{"$schema":"https://wellknown.network/schemas/agent-record-v1.json","schemaVersion":"1","id":"ag_zfdftyzedqgz","handle":"iflow-mcp-privetin-chroma","url":"https://wellknown.network/agents/iflow-mcp-privetin-chroma","links":{"self":"https://wellknown.network/agents/iflow-mcp-privetin-chroma/record.json","html":"https://wellknown.network/agents/iflow-mcp-privetin-chroma","markdown":"https://wellknown.network/agents/iflow-mcp-privetin-chroma/record.md","api":"https://wellknown.network/api/v1/agents/iflow-mcp-privetin-chroma","status":"https://wellknown.network/api/v1/agents/iflow-mcp-privetin-chroma/status","claim":"https://wellknown.network/agents/iflow-mcp-privetin-chroma/claim","claimApi":"https://wellknown.network/api/v1/claims","claimDescriptor":"https://wellknown.network/agents/iflow-mcp-privetin-chroma/claim.json","badge":"https://wellknown.network/agents/iflow-mcp-privetin-chroma/badge.svg","openapi":"https://wellknown.network/openapi.json","history":"https://wellknown.network/api/v1/agents/iflow-mcp-privetin-chroma/history","tools":"https://wellknown.network/api/v1/agents/iflow-mcp-privetin-chroma/tools"},"ard":{"identifier":"urn:air::server:iflow-mcp-privetin-chroma","type":"application/mcp-server-card+json"},"kind":"mcp_server","declared":{"name":"iflow-mcp_privetin_chroma","summary":"A MCP server project","description":"# Chroma MCP Server\n\nA Model Context Protocol (MCP) server implementation that provides vector database capabilities through Chroma. This server enables semantic document search, metadata filtering, and document management with persistent storage.\n\n## Requirements\n\n- Python 3.8+\n- Chroma 0.4.0+\n- MCP SDK 0.1.0+\n\n## Components\n\n### Resources\nThe server provides document storage and retrieval through Chroma's vector database:\n- Stores documents with content and metadata\n- Persists data in `src/chroma/data` directory\n- Supports semantic similarity search\n\n### Tools\n\nThe server implements CRUD operations and search functionality:\n\n#### Document Management\n- `create_document`: Create a new document\n  - Required: `document_id`, `content`\n  - Optional: `metadata` (key-value pairs)\n  - Returns: Success confirmation\n  - Error: Already exists, Invalid input\n\n- `read_document`: Retrieve a document by ID\n  - Required: `document_id`\n  - Returns: Document content and metadata\n  - Error: Not found\n\n- `update_document`: Update an existing document\n  - Required: `document_id`, `content`\n  - Optional: `metadata`\n  - Returns: Success confirmation\n  - Error: Not found, Invalid input\n\n- `delete_document`: Remove a document\n  - Required: `document_id`\n  - Returns: Success confirmation\n  - Error: Not found\n\n- `list_documents`: List all documents\n  - Optional: `limit`, `offset`\n  - Returns: List of documents with content and metadata\n\n#### Search Operations\n- `search_similar`: Find semantically similar documents\n  - Required: `query`\n  - Optional: `num_results`, `metadata_filter`, `content_filter`\n  - Returns: Ranked list of similar documents with distance scores\n  - Error: Invalid filter\n\n## Features\n\n- **Semantic Search**: Find documents based on meaning using Chroma's embeddings\n- **Metadata Filtering**: Filter search results by metadata fields\n- **Content Filtering**: Additional filtering based on document content\n- **Persistent Storage**: Data persists in local directory between serv…","publisher":null,"homepage":null,"repository":null,"version":"0.1.1","license":null,"protocols":["mcp"],"tags":["mcp"],"pricing":null,"endpoints":[{"url":"pypi:iflow-mcp_privetin_chroma","type":"package_pypi","auth":null,"probeable":false}],"skills":null,"tools":null,"extra":null,"attribution":{"kind":"pypi","name":"pypi","summary":"pypi","version":"pypi","description":"pypi"}},"derived":{"capabilities":[{"slug":"data.vector-search","name":"Vector Search","confidence":1,"provenance":"derived"},{"slug":"data.database","name":"Databases","confidence":0.791,"provenance":"derived"}],"categories":["data"],"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":"iflow-mcp_privetin_chroma","registry":"pypi","observedAt":"2026-11-09T10:23:23.468Z","publishedAt":"2026-01-26T05:21:10.981427Z","latestVersion":"0.1.1"},"toolSurface":null,"endpointFacts":[]},"verification":{"claimed":false,"claimedAt":null,"proofs":[]},"provenance":{"sources":[{"source":"pypi","key":"iflow-mcp_privetin_chroma","url":"https://pypi.org/project/iflow-mcp_privetin_chroma/","firstSeenAt":"2026-09-09T20:25:11.373Z","fetchedAt":"2026-11-09T10:21:52.364Z","normalizedAt":"2026-11-09T10:21:52.364Z"}]},"firstSeenAt":"2026-09-09T20:25:11.373Z","updatedAt":"2026-11-09T10:23:23.468Z"}