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maintenanceA lean, local knowledge graph that joins a repo's code to its aSPARK delivery artifacts, enabling agents to trace user stories to code and assess impact of changes, served over MCP.
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MIT
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"Creating a Graph on Vector Knowledge Base Using CozoDB" matching MCP servers:
- Alicense-qualityAmaintenanceA local knowledge graph of your codebase for Claude Code on macOS, exposing structural data via MCP tools for querying calls, imports, test coverage, and impact analysis.Last updatedMIT
- Flicense-qualityDmaintenanceEnables semantic code search over a local codebase using Qdrant vector embeddings and OpenAI embeddings, allowing natural language queries from MCP-compatible clients like Claude Desktop.Last updated
- Flicense-qualityBmaintenanceA CLI-first semantic code search tool with MCP integration for AI assistants, enabling semantic search, AST-aware parsing, and code analysis across 13 languages.Last updated51
- AlicenseAqualityCmaintenanceIndexes a mono-repo into a knowledge graph and provides MCP tools to query code structure—packages, components, routes, HTTP calls—without file reads or grep round-trips.Last updated7274MIT
- AlicenseAqualityAmaintenanceA local knowledge graph MCP server that provides AI agents with permanent, structured memory about codebases, enabling semantic search, blast radius analysis, and convention enforcement.Last updated82MIT
- AlicenseBqualityBmaintenanceA local MCP server for AI coding agents that builds a queryable knowledge graph of files and symbols, enforces edit scope before file writes, and records append-only reasoning logs to explain changes.Last updated101MIT
- Alicense-qualityBmaintenanceA self-contained, in-memory graph database for AI Agents. Provides semantic code understanding through the Model Context Protocol (MCP).Last updated2MIT
- Alicense-qualityCmaintenanceA validation layer for AI coding assistants that enforces explicit LLM evaluations on plans, code diffs, and tests to ensure safer and higher-quality code.Last updated17MIT
- Alicense-qualityAmaintenanceA high-performance code knowledge graph server implementing MCP, indexing codebases into a structured AST knowledge graph with semantic search, call graph traversal, and HTTP route tracing.Last updated4,75960MIT
- Alicense-qualityCmaintenanceEnables querying a TypeScript codebase's graph for call flows, type relationships, and symbol locations without reading file bodies.Last updatedThe Unlicense
- Alicense-qualityCmaintenanceA function-level call-graph indexer for GDScript/Godot projects, exposed as an MCP server so AI coding assistants can answer questions like 'what calls this function?' or 'what would break if I change this signal?' without re-reading the whole codebase.Last updated1MIT
- Alicense-qualityCmaintenanceA TypeScript code graph tool with MCP integration that enables AI agents to perform semantic search and graph traversal (call graphs, paths between symbols) across a codebase.Last updated2798MIT
- Alicense-qualityBmaintenanceBuilds rich code graphs from TypeScript/NestJS codebases using AST analysis and Neo4j, enabling semantic search, natural language querying, and intelligent graph traversal to provide deep contextual understanding of code relationships and dependencies.Last updated6816MIT
- Flicense-qualityCmaintenanceTransforms code repositories and development documentation into a queryable Neo4j knowledge graph, enabling AI assistants to perform intelligent code analysis, dependency mapping, impact assessment, and automated documentation generation across 15+ programming languages.Last updated6
- Flicense-qualityDmaintenanceA comprehensive Model Context Protocol server that integrates Vibe Coding methodology with Knowledge Graph technology for AI-assisted software development using Kuzu embedded database.Last updated2
- Flicense-qualityBmaintenanceBuilds a semantic knowledge graph of C++ code and exposes 9 MCP tools for AI assistants to search classes, functions, inheritance, callers, callees, overrides, and more.Last updated3
- Flicense-qualityBmaintenanceEnables querying cross-repo code dependencies, HTTP routes, database tables, and queues via an MCP server using Cypher queries.Last updated
- Flicense-qualityBmaintenanceMCP server for indexing source code from repositories into a Neo4j graph database and enabling Graph RAG-based search and traversal of functions via natural language queries.Last updated
- AlicenseAqualityDmaintenanceEnables storing and querying structured information about software code entities (classes, functions, files) and their relationships (calls, imports) along with qualitative observations like design decisions and change rationale.Last updated9114MIT