{"$schema":"https://wellknown.network/schemas/agent-record-v1.json","schemaVersion":"1","id":"ag_y8adzq7wzsur","handle":"omni-rag-mcp","url":"https://wellknown.network/agents/omni-rag-mcp","links":{"self":"https://wellknown.network/agents/omni-rag-mcp/record.json","html":"https://wellknown.network/agents/omni-rag-mcp","markdown":"https://wellknown.network/agents/omni-rag-mcp/record.md","api":"https://wellknown.network/api/v1/agents/omni-rag-mcp","status":"https://wellknown.network/api/v1/agents/omni-rag-mcp/status","claim":"https://wellknown.network/agents/omni-rag-mcp/claim","claimApi":"https://wellknown.network/api/v1/claims","claimDescriptor":"https://wellknown.network/agents/omni-rag-mcp/claim.json","badge":"https://wellknown.network/agents/omni-rag-mcp/badge.svg","openapi":"https://wellknown.network/openapi.json"},"ard":{"identifier":"urn:air::server:omni-rag-mcp","type":"application/mcp-server-card+json"},"kind":"mcp_server","declared":{"name":"omni-rag-mcp","summary":"General-purpose RAG MCP plugin — index anything, search with hybrid BM25+semantic, zero-config","description":"# omni-rag-mcp\n\nA general-purpose RAG MCP plugin for token-efficient semantic search over any directory of files. Auto-ingests the current working directory on first search and provides hybrid search (BM25 + semantic), directory overview, structural analysis, and dependency graphs.\n\nZero-config by default: local Qdrant storage, ONNX embeddings, no external services required. Supports code, markdown, PDFs, CSVs, and more via pluggable extractors.\n\n## Quick Start\n\n```bash\npip install omni-rag-mcp\nomni-rag-setup\n```\n\nThat's it. Restart Claude Code and the plugin auto-indexes your working directory on first search.\n\n## How It Works\n\n```\nYour Files  ->  Extractors  ->  Chunking  ->  Embedding  ->  Qdrant (local)\n                                                                 |\nClaude Code ->  MCP Tool Call  ->  Hybrid Search  ->  Relevant Snippets\n```\n\n1. **First search** auto-ingests your working directory (extracts content, chunks, generates embeddings, stores in local Qdrant)\n2. **Subsequent searches** are fast hybrid lookups (BM25 + semantic) -- no re-ingestion needed\n3. **Incremental updates** detect git changes and only re-embed modified files\n\n## MCP Tools\n\n| Tool | Purpose |\n|------|---------|\n| `search` | Hybrid search over indexed files (auto-ingests if needed) |\n| `search_by_file` | Search filtered by file path pattern |\n| `get_context` | Compressed directory overview (languages, structure, dependencies) |\n| `get_file_signatures` | Function/class signatures without reading every file |\n| `get_dependency_graph` | Internal import/dependency graph |\n| `stats` | Index size and configuration |\n| `ingest` | Manual re-index (incremental by default, `force=True` for full) |\n| `check_status` | Is the index current? Any uncommitted changes? |\n\n## Embedding Providers\n\nZero-config by default. Choose your provider:\n\n| Provider | Config | Notes |\n|----------|--------|-------|\n| **ONNX** (default) | None needed | Auto-downloads all-MiniLM-L6-v2 (23MB, 384-dim) |\n| **Ollama…","publisher":null,"homepage":"https://github.com/Suyash2013/codebase-rag-mcp","repository":"https://github.com/Suyash2013/codebase-rag-mcp","version":"3.0.1","license":"MIT","protocols":["mcp"],"tags":["mcp"],"pricing":null,"endpoints":[{"url":"pypi:omni-rag-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":"data.vector-search","name":"Vector Search","confidence":1,"provenance":"derived"},{"slug":"dev.filesystem","name":"Filesystem","confidence":0.802,"provenance":"derived"}],"categories":["data","dev"],"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":"omni-rag-mcp","registry":"pypi","observedAt":"2026-09-10T08:27:39.148Z","publishedAt":"2026-04-18T12:33:15.280015Z","latestVersion":"3.0.1"}},"verification":{"claimed":false,"claimedAt":null,"proofs":[]},"provenance":{"sources":[{"source":"pypi","key":"omni-rag-mcp","url":"https://pypi.org/project/omni-rag-mcp/","firstSeenAt":"2026-09-10T08:26:23.034Z","fetchedAt":"2026-09-10T08:26:23.034Z","normalizedAt":"2026-09-10T08:26:23.034Z"}]},"firstSeenAt":"2026-09-10T08:26:23.034Z","updatedAt":"2026-09-10T08:27:39.148Z"}