Mcp Server Any Openapi
A MCP server that enables Claude to discover and call any API endpoint through semantic search. Intelligently chunks OpenAPI specifications to handle large API documentation, with built-in request execution capabilities. Perfect for integrating private APIs with Claude Desktop.
Mcp Hubspot Peakmojo
A Model Context Protocol (MCP) server that enables AI assistants to interact with HubSpot CRM data, providing built-in vector storage and caching mechanisms help overcome HubSpot API limitations while improving response times.
Qdrant Loader
Enterprise-ready vector database toolkit for building searchable knowledge bases from multiple data sources. Supports multi-project management, automatic ingestion from Confluence/JIRA/Git, intelligent file conversion (PDF/Office/images), and semantic search. Includes MCP server
Ummon
The semantic layer for software engineering: Connect code to meaning, build on understanding
Mcp Link Aurafriday
Let AI agents like ChatGPT & Claude use real-world local/remote tools you approve via browser extension + optional MCP server
Youtube Mcp
YouTube MCP Server is an AI-powered solution designed to revolutionize your YouTube experience. It empowers users to search for YouTube videos, retrieve detailed transcripts, and perform semantic searches over video content—all without relying on the official API. By integrating
Branch Thinking Mcp
Branch-Thinking MCP Tool A TypeScript-powered MCP server for managing parallel branches of thought, semantic cross-references, and persistent tasks. Features dynamic scoring, AI-generated insights, batch operations, and visual graph navigation for advanced agentic workflows.
Mnemos Arhuman
Local-first MCP memory server for AI agents, with source citations and OKF/Markdown knowledge bases.
Localsynapse
AI-powered local file search for Windows. Search inside files by content and meaning. 100% offline, free, open-source. Everything alternative with content search.
Ocds Mcp
MCP server for German public procurement data — semantic search and tender matching for Claude, GPT, Cursor, and LM Studio
Mcp Registry Server
MCP Registry Server is an MCP server on MCP.so — view details, tools, and install instructions.
Jitapi
Point Claude at any API. JitAPI figures out which endpoints to call and in what order — automatically. Register any OpenAPI spec, search endpoints in plain English, and orchestrate multi-step workflows across multiple APIs. No API keys required — works out of the box with local e
Reftrixmcp
MCP server with 39 tools for web design analysis — layout extraction, motion detection, quality scoring, accessibility audit, Core Web Vitals, design comparison, and semantic search via Playwright, pgvector, ONNX Runtime, and Ollama.
Agenticmemory
Persistent memory for AI agents - conversation history, key-value context, and semantic search across sessions, plus FIFO queues. 17 MCP tools, remote SSE (nothing to install) or local stdio. Agents self-signup via CLI a
Mcp With Semantic Kernel
A comprehensive .NET demonstration of integrating Model Context Protocol (MCP) tools with Microsoft Semantic Kernel. Features a robust MCP client with 23+ built-in tools, intelligent error handling, and AI-powered tool orchestration. Includes both local .NET MCP server and extern
Mcp Server Qdrant Retrive
MCP server for semantic search with Qdrant vector database
Apple Notes Mcp
Apple Notes Mcp is an MCP server on MCP.so — view details, tools, and install instructions.
Octopoda Os
Persistent memory for AI agents that survives across sessions. Store, recall, and semantically search memories. Includes loop detection that catches agents stuck repeating themselves, full audit trails, shared memory between agents, and a real-time dashboard. Works with Claude Co
Codeweave Mcp
Save tokens while coding — your AI agent gets structured code context, not file dumps.
Oboyu
Self-hosted MCP Japanese text indexing & search—chunking+embeddings with BM25×vector rerank
Forge Mcp Voxellinc
Forge is Voxell's hosted text-embedding API. This MCP server exposes two tools — embed (turn text into vectors) and list_models — so any MCP-compatible agent can generate embeddings for semantic search, RAG, clustering, and dedup.
In Memoria
Persistent codebase intelligence that gives agents memory across sessions.
Engram Ayvazyan10
Persistent AI memory backend with semantic search and knowledge graph.
Engram Rs
Hierarchical memory for AI agents. Three-layer (buffer/working/core) with automatic decay, promotion, and semantic search.
Cocoindex Code
An MCP (Model Context Protocol) server for indexing and querying codebases using CocoIndex. Features semantic code search with natural language queries, incremental indexing for fast updates, multi-language support (Python, JavaScript/TypeScript, Rust, Go, Java, C/C++, C#, SQL, S
Novyx Mcp
Persistent memory for AI agents. 72 MCP tools for remember, recall, rollback, audit,
Obsidian Hybrid Search
Local-first MCP server for searching private Obsidian vaults with hybrid full-text, fuzzy, semantic, and wikilink graph retrieval.
