358 published MCP servers in this category · page 6 of 6 · all categories
Academic paper knowledge-base MCP server: PDF ingest, vector search with reranking, KB management.
Web search, scraping, RAG answers with citations, and translation as MCP tools.
Any URL to clean text, markdown, or JSON for LLM/RAG pipelines.
MCP Server supported search engine
Free open-source web search and page reading for LLMs, AI agents, and RAG.
SEC 10-K/10-Q/8-K search, RAG Q&A, comparison, and anomaly detection with citations.
It intelligently parses your code into structural blocks (like functions and classes), converts them into vector embeddings, and stores them in a local vector database. This allows you to find…
Real-time NSE/BSE stock sentiment, news NLP, technical analysis & RAG search via MCP.
A Model Context Protocol (MCP) server that provides semantic search access to the complete Stanford Encyclopedia of Philosophy through vector
Storm MCP(Model Context Protocol) 서버는 LLM 애플리케이션과 RAG 데이터 소스 및 도구들 간의 원활한 통합을 가능하게 하는 개방형 프로토콜입니다. Anthropic의 [Model Context
Local, privacy-first document catalogue for AI agents: metadata-only discovery, no cloud, no RAG.
ShopBot exposes order-status lookup and knowledge-base answers through a local Python MCP server backed by a store database and RAG pipeline.
Vector RAG store for Word/Excel/PDF/PowerPoint. Break-even pricing, $5 per 5,700 pages.
Run Signal Lab Apify Actors for price tracking, keywords, RAG, transcripts, Reddit, jobs, and menus.
MCP server for Milvus vector database with semantic and full-text search capabilities
Java AI application development framework (supports LLM-tool,skill; RAG; MCP; Agent-ReAct,Team-Agent). Compatible with java8 ~ java25. It can also be
An MCP server that gives Claude, Cursor, and every MCP client one shared memory that never leaves your machine. On-device vector search via LanceDB + Transformers.js (384-dim embeddings)…
Spoken is a transcript API that turns any published podcast into clean Markdown with real speaker names — not "Speaker 1." One API call returns named, timestamped text, ready for LLMs, RAG…
🍀 🤖 Spring Boot AI - Evaluation Testing
SQL Server MCP with RAG capabilities for macOS (Docker SQL Server support)
SQL Server MCP with RAG capabilities for Windows (native ODBC support)
Parse PDF/Word/PPT/HTML to Markdown; tables as JSON, image extraction, RAG chunking, page ranges.
Verified Polish open data for AI agents: debt, budget, 460 MPs, votings, judiciary search, RAG.
This repository is superseded by SOLUM. SOLUM is the actively developed version of this project: PostgreSQL + pgvector instead of SQLite, a larger tool set, and numerous fixes not present here. New…
Hosted MCP catalog with 30 tenant-isolated browser, RAG, AI, mail and media tools.
Embeddings generated from [teleport docs](https://github.com/gravitational/teleport/tree/master/docs/pages) are saved in a Chroma database. A MCP
Ingest and analyze Terraform modules from multiple repositories for AI RAG systems
AI-powered knowledge base for your Terraform modules. Index, search, compose, and audit - all from one place.
🚀 All-in-one MCP server with AI search, RAG, and multi-service integrations (GitLab/Jira/Confluence/YouTube) for AI-enhanced development workflows
Six pay-per-use web data tools that any MCP client (Claude, Cursor, VS Code, n8n AI Agent, ...) can call through Apify's hosted MCP server. Nothing to install: add one URL.
Review and rewrite LangChain, LlamaIndex, Ollama, and XRPL code against current APIs.
Sovereign intelligence dossiers, daily briefings, RAG search, knowledge graph, codon optimizer.
Personal YouTube AI knowledge base powered by RAG. Query your subscribed YouTube channels.
The Tweetsmash MCP server connects Claude, ChatGPT, Cursor, Raycast, and any Model Context Protocol client to your X (Twitter) bookmarks. Search them semantically, count them, and manage labels…
Citation-guarded retrieval over 22M Taiwan court judgments and administrative interpretations
Model Context Protocol (MCP) server implementation for semantic vector search and memory management using TxtAI. This server provides a robust API
A Model Context Protocol (MCP) Server that interfaces with Typesense
Fetch URLs and return clean Markdown for RAG — nav, ads and boilerplate stripped.
AI assistant with RAG, web search, filesystem and memory. MCP sub-agent for Claude Code.
Semantic document memory using Redis vector store. Save and recall files with natural language.
In-memory vector store with TF-IDF vectorization and cosine similarity search. Pay-per-call via x402 (USDC on Base L2) -- no API key, no signup, no rate-limit wall.
Probes vector-database endpoints for unauthenticated exposure of embeddings/RAG data
Kannada/English Carnatic flute KSGMS syllabus — search lessons, log practice, ask a RAG guru.
Persistent visual cache for LLM-driven software development. Caches screenshots using perceptual hashing, vector search, and AX trees to prevent
A CLI tool for personal RAG that retrieves data from Notion, Obsidian, Apple Notes, etc., stored in Qdrant and exposed as an MCP server.
MCP server for Weaviate: collections, objects, GraphQL search. Works with any instance.
An MCP (Model Context Protocol) server that converts public webpages to clean, readable Markdown. Strips ads, navigation, and boilerplate — returns LLM-ready text perfect for RAG, research, and…
Extract clean markdown from any URL. Strips nav/ads/scripts, returns structured content. Built for RAG pipelines and AI research agents. Pay-per-call via x402 (USDC on Base L2) -- no API key, no…
Web pages and whole sites to clean Markdown for RAG and AI agents. Crawls links and sitemaps.
A powerful knowledge management system that forges wisdom from experiences, insights, and best practices. Built with Qdrant vector database for
Code knowledge and metadata with live update, knowledge library, semantic and vector searches
Semantic search over WSO2 docs (APIM, MI, Choreo, Ballerina) via RAG and pgvector.
Local-first MCP tools for searching and drafting from your X/Twitter archive.
Bulk YouTube transcripts from videos, channels, playlists or search: text, RAG chunks, SRT, VTT.
A complete AI persona memory management system combining a high-performance vector database server with a Model Context Protocol (MCP) interface for
Agentic memory for cyber threat intelligence. STIX graphs, actor aliasing, offline RAG, Sigma/YARA.
Instead of navigating through web interfaces or complex setup processes, you can get a free, fully functional vector database cluster up and running it directly from Claude, Cursor or any other…
Model Context Protocol Server for Mochow