{"$schema":"https://wellknown.network/schemas/agent-record-v1.json","schemaVersion":"1","id":"ag_y8zeq4m2dc35","handle":"orgraph-mcp","url":"https://wellknown.network/agents/orgraph-mcp","links":{"self":"https://wellknown.network/agents/orgraph-mcp/record.json","html":"https://wellknown.network/agents/orgraph-mcp","markdown":"https://wellknown.network/agents/orgraph-mcp/record.md","api":"https://wellknown.network/api/v1/agents/orgraph-mcp","status":"https://wellknown.network/api/v1/agents/orgraph-mcp/status","claim":"https://wellknown.network/agents/orgraph-mcp/claim","claimApi":"https://wellknown.network/api/v1/claims","claimDescriptor":"https://wellknown.network/agents/orgraph-mcp/claim.json","badge":"https://wellknown.network/agents/orgraph-mcp/badge.svg","openapi":"https://wellknown.network/openapi.json","history":"https://wellknown.network/api/v1/agents/orgraph-mcp/history","tools":"https://wellknown.network/api/v1/agents/orgraph-mcp/tools"},"ard":{"identifier":"urn:air::server:orgraph-mcp","type":"application/mcp-server-card+json"},"kind":"mcp_server","declared":{"name":"orgraph-mcp","summary":"Codebase knowledge graph MCP server — call chains, topology, and hybrid search for coding agents","description":"# orgraph-mcp\n\nCodebase knowledge graph for coding agents. Gives Claude Code, Cursor, Codex, and other MCP-compatible agents a persistent graph of any repo — call chains, topology clusters, dependency trees — on top of hybrid code search.\n\n## Quickstart\n\nInstall [uv](https://docs.astral.sh/uv/getting-started/installation/), then:\n\n```bash\nuv tool install orgraph-mcp\norgraph install\n```\n\n`orgraph install` detects installed coding agents and wires up the MCP server automatically. Open any repo in your agent and orgraph starts working — it indexes on first run, no manual setup needed.\n\nTo undo: `orgraph uninstall`\n\n## What agents can do\n\nOnce configured, your agent has 6 tools:\n\n| Tool | What it does |\n|---|---|\n| `search(query)` | Hybrid BM25+semantic search — find code by description |\n| `trace(symbol, direction, depth)` | Follow call chains forward (`callees`) or backward (`callers`) |\n| `find_path(from_symbol, to_symbol)` | Shortest call path between two named symbols |\n| `get_context(file_or_symbol)` | Topology cluster, community, call depth, indegree — where does this fit? |\n| `find_entry_points(kind)` | HTTP handlers and entry surfaces; `kind = \"all\" \\| \"http\" \\| \"topology\"` |\n| `get_dependencies(file, direction, depth)` | Import + call dependency tree, forward or reverse |\n| `reindex(force)` | Re-index changed/deleted files without restarting the server |\n\nThe agent picks the right tool automatically based on what you ask.\n\n## Manual usage\n\nAll commands take a repo path as the last argument. It defaults to `.` so you can omit it when you're already inside the repo.\n\n### Setup\n\n```bash\n# Build the index (run once, then again after big merges)\norgraph index .\n\n# Verify the index is healthy — node/edge counts, clusters, communities\norgraph status .\n```\n\n### Finding code\n\n```bash\n# Find code by describing what it does — semantic + keyword search\norgraph search \"coupon validation logic\" .\norgraph search \"order cancellation refund\" . --top-k 5\n\n# List every function…","publisher":null,"homepage":"https://github.com/tss-pranavkumar/orgraph","repository":"https://github.com/tss-pranavkumar/orgraph/issues","version":"0.1.34","license":"MIT","protocols":["mcp"],"tags":["agents","code-search","codebase","knowledge-graph","llm","mcp"],"pricing":null,"endpoints":[{"url":"pypi:orgraph-mcp","type":"package_pypi","auth":null,"probeable":false}],"skills":null,"tools":null,"extra":null,"attribution":{"kind":"pypi","name":"pypi","license":"pypi","repoUrl":"pypi","summary":"pypi","version":"pypi","description":"pypi","homepageUrl":"pypi"}},"derived":{"capabilities":[{"slug":"knowledge.knowledge-graph","name":"Knowledge Graphs","confidence":1,"provenance":"declared"}],"categories":["knowledge"],"language":"en"},"observed":{"status":"unknown","statusReason":"Distributed as a package to run locally; no network endpoint to check.","lastOkAt":null,"lastProbedAt":null,"statusComputedAt":null,"reliability30d":null,"latestObservations":[],"tools":null,"package":{"name":"orgraph-mcp","registry":"pypi","observedAt":"2026-10-28T19:22:37.602Z","publishedAt":"2026-06-23T07:01:17.367557Z","latestVersion":"0.1.34"},"toolSurface":null,"endpointFacts":[]},"verification":{"claimed":false,"claimedAt":null,"proofs":[]},"provenance":{"sources":[{"source":"pypi","key":"orgraph-mcp","url":"https://pypi.org/project/orgraph-mcp/","firstSeenAt":"2026-09-10T09:24:57.851Z","fetchedAt":"2026-10-28T19:20:45.817Z","normalizedAt":"2026-10-28T19:20:45.817Z"}]},"firstSeenAt":"2026-09-10T09:24:57.851Z","updatedAt":"2026-10-28T19:22:37.602Z"}