{"$schema":"https://wellknown.network/schemas/agent-record-v1.json","schemaVersion":"1","id":"ag_ug64zc5p8w8j","handle":"mcp-server-thoth","url":"https://wellknown.network/agents/mcp-server-thoth","links":{"self":"https://wellknown.network/agents/mcp-server-thoth/record.json","html":"https://wellknown.network/agents/mcp-server-thoth","markdown":"https://wellknown.network/agents/mcp-server-thoth/record.md","api":"https://wellknown.network/api/v1/agents/mcp-server-thoth","status":"https://wellknown.network/api/v1/agents/mcp-server-thoth/status","claim":"https://wellknown.network/agents/mcp-server-thoth/claim","claimApi":"https://wellknown.network/api/v1/claims","claimDescriptor":"https://wellknown.network/agents/mcp-server-thoth/claim.json","badge":"https://wellknown.network/agents/mcp-server-thoth/badge.svg","openapi":"https://wellknown.network/openapi.json","history":"https://wellknown.network/api/v1/agents/mcp-server-thoth/history","tools":"https://wellknown.network/api/v1/agents/mcp-server-thoth/tools"},"ard":{"identifier":"urn:air::server:mcp-server-thoth","type":"application/mcp-server-card+json"},"kind":"mcp_server","declared":{"name":"mcp-server-thoth","summary":"MCP server for persistent codebase memory with semantic search and development tracking","description":"# Thoth\n\nMCP server providing persistent codebase memory with semantic search for AI assistants.\n\n<p align=\"center\">\n  <a href=\"https://pypi.org/project/mcp-server-thoth/\">\n    <img src=\"https://img.shields.io/pypi/v/mcp-server-thoth.svg\" alt=\"PyPI\">\n  </a>\n  <a href=\"https://github.com/braininahat/thoth/blob/main/LICENSE\">\n    <img src=\"https://img.shields.io/badge/license-MIT-blue.svg\" alt=\"License\">\n  </a>\n  <a href=\"https://pypi.org/project/mcp-server-thoth/\">\n    <img src=\"https://img.shields.io/pypi/pyversions/mcp-server-thoth.svg\" alt=\"Python Versions\">\n  </a>\n</p>\n\n## Overview\n\nThoth indexes code repositories using AST parsing and provides tools for symbol lookup, cross-repository navigation, and architecture visualization. With v0.2.0, semantic search was added using local embeddings. v0.3.0 introduced **development memory** to track and learn from all coding attempts. v0.4.0 brings **architectural separation** for instant MCP server startup.\n\nThe index persists in `~/.thoth/`, giving Claude and other MCP-compatible assistants memory across conversations.\n\n## Features\n\n- 🚀 **Instant Startup**: MCP server starts in <1 second with separated embedding service (v0.4.0)\n- 🔍 **Semantic Search**: Find code using natural language queries with local embeddings\n- 🧠 **Persistent Memory**: Code understanding persists between conversations\n- 📝 **Development Memory**: Track all coding attempts and learn from failures\n- 🔗 **Cross-Repository**: Navigate dependencies across multiple related repositories\n- 📊 **Visualizations**: Generate architecture diagrams and dependency graphs\n- ⚡ **Fast Indexing**: AST-based parsing with incremental updates\n- 🎯 **Precise Navigation**: Jump to exact definitions, find all callers\n- 🔧 **Local-First**: All processing happens locally, no cloud dependencies\n\n## Installation\n\n### Requirements\n\n- Python 3.10-3.12 (Python 3.13 not yet supported due to some dependencies)\n- For semantic search: ~500MB disk space for embedding model\n\n### Qu…","publisher":null,"homepage":"https://github.com/braininahat/thoth","repository":"https://github.com/braininahat/thoth/issues","version":"0.4.0","license":"MIT","protocols":["mcp"],"tags":["analysis","codebase","mcp","memory","semantic-search","visualization"],"pricing":null,"endpoints":[{"url":"pypi:mcp-server-thoth","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":"knowledge.memory","name":"Agent Memory","confidence":1,"provenance":"declared"},{"slug":"analytics.reporting","name":"Reporting & Dashboards","confidence":1,"provenance":"declared"},{"slug":"dev.version-control","name":"Version Control","confidence":0.825,"provenance":"derived"},{"slug":"dev.package-management","name":"Packages & Dependencies","confidence":0.825,"provenance":"derived"}],"categories":["analytics","data","dev","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":"mcp-server-thoth","registry":"pypi","observedAt":"2026-10-28T14:24:27.907Z","publishedAt":"2025-07-11T00:30:51.114253Z","latestVersion":"0.4.0"},"toolSurface":null,"endpointFacts":[]},"verification":{"claimed":false,"claimedAt":null,"proofs":[]},"provenance":{"sources":[{"source":"pypi","key":"mcp-server-thoth","url":"https://pypi.org/project/mcp-server-thoth/","firstSeenAt":"2026-09-10T04:22:36.052Z","fetchedAt":"2026-10-28T14:22:31.108Z","normalizedAt":"2026-10-28T14:22:31.108Z"}]},"firstSeenAt":"2026-09-10T04:22:36.052Z","updatedAt":"2026-10-28T14:24:27.907Z"}