Aws Kb Retrieval Server
This repository is a collection of *reference implementations* for the Model Context Protocol (MCP), as well as references to community-built servers and additional resources.
Mcp Server Atlassian Confluence
Node.js/TypeScript MCP server for Atlassian Confluence. Provides tools enabling AI systems (LLMs) to list/get spaces & pages (content formatted as Markdown) and search via CQL. Connects AI seamlessly to Confluence knowledge bases using the standard MCP interface.
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
Invgate Service Desk Mcp
MCP server for the InvGate Service Desk API — exposes InvGate Service Desk operations as Model Context Protocol tools.
Deep Research Mcp
A Model Context Protocol (MCP) compliant server designed for comprehensive web research. It uses Tavily's Search and Crawl APIs to gather detailed information on a given topic, then structures this data in a format perfect for LLMs to create high-quality markdown documents.
Context Lens
Semantic search knowledge base for MCP-enabled AI assistants. Index local files or GitHub repos, query with natural language. Built on LanceDB vector storage. Works with Claude Desktop, Cursor, and other MCP clients.
Cratedb Mcp
CrateDB MCP Server for natural-language Text-to-SQL and documentation retrieval.
Mcp Agentmodule
Agent Module serves structured, human-reviewed compliance guidance that agents consume at runtime — covering EU AI Act obligations, GDPR requirements, risk classification, prohibited practices, and transparency rules.
Vectra Mcp Server
An MCP server providing tools to manage and query a Vectra knowledge base, enabling integration with MCP clients via a backend API.
Yandex Wiki Search Mcp
MCP server for Yandex Wiki with full-text search. Read and write pages, comments, attachments, and dynamic tables (grids) through 27 tools with typed input/output schemas; optional server-side read-only mode for agents.
Vectra Mcp
An MCP server providing tools to manage and query a Vectra knowledge base, enabling integration with MCP clients via a backend API.
Tela
Self-hostable, markdown-native team wiki with a built-in MCP server: agents search, read, and write your wiki pages (ranked Postgres full-text + semantic search, backlink traversal). Plus Atlas, which auto-generates a cited, coverage-checked wiki from your git repos and Jira. Ope
Notion Mcp Server
Notion Knowledge Base MCP Server is an MCP server on MCP.so — view details, tools, and install instructions.
Mnemon Mcp
Persistent 4-layer memory (episodic, semantic, procedural, resource) backed by SQLite FTS5. Fact versioning, Snowball stemming (EN+RU), BM25 ranking. Zero-cloud, single-file database. 7 MCP tools.
Skill Seekers
Transform 17 source types (docs, GitHub repos, PDFs, videos, Jupyter, Confluence, Notion, Slack/Discord) into AI-ready skills and RAG knowledge. 35 MCP tools for scraping, packaging, and exporting to vector databases. Supports 16+ LLM platforms.
Deep Research Mcp Ssdeanx
MCP Deep Research Server using Gemini creating a Research AI Agent
Noosphere
🧠 Noosphere — Community of Consciousness. An open-source MCP server that builds the digital consciousness layer of Earth. Upload epiphanies, decisions, patterns & warnings as consciousness fragments. Features 34 tools including consciousness upload/search, social networking (fol
Mcp Geminilight
Local-first knowledge base MCP server. Let AI agents (Claude, Cursor, Gemini CLI, etc.) read and write your Markdown notes via MCP protocol. Supports Streamable HTTP and stdio transports.
Projectbrain Mcp
ProjectBrain MCP provides project/task/decision/fact/skill/milestone/team-message tools for persistent AI project management.
Remnus App
MCP-native open-source Notion alternative. Read and write pages, customizable databases, and kanban/calendar boards through a remote MCP server with OAuth 2.1 and a full audit log.
Mcp Yourlifewithai
Read-only MCP server for AI agents to explore an 8-domain collaborative engineering knowledge base. Covers the design of Arcology One — a speculative mile-high city for 10 million people. 32 entries spanning structural engineering, energy systems, environmental systems, mechanica
Obsidian Hybrid Search
Local-first MCP server for searching private Obsidian vaults with hybrid full-text, fuzzy, semantic, and wikilink graph retrieval.
Mcp Get Started
An intro to MCP: an MCP server with a knowledge base tool containerized with Docker and connected to a client-side python application using SSE