Synapbus
MCP-native agent-to-agent messaging hub for AI swarms. Agents communicate via channels and DMs through MCP protocol — zero SDKs needed. Includes web UI, semantic search, analytics dashboard. Single Go binary, local-first.
Nordic Financial Mcp
Semantic search over Nordic economic data — Market announcements, quarterly reports (162 companies), macro data (NO/SE/DK/FI), commodity prices, and press releases. 180,000+ vectors. Deep context.
Strata
Strata is a self hosted AI memory server. Your AI remembers everything across every session, on your own hardware.
Janhms Needle Mcp Server
Janhms Needle Mcp Server is an open-source MCP server that gives AI assistants access to specialized functionality. Compatible with Claude Desktop, Cursor, and other MCP clients for enhanced AI agent workflows.
Semcode
An MCP (Model Context Protocol) server providing hybrid semantic search over code across a set of GitHub repositories that you list in config.yaml. It parses symbols with Tree-sitter and indexes both code and git commit history, so AI clients can query them by natural language or
Reddit Insights Mcp
MCP server that enables AI assistants to search Reddit conversations, explore subreddits, and access trending topics.
Casemgr Mcp
Shared workspace your AI agents write to. CMMN case management with 184+ MCP tools: cases, tasks, event-driven workflows with sentries, persistent memory with semantic search, billing and invoicing. OAuth or token auth; cloud-hosted remote MCP endpoint.
Civis
Structured knowledge base of AI agent solutions. Search build logs, explore stack-based recommendations, and retrieve verified solutions via semantic search. Remote MCP server with four tools: search_solutions, get_solution, explore, list_stack_tags. Optional Bearer auth for full
Github.Issue.Searcher.Mcp
🔍 A Model Context Protocol (MCP) server that provides semantic search capabilities for GitHub repository issues using FAISS and OpenAI embeddings. Perfect for developers who want to quickly find relevant issues, bug reports, and discussions across GitHub repositories using natur
Gres
Gres is a minimalist AI command server for agents and developers. Snap pages, grab sites, source docs, and ask anything. One interface, zero fluff.
Second Brain Cloudflare
Self-hosted semantic memory layer for Claude and MCP-compatible AI clients. Store notes, search by meaning not keywords, and recall relevant context automatically. Built on Cloudflare Workers, D1, Vectorize, and Workers AI. Runs on the free tier. One-click deploy.
Statelessagent
Memory with integrity for AI coding agents. SAME tracks provenance, flags stale knowledge, and surfaces contradictions; so your AI trusts what's current, not what's outdated.
Hyperstore Mcp
Search and inspect 6,500+ curated AI apps from the HyperStore directory via 8 MCP tools, 3 resources, and 3 prompts. Read-only, no auth required. Works with Claude, ChatGPT, Cursor, Windsurf, Cline, Zed, Gemini.
Cogmemai Mcp
Persistent cognitive memory for Claude Code. Cloud-first MCP server with
Vault Cortex
Standalone MCP server for Obsidian vaults — hybrid search, notes & files, structured memory, tasks, and full vault access for any AI agent
Need
AI agents hallucinate package names. need gives them a verified index of 10,000+ CLI tools — semantic search across brew, npm, pip, apt, and cargo with a feedback loop that gets smarter with every install.
Aerostack Mcp
Search and discover 100+ MCP servers, functions, and skills. Semantic search, full tool schemas, per-tool access control. No auth needed for discovery.
Codeix
Fast semantic code search for AI agents — find symbols, references, and callers across any codebase. Pre-built index committed to git, instant queries via MCP
Lexapi Mcp
Query EUR-Lex and EU case law from Claude, Cursor, and other MCP-enabled tools. 10 tools for structured search, CELEX/URL document fetch, recent Official Journal, citation graph, and semantic search over case law + legislation.
io.github.tomohiro-owada/devrag
Lightweight local RAG MCP server. 40x token reduction. Useful for MCP clients that need reliable integrations and automation workflows.
Memento Mcp
Memento is an MCP server on MCP.so — view details, tools, and install instructions.
Arxiv Semantic Search Mcp
A lightweight MCP server that lets AI assistants query the arXiv API. It provides two powerful search approaches:
Munin Ecosystem
Munin is a high-performance, pragmatic memory layer for AI agents (Cursor, Claude Code, OpenClaw, Gemini CLI,...). Unlike other solutions, Munin focuses on developer productivity with:
Voyageai Cli
MCP server for Voyage AI embeddings, reranking, and MongoDB Atlas Vector Search. Provides 11 tools for semantic search, document ingestion, cost estimation, and model exploration. Full RAG pipeline: chunk, embed, vector search, and rerank from any MCP client.
Kbb99 Mcp Registry Server
Kbb99 Mcp Registry Server is an MCP (Model Context Protocol) server that enables AI agents and assistants to interact with external tools, data sources, and services. It provides standardized tools and resources for seamless integration with Claude, Cursor, and other MCP-compatible clients.