{"$schema":"https://wellknown.network/schemas/agent-record-v1.json","schemaVersion":"1","id":"ag_k6xewjvukyrh","handle":"opencode-mcp-memory","url":"https://wellknown.network/agents/opencode-mcp-memory","links":{"self":"https://wellknown.network/agents/opencode-mcp-memory/record.json","html":"https://wellknown.network/agents/opencode-mcp-memory","markdown":"https://wellknown.network/agents/opencode-mcp-memory/record.md","api":"https://wellknown.network/api/v1/agents/opencode-mcp-memory","status":"https://wellknown.network/api/v1/agents/opencode-mcp-memory/status","claim":"https://wellknown.network/agents/opencode-mcp-memory/claim","claimApi":"https://wellknown.network/api/v1/claims","claimDescriptor":"https://wellknown.network/agents/opencode-mcp-memory/claim.json","badge":"https://wellknown.network/agents/opencode-mcp-memory/badge.svg","openapi":"https://wellknown.network/openapi.json"},"ard":{"identifier":"urn:air::server:opencode-mcp-memory","type":"application/mcp-server-card+json"},"kind":"mcp_server","declared":{"name":"opencode-mcp-memory","summary":"Production-ready MCP memory server with semantic search, project conventions learning, and comprehensive memory management for OpenCode","description":"# OpenCode MCP Memory \n \nA production-ready MCP (Model Context Protocol) memory server for OpenCode with semantic search, project conventions learning, and comprehensive memory management. \n \n## Features \n \n- **Semantic memory search** via sentence-transformers with automatic text search fallback \n- **Multiple memory types**: Working, semantic, episodic, procedural, plus domain-specific types \n- **Project convention learning**: Auto-detect project type, tools, commands, dependencies \n- **Knowledge graph**: Automatic relationship detection between related memories \n- **Duplicate detection**: MD5-based content hashing to prevent redundant storage \n- **Configurable embeddings**: Support for different sentence-transformers models \n- **Full-text search**: SQLite FTS5 with fallback LIKE queries \n- **Comprehensive metrics**: Track operation performance and success rates \n- **Input validation & security**: Prevent path traversal and malicious inputs \n \n## Quick Start \n \nAfter installation, run the server directly: \n \n```bash \nmcp-memory \n``` \n \nRunning from a source checkout without installing uses the launcher, which creates a `.venv` and installs dependencies on first run: \n \n```bash \npython mcp_memory/launcher.py \n``` \n \n## Installation \n \n### From PyPI (recommended) \n \n```bash \npip install opencode-mcp-memory \n``` \n \nThen run directly: \n```bash \nmcp-memory \n``` \n \n### From Source (development) \n \n```bash \n# Clone and install in editable mode \ngit clone https://github.com/opencode/mcp-memory.git \ncd mcp-memory \npip install -e . \n \n# Run the server \nmcp-memory \n``` \n \n### For OpenCode Integration \n \nAdd the server to your opencode config (`opencode.json` or `opencode.jsonc`): \n \n```jsonc \n{ \n  \"mcp\": { \n    \"opencode-memory\": { \n      \"type\": \"local\", \n      \"command\": [\"mcp-memory\"] \n    } \n  } \n} \n``` \n \n## Architecture \n \n- `server.py` - FastMCP server with 18 tools \n- `launcher.py` - Venv-aware launcher for running from source without installing \n- `memory.py` - Memo…","publisher":null,"homepage":"https://github.com/opencode/mcp-memory#readme","repository":"https://github.com/opencode/mcp-memory#readme","version":"0.2.3","license":null,"protocols":["mcp"],"tags":["mcp","memory","semantic-search","llm","context-management"],"pricing":null,"endpoints":[{"url":"pypi:opencode-mcp-memory","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.vector-search","name":"Vector Search","confidence":1,"provenance":"derived"},{"slug":"knowledge.memory","name":"Agent Memory","confidence":1,"provenance":"declared"},{"slug":"knowledge.knowledge-graph","name":"Knowledge Graphs","confidence":0.836,"provenance":"derived"},{"slug":"dev.package-management","name":"Packages & Dependencies","confidence":0.825,"provenance":"derived"},{"slug":"dev.version-control","name":"Version Control","confidence":0.745,"provenance":"derived"}],"categories":["data","dev","knowledge"],"language":"en"},"observed":{"status":"unknown","statusReason":"Distributed as a package to run locally; 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