{"$schema":"https://wellknown.network/schemas/agent-record-v1.json","schemaVersion":"1","id":"ag_ahvpejnbkkg4","handle":"mcp-vector-search","url":"https://wellknown.network/agents/mcp-vector-search","links":{"self":"https://wellknown.network/agents/mcp-vector-search/record.json","html":"https://wellknown.network/agents/mcp-vector-search","markdown":"https://wellknown.network/agents/mcp-vector-search/record.md","api":"https://wellknown.network/api/v1/agents/mcp-vector-search","status":"https://wellknown.network/api/v1/agents/mcp-vector-search/status","claim":"https://wellknown.network/agents/mcp-vector-search/claim","claimApi":"https://wellknown.network/api/v1/claims","claimDescriptor":"https://wellknown.network/agents/mcp-vector-search/claim.json","badge":"https://wellknown.network/agents/mcp-vector-search/badge.svg","openapi":"https://wellknown.network/openapi.json","history":"https://wellknown.network/api/v1/agents/mcp-vector-search/history","tools":"https://wellknown.network/api/v1/agents/mcp-vector-search/tools"},"ard":{"identifier":"urn:air::server:mcp-vector-search","type":"application/mcp-server-card+json"},"kind":"mcp_server","declared":{"name":"mcp-vector-search","summary":"CLI-first semantic code search with MCP integration and interactive D3.js visualization for exploring code relationships","description":"# MCP Vector Search\n\n🔍 **CLI-first semantic code search with MCP integration**\n\n[![PyPI version](https://badge.fury.io/py/mcp-vector-search.svg)](https://badge.fury.io/py/mcp-vector-search)\n[![Python 3.11+](https://img.shields.io/badge/python-3.11+-blue.svg)](https://www.python.org/downloads/)\n[![License: Elastic-2.0](https://img.shields.io/badge/License-Elastic--2.0-blue.svg)](LICENSE)\n\n> ⚠️ **Production Release (v2.5.56)**: Stable and actively maintained. LanceDB is now the default backend for better performance and stability.\n\nA modern, fast, and intelligent code search tool that understands your codebase through semantic analysis and AST parsing. Built with Python, powered by LanceDB, and designed for developer productivity.\n\n## ✨ Features\n\n### 🚀 **Core Capabilities**\n- **Semantic Search**: Find code by meaning, not just keywords\n- **AST-Aware Parsing**: Understands code structure (functions, classes, methods)\n- **Multi-Language Support**: 13 languages - Python, JavaScript, TypeScript, C#, Dart/Flutter, PHP, Ruby, Java, Go, Rust, HTML, and Markdown/Text (with extensible architecture)\n- **Knowledge Graph**: Temporal knowledge graph with KuzuDB for entity extraction and relationship mapping (`kg build`, `kg status`, `kg query`)\n- **Interactive Visualization**: D3.js-powered visualization with 5+ views (Treemap, Sunburst, Force Graph, Knowledge Graph, Heatmap)\n- **Development Narratives**: Generate git history narratives with `story` command (markdown, JSON, HTML output)\n- **Real-time Indexing**: File watching with automatic index updates\n- **Automatic Version Tracking**: Smart reindexing on tool upgrades\n- **Local-First**: Complete privacy with on-device processing\n- **Zero Configuration**: Auto-detects project structure and languages\n\n### 🛠️ **Developer Experience**\n- **CLI-First Design**: Simple commands for immediate productivity\n- **Rich Output**: Syntax highlighting, similarity scores, context\n- **Fast Performance**: Sub-second search responses, efficient…","publisher":null,"homepage":"https://mcp-vector-search.readthedocs.io","repository":"https://github.com/bobmatnyc/mcp-vector-search/issues","version":"4.1.14","license":"Elastic License 2.0  Copyright (c) 2024-2025 Robert Matsuoka Co…","protocols":["mcp"],"tags":["code-graph","code-search","d3js","force-layout","interactive-graph","mcp","semantic-search","vector-database","visualization"],"pricing":null,"endpoints":[{"url":"pypi:mcp-vector-search","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.database","name":"Databases","confidence":1,"provenance":"derived"},{"slug":"data.vector-search","name":"Vector Search","confidence":1,"provenance":"derived"},{"slug":"knowledge.knowledge-graph","name":"Knowledge Graphs","confidence":1,"provenance":"derived"},{"slug":"analytics.reporting","name":"Reporting & Dashboards","confidence":1,"provenance":"declared"}],"categories":["analytics","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":"mcp-vector-search","registry":"pypi","observedAt":"2026-10-28T15:25:42.428Z","publishedAt":"2026-05-21T12:11:54.277423Z","latestVersion":"4.1.14"},"toolSurface":null,"endpointFacts":[]},"verification":{"claimed":false,"claimedAt":null,"proofs":[]},"provenance":{"sources":[{"source":"pypi","key":"mcp-vector-search","url":"https://pypi.org/project/mcp-vector-search/","firstSeenAt":"2026-09-10T05:21:44.532Z","fetchedAt":"2026-10-28T15:23:29.090Z","normalizedAt":"2026-10-28T15:23:29.090Z"}]},"firstSeenAt":"2026-09-10T05:21:44.532Z","updatedAt":"2026-10-28T15:25:42.428Z"}