Acemcp is an MCP server for codebase indexing and semantic search, supporting automatic incremental indexing, multi-encoding file processing, .gitignore integration, and a Web management interface, helping developers quickly search for and understand code context.

PageIndex MCP is an inference-based vectorless RAG system. Through the MCP protocol, it exposes the tree-like index of documents to LLMs, enabling platforms such as Claude to retrieve information from PDF documents through structural reasoning like human experts, without the need for a vector database.

The Pinecone MCP Server is a model context protocol server designed for Claude Desktop, providing read and write interaction capabilities with Pinecone indexes.

Postgres MCP Pro is an open - source MCP server that provides comprehensive support for AI agents in database index tuning, execution plan analysis, health checks, and secure SQL execution.

An implementation of the MCP Server for Elasticsearch/OpenSearch, providing document search, index analysis, and cluster management functions.

A tool for fuzzy searching and browsing Apple Messages (iMessage/SMS) in the command line, Claude Code plugin, or MCP server, supporting automatic indexing, contact resolution, and context display.

Omni-LPR is a self-hosted server with multiple interfaces (REST and MCP) that provides automatic license plate recognition (ALPR) functions and can be used as an independent microservice or a toolbox for AI agents.

The DynamoDB MCP Server is a tool based on the Model Context Protocol for managing and operating Amazon DynamoDB resources, providing functions such as table management, index management, capacity management, and data operations.

A voice recording and transcription MCP server based on the Whisper model, which can be used as an extension of Goose AI or run independently, supporting various recording scenarios and model configurations.

Docdex is a lightweight local document indexing and search daemon that builds an index of Markdown/text files on the local disk for each project and provides search fragments via HTTP API or CLI without external services or uploads.

o3 - search - mcp is an MCP server that supports using the OpenAI o3 model and its powerful web search function to help AI programming agents independently solve complex problems.

CICADA is an MCP server that provides structured code indexing for AI code assistants. Through AST-level indexing, call site tracking, and semantic search, it provides efficient context compression for Elixir, Python, and Erlang code repositories, reducing token usage and improving the quality of code understanding.

The WindTools MCP Server is a code assistant service based on ChromaDB and sentence transformers, providing document embedding and retrieval functions, and supporting codebase indexing and semantic search.

The SQL Stream Builder MCP Server is a comprehensive SSB management platform that provides full access to SSB functions through more than 80 MCP tools. It supports independent deployment and CDP deployment, covering functions such as job management, real-time data sampling, system monitoring, and user management.

This project is an experimental Model Context Protocol (MCP) server for interacting with the Algolia API. It allows users to perform operations such as searching, adding data, and updating index configurations through the MCP protocol. The project provides installation guides, debugging methods, and instructions for integrating with Ollama, but clearly states that it does not provide official support.

AiDex is an MCP server that provides AI programming assistants with instant access to the entire codebase. It enables fast and precise code search through a persistent pre-built index, supports 11 programming languages, includes 28 tools, and can significantly reduce the waste of the AI context window.

MCP Composer is a gateway service for centrally managing multiple MCP servers, providing features such as dynamic server management, unified SSE interface, multi - endpoint support, and independent configuration.

A voice recording and transcription MCP server based on the Whisper model, which can be run as an extension of Goose AI or an independent service.

The Searchcraft MCP Server is a toolset based on the Searchcraft vertical search engine, used to manage documents, indexes, federations, access keys, and analytical data, and supports performing management operations through natural language instructions.

This is an MCP server project that provides tools for interacting with Linear through the MCP client, including functions such as searching, creating, and updating issues. It supports Bun and Node running environments and can be compiled into an independent executable file.

This project implements an MCP server for Elasticsearch, providing tools and resources for interacting with the Elasticsearch cluster, including functions such as index listing, mapping retrieval, and search, and supporting access to Elasticsearch data through the MCP protocol.

The Multiverse MCP Server is a middleware server that supports running multiple MCP server instances of the same type simultaneously. Each instance has an independent namespace and configuration, achieving a completely isolated operating environment.

A hot news server based on the MCP protocol that aggregates real - time hot topics from 9 major Chinese mainstream social platforms and news websites, supporting AI model integration and popularity index display.

Skill Retriever is an MCP server based on a graph database, specifically designed for the retrieval and installation of Claude Code components. It automatically indexes component repositories on GitHub, returns the minimum correct set of components and their dependencies based on task descriptions through semantic search and graph traversal algorithms, and supports security scanning and automatic synchronization and updates.

An MCP protocol server for extracting embedded data (such as i18n translations or key - value configurations) and SVG components from TypeScript/JavaScript source code, generating structured JSON configuration files and independent SVG files.

Bookworm is a toolset for processing docs.rs documentation, including functions such as downloading, indexing, and querying documentation, and provides an MCP service interface for LLM calls.

Codeix is a fast semantic code search tool designed for AI code assistants. By building a code index that can be committed to Git, it enables the search for symbols, references, and callers across codebases, improving the code location efficiency of AI agents.

The FedRAMP Docs MCP Server provides a structured query and analysis tool for the official FedRAMP document library, supporting FRMR dataset indexing, document search, and version comparison functions

Relay is a simple tool for transferring information such as files, code, and data between Claude Desktop and Claude Code, maintaining their independent contexts and enabling collaboration through a user - controlled retrieval mechanism.

GitHub Chat MCP is a Model Context Protocol tool for analyzing and querying GitHub repositories through the GitHub Chat API, providing repository indexing and querying functions.

This project implements an MCP server based on the FAISS vector database, supporting the Retrieval Augmented Generation (RAG) function, including a complete workflow such as GitHub file download, document indexing, local query, and LLM integration.

A document indexing system based on PostgreSQL and pgvector, supporting AI - driven semantic search, including functions for crawling, processing, and querying documents.

An MCP server that provides code context for AI assistants by indexing local code into a graph database, supporting code analysis, relationship query, and real - time update functions.

An experimental local code indexing service based on Python that uses ChromaDB for storage and provides semantic search functionality, serving tools such as Cursor through the MCP protocol.

An MCP server that provides background process management functionality, allowing LLMs to start, stop, and monitor long-running command-line processes, and includes an independent TUI monitoring interface.

Pixeltable's multi-modal model context protocol server set provides indexing and querying functions for audio, video, images, and documents

TeaRAGs is a semantic code search MCP server designed for coding agents. It supports large - scale codebases through AST - aware chunking and incremental indexing, and uses Git trajectories (such as 19 signals including code changes, author information, and defect repair rates) for intelligent re - ranking, surpassing traditional embedding similarity retrieval.

This is a project memory library management service based on SQLite, providing storage and retrieval functions for project background, decision records, progress updates, etc. through the MCP protocol, and supporting independent data management by project path.

Webcam MCP is an MCP server that provides webcam access for LLM agents, supporting photo taking and video recording, enabling AI agents to independently observe and interact with the physical environment.

This is a Model Context Protocol server developed for the Sitecore content management system, providing various tools such as GraphQL API, item service API, PowerShell script execution, security management, and index management. It supports integration with AI assistants through the MCP protocol for Sitecore content management operations.