{"$schema":"https://wellknown.network/schemas/agent-record-v1.json","schemaVersion":"1","id":"ag_nsxhry8ac6te","handle":"chroma-mcp-server","url":"https://wellknown.network/agents/chroma-mcp-server","links":{"self":"https://wellknown.network/agents/chroma-mcp-server/record.json","html":"https://wellknown.network/agents/chroma-mcp-server","markdown":"https://wellknown.network/agents/chroma-mcp-server/record.md","api":"https://wellknown.network/api/v1/agents/chroma-mcp-server","status":"https://wellknown.network/api/v1/agents/chroma-mcp-server/status","claim":"https://wellknown.network/agents/chroma-mcp-server/claim","claimApi":"https://wellknown.network/api/v1/claims","claimDescriptor":"https://wellknown.network/agents/chroma-mcp-server/claim.json","badge":"https://wellknown.network/agents/chroma-mcp-server/badge.svg","openapi":"https://wellknown.network/openapi.json","history":"https://wellknown.network/api/v1/agents/chroma-mcp-server/history","tools":"https://wellknown.network/api/v1/agents/chroma-mcp-server/tools"},"ard":{"identifier":"urn:air::server:chroma-mcp-server","type":"application/mcp-server-card+json"},"kind":"mcp_server","declared":{"name":"chroma-mcp-server","summary":"Chroma MCP Server - Vector Database Integration for LLM Applications","description":"# Chroma MCP Server\n\n[![CI](https://github.com/djm81/chroma_mcp_server/actions/workflows/tests.yml/badge.svg)](https://github.com/djm81/chroma_mcp_server/actions/workflows/tests.yml)\n[![codecov](https://codecov.io/gh/djm81/chroma_mcp_server/branch/main/graph/badge.svg)](https://codecov.io/gh/djm81/chroma_mcp_server)\n[![PyPI - Version](https://img.shields.io/pypi/v/chroma-mcp-server?color=blue)](https://pypi.org/project/chroma-mcp-server)\n\nA Model Context Protocol (MCP) server integration for [Chroma](https://www.trychroma.com/), the open-source embedding database.\n\n## Overview\n\nChroma MCP Server creates a persistent, searchable \"working memory\" for AI-assisted development:\n\n- **Automated Context Recall:** AI assistants can query relevant information from past sessions\n- **Developer-Managed Persistence:** Store key decisions and insights in ChromaDB via MCP\n- **Second Brain Integration:** Integrates with IDE workflows to create a unified knowledge hub\n\nKey features:\n\n- **Automated Codebase Indexing:** Track and index code changes\n- **Automated Chat Logging:** Log AI interactions with enhanced context capture (code diffs, tool sequences)\n- **Bidirectional Linking:** Connect discussions to code changes for tracing feature evolution\n- **Semantic Code Chunking:** Preserve logical code structures for more meaningful context retrieval\n- **Working Memory Tools:** MCP commands for capturing and retrieving development context\n- **Validation System:** Evidence-based validation for code changes and learning promotions\n- **Automated Test-Driven Learning:** Fully automated workflow from test failure to verified fix and learning promotion. See the [Pytest Plugin Usage Guide](docs/integration/pytest_plugin_usage.md) to integrate this into your projects.\n\nSee the [Getting Started with your Second Brain guide](docs/getting_started_second_brain.md) for more details.\n\n## Quick Start\n\n### Installation\n\n```bash\n# Basic installation\npip install chroma-mcp-server\n\n# Full installation with…","publisher":null,"homepage":"https://github.com/djm81/chroma_mcp_server#readme","repository":"https://github.com/djm81/chroma_mcp_server#readme","version":"0.2.28","license":null,"protocols":["mcp"],"tags":["chroma","embeddings","llm","mcp","vector-database"],"pricing":null,"endpoints":[{"url":"pypi:chroma-mcp-server","type":"package_pypi","auth":null,"probeable":false}],"skills":null,"tools":null,"extra":null,"attribution":{"kind":"pypi","name":"pypi","repoUrl":"pypi","summary":"pypi","version":"pypi","description":"pypi","homepageUrl":"pypi"}},"derived":{"capabilities":[{"slug":"data.database","name":"Databases","confidence":1,"provenance":"derived"},{"slug":"data.vector-search","name":"Vector Search","confidence":1,"provenance":"declared"},{"slug":"knowledge.memory","name":"Agent Memory","confidence":0.779,"provenance":"derived"}],"categories":["data","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":"chroma-mcp-server","registry":"pypi","observedAt":"2026-11-09T01:27:32.360Z","publishedAt":"2025-05-29T22:37:54.610850Z","latestVersion":"0.2.28"},"toolSurface":null,"endpointFacts":[]},"verification":{"claimed":false,"claimedAt":null,"proofs":[]},"provenance":{"sources":[{"source":"pypi","key":"chroma-mcp-server","url":"https://pypi.org/project/chroma-mcp-server/","firstSeenAt":"2026-09-09T11:30:22.299Z","fetchedAt":"2026-11-09T01:26:40.490Z","normalizedAt":"2026-11-09T01:26:40.490Z"}]},"firstSeenAt":"2026-09-09T11:30:22.299Z","updatedAt":"2026-11-09T01:27:32.360Z"}