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.

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.

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.

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.

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

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.

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.

The Pinecone Developer MCP Server is a service based on the Model Context Protocol standard, aiming to connect AI tools with Pinecone projects, providing functions such as document search, index configuration, code generation, and data operation.

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.

Archive Agent is an intelligent file indexing tool that supports searching and querying file content through natural language. It combines AI search (RAG engine), automatic OCR, and the MCP interface, and can handle various file types, including text, documents, PDFs, and images.

The MCP Document Indexer is a Python - based local document indexing and search server that uses the LanceDB vector database and a local LLM (through Ollama) to implement real - time monitoring, multi - format document processing, and semantic search, and provides tools for AI assistants such as Claude through the Model Context Protocol (MCP).

The AI Agent Marketplace Index Search MCP Server provides the function of searching for AI agents by keyword or category, supports monitoring agent performance indicators, and provides API access services.

Kodit is a code - indexing MCP server used to connect AI programming assistants to external code repositories, providing accurate and up - to - date code snippets. It supports indexing and searching of local and public code repositories and can be integrated with multiple AI programming assistants.

The Maven Indexer MCP Server provides a tool for AI agents to search for Java classes, method signatures, and source code by indexing the local Maven repository and Gradle cache, especially suitable for understanding the code of internal private libraries and less - known public libraries.

This project provides an MCP service interface for the Google Search Console API for Claude AI, supporting functions such as querying website data and checking URL index status.

The MCP Code Indexer is an intelligent code retrieval tool designed specifically for large AI language models. It improves the efficiency and accuracy of code processing through semantic understanding and vectorized indexing, supporting functions such as code analysis, quality assessment, and dependency management.

An MCP server that provides the latest Minecraft modding development documentation for AI assistants. It supports Fabric and NeoForge, and includes an automatically updated documentation index and intelligent search functions.

This is an MCP server designed for Space Engineers game plugin development, providing game code indexing and query functions for AI programming assistants and supporting auxiliary development in IDEs such as VSCode.

A PostgreSQL performance tuning server based on the MCP protocol, providing AI-driven query analysis, index optimization, database health checks, and performance monitoring functions, supporting HypoPG virtual index testing and multiple deployment modes.

AI agent marketplace index search service

Cupertino is a Swift - based localization tool used to crawl, index, and provide Apple developer documentation to AI agents through the Model Context Protocol (MCP). It supports offline access to over 230,000 pages of Apple platform documentation, Swift proposals, design guidelines, and sample code, and enables fast retrieval through the SQLite FTS5 search engine.

The Smart Coding MCP server provides a semantic - based code search function for coding assistants through a local AI model, supporting multi - project management and progressive indexing.

Flyto Indexer is a local MCP server that provides code impact analysis, cross - project dependency tracking, and code health scoring for AI assistants, helping developers understand potential impacts before modifying code and avoid destructive changes.

An MCP server for indexing and searching Jekyll blog content, supporting AI assistants to query blog articles by keywords, categories, tags, etc., and providing functions such as draft duplicate checking and category statistics.

A lightweight MCP server focused on crawling document websites and performing RAG indexing using Jina AI and Supabase, supporting multi - project management, intelligent URL discovery, and hybrid content extraction.

The Mozaic MCP Server is a tool that provides query services for ADE0's Mozaic design system to AI assistants such as Claude. By indexing design tokens, component documentation, icons, and CSS utility classes, it enables AI to obtain design system information and generate code snippets.

RAG Vault is a locally prioritized document retrieval augmented generation tool that provides AI assistants with quick access to private documents through the MCP protocol. It supports multiple file formats, performs indexing and searching locally, ensures data privacy, and offers hybrid search, a Web interface, and a remote server mode.

An MCP server based on The Graph that provides indexed blockchain data query services for AI agents, supporting subgraph structure retrieval and GraphQL query execution.

A Solr service toolset based on the Spring AI MCP protocol, providing functions such as search, indexing, and collection management, and supporting AI assistants to interact with Apache Solr through the MCP protocol.

An MCP server that provides Autodesk Alias API documentation search functionality for AI assistants, enabling fast retrieval through local indexing and the BM25 algorithm.

An MCP server written in Rust that provides AI-assisted code analysis tools for Rust projects, including syntax checking, workspace indexing, code navigation, and refactoring suggestions.

The MCP server of Manticore Search provides full-text search and index management functions for AI development tools