MCP servers
23 servers that let your AI assistant read data and take actions in the tools you use.
llama_index_mcp
ajeet214
llamaindexmcp is a server for managing and indexing data efficiently.
tsg_indexer
entrepeneur4lyf
A library for indexing code repositories using Tree-sitter Stack Graphs, designed to be used in MCP servers and other tools.
mcp-agentic-security-escalation
dguilliams3
Using MCP tool practices to empower an LLM to cross reference incident data of security alerts with known KEV/NVD data and escalate accordingly, removing noise and drawing attention to more valid concerns. Uses LangChain/LangGraph with FAISS vector indexing for local semantic queries.
doctor
sisig-ai
Doctor is a tool for discovering, crawl, and indexing web sites to be exposed as an MCP server for LLM agents.
documents-vector-search
shnax0210
Project allows document indexing in vector database and then search. Supports Jira (a ticket is a document) and Confluence (a page is a document). Provides abstraction to add more sources. Supports MCP protocol to use the vector search as a tool in AI agents.
VideoDB
video-db
Bridges to VideoDB's video processing capabilities for searching, indexing, subtitling, and manipulating video content through specialized context resources.
rag-server-mcp
sylphxltd
MCP RAG Server enhances LLM responses by indexing project documents for context.
rag-server-mcp
sylphlab
MCP RAG Server enhances LLM responses by indexing project documents for context.
Naga-LLM-MCP
Xxiii8322766509
Naga-LLM-MCP is an emotion AI chat program with memory and smart topic indexing.
Mem0 (Long-Term Memory)
coleam00
Provides persistent long-term memory capabilities through semantic indexing, retrieval, and search functions with support for multiple LLM providers and PostgreSQL vector storage.
Files-DB
randomm
Provides a local vector database system for semantic code search with zero-configuration setup, real-time file monitoring, and incremental indexing to help developers navigate large codebases efficiently.
Enables semantic documentation search and retrieval using vector databases, allowing for URL extraction, source management, and indexing queues with support for multiple embedding providers including Ollama and OpenAI.
PDF RAG Search
mytechnotalent
Enables AI to search and extract information from PDF documents through semantic search with FAISS vector indexing and sentence transformers
cursor-local-indexing
LuotoCompany
ChromaDB-powered local indexing support for Cursor, exposed as an MCP server
VectorCode
Davidyz
A code repository indexing tool that enhances your LLM (Large Language Model) experience.
PDF Extraction
xraywu
Extracts text and performs OCR on PDF files using Python libraries for tasks like document analysis and content indexing.
Elasticsearch
awesimon
Elasticsearch MCP server with available features including mappings management, search and indexing and index management, etc.
Apple Notes
Dingzeefs
Integrates with Apple Notes to enable listing, searching, creating, and indexing notes using semantic and full-text search capabilities, leveraging LanceDB for efficient data storage and on-device embeddings for natural language interactions.
PDF Reader
algonacci
Provides functionality to read and extract content from protected and unprotected PDF files, enabling document analysis, content indexing, and data extraction workflows.
Memory
ebailey78
Provides structured memory management for project-based work through markdown file storage, enabling persistent context across chat sessions with efficient Lunr.js indexing for retrieval, updating, and relating memories.
Google Search Console
AminForou
Integrates with Google Search Console API to provide website search performance analytics, indexing status monitoring, and sitemap management for SEO professionals
Elasticsearch
da1y
Integrates with Elasticsearch to enable index management, document indexing, and powerful search capabilities across large datasets.