_name": "bibinprathap/VeritasGraph",
      "github_url": "https://github.com/bibinprathap/VeritasGraph",
      "homepage_url": "https://bibinprathap.github.io/VeritasGraph/studio/",
      "description": "VeritasGraph — open-source Knowledge Graph & GraphRAG framework on GitHub. Build multi-hop reasoning, ontology-aware retrieval, and verifiable attribution over your own data. Nodes, edges, RDF, linked-data — runs locally or in the cloud.",
      "language": "Python",
      "topics": [
        "agent",
        "ai-agents",
        "ai-memory",
        "context-window",
        "data-privacy",
        "enterprise-ai",
        "generative-ai",
        "graph-analytics",
        "graph-database",
        "graph-rag",
        "information-retrieval",
        "knowledge-engineering",
        "knowledge-graphs",
        "knowledge-management",
        "llm",
        "multi-hop-reasoning",
        "nlp",
        "python-library",
        "rag"
      ],
      "license": null,
      "stars": 324,
      "forks": 38,
      "open_issues": 2,
      "default_branch": "restored-main",
      "created_at": "2025-09-06T08:10:17Z",
      "updated_at": "2026-09-22T03:24:52Z",
      "pushed_at": "2026-09-22T03:24:48Z",
      "synced_at": "2026-09-22T16:01:08.387Z"
    },
    "agent_card": {
      "project_id": "bibinprathap/VeritasGraph",
      "project_kind": "project",
      "category": "rag_framework",
      "difficulty": "beginner",
      "deployment": [
        "docker",
        "serverless",
        "library_only",
        "local",
        "cloud"
      ],
      "cloudflare_ready": false,
      "use_cases": [
        "build RAG applications",
        "connect private data to LLMs",
        "index documents for retrieval"
      ],
      "not_good_for": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "users expecting a complete hosted product"
      ],
      "alternatives": [
        {
          "project_id": "huggingface/transformers",
          "reason": "Same rag framework intent with rag overlap."
        },
        {
          "project_id": "mem0ai/mem0",
          "reason": "Same rag framework intent with agent_memory, rag overlap."
        },
        {
          "project_id": "langchain-ai/langgraph",
          "reason": "Same rag framework intent with rag overlap."
        }
      ],
      "summary_for_agent": "Use bibinprathap/VeritasGraph when the user needs a rag framework project with docker, serverless, library-only deployment options.",
      "classification": {
        "category": {
          "confidence": "medium",
          "evidence": [
            "Matched \"rag\" in metadata."
          ]
        },
        "deployment": {
          "confidence": "high",
          "evidence": [
            "Matched \"serverless\" in repository content.",
            "Matched \"pip install\" in repository content.",
            "Matched \"npm install\" in repository content.",
            "Matched \"library\" 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, gpu.",
            "No Cloudflare deployment signal detected.",
            "No wrangler.toml found in inspected repository files."
          ]
        }
      },
      "schema_version": "v1",
      "generated_at": "2026-09-22T16:01:08.387Z"
    },
    "metrics": {
      "project_id": "bibinprathap/VeritasGraph",
      "stars_30d_delta": 13,
      "commits_30d": 38,
      "releases_180d": 0,
      "contributors_90d": 2,
      "issue_first_response_median_hours": null,
      "recent_push_days": 0,
      "git_score": 9,
      "maintenance_score": 22,
      "signal_confidence": {
        "stars_30d_delta": "snapshot",
        "stars30d_window_days": 35,
        "commits_30d": "complete",
        "releases_180d": "complete",
        "contributors_90d": "complete"
      },
      "calculated_at": "2026-09-22T16:01:08.387Z"
    }
  },
  "resolved_from": {
    "requested_id": "bibinprathap/VeritasGraph",
    "resolved_id": "bibinprathap/VeritasGraph",
    "resolution": "direct"
  },
  "metadata": {
    "source": "d1",
    "reason": "d1_query",
    "project_count": 1213,
    "generated_at": "2026-09-26T18:45:06.976Z",
    "snapshot_id": "d1:1213:2026-09-26T18:31:33.655Z",
    "latest_synced_at": "2026-09-26T18:31:33.655Z",
    "schema_version": "git-top.knowledge.v1",
    "loaded_project_limit": 2000,
    "truncated": false
  }
}