Semantic Context Mcp
A Model Context Protocol (MCP) server that leverages a vector database to efficiently index and query the codebase.
Directory
A Model Context Protocol (MCP) server that leverages a vector database to efficiently index and query the codebase.
Transform 17 source types (docs, GitHub repos, PDFs, videos, Jupyter, Confluence, Notion, Slack/Discord) into AI-ready skills and RAG knowledge. 35 MCP tools…
Java AI application development framework (supports LLM-tool,skill; RAG; MCP; Agent-ReAct,Team-Agent). Compatible with java8 ~ java25. It can also be embedded…
MCP server to connect AI agents to any github corpa
Bridges AI systems with Figma design platform, transforming complex API responses into structured design information for easier understanding of layout…
Integrates Jina.ai's Grounding API with LLMs for real-time, fact-based web content grounding and analysis, enhancing LLM responses with precise, verified…
Search and fetch documentation for popular libraries like Langchain, Llama-Index, and OpenAI using the Serper API.
Enhances JSON Resumes with GitHub project information by analyzing codebases, fetching existing resumes, and intelligently updating profiles with relevant…
Search and fetch documentation for popular libraries like Langchain, Llama-Index, and OpenAI using the Serper API, providing updated information for LLMs.
Interacts with the Swagger Petstore API using Petclinic v3 APIs, exposing tools for OpenAI models.
Enables Claude Desktop to interact with Google's Gemini 2.5 Pro model through a TypeScript server with Google Search integration for grounded responses and…
Provides a documentation search tool that retrieves the latest Python library documentation from LangChain, LlamaIndex, and OpenAI through targeted Google…
Enhances AI model responses with real-time search results from various engines through Higress ai-search, supporting internet, academic, and internal knowledge…
A Claude Code MCP plugin that audits and cleans up your AI memory.
Open-source Node.js FHIR MCP server with SMART Backend Services, metadata-aware search/CRUD tools, compact responses, FHIRPath filtering, safe pagination…
Provides a RAG-powered query interface to LlamaIndex documentation, delivering detailed responses with code examples using LlamaCloud's managed index service
Enables AI assistants to enhance their responses with relevant documentation through a semantic vector search, offering tools for managing and processing…
ByteRover Team Memory is a paid remote MCP endpoint for OpenAI Codex memory MCP. It exposes structured JSON tools, a public server card, token-based access…
A version-aware documentation assistant that connects LLMs to trusted, real-time docs to reduce hallucinations and provide accurate, version-specific responses.
Retrieve and process documentation using vector search to provide context for AI assistants.
A local RAG system with Playwright MCP integration for Claude and OpenAI embeddings, using local storage.
Semantic code search using the Qdrant vector database and OpenAI embeddings.
Local-first agent memory MCP — Claude Code, Cursor, OpenAI Codex, and Gemini CLI share one SQLite brain. 6-layer structured memory…
Searching and access your AI coding sessions from Claude Code, Gemini CLI, opencode, and OpenAI Codex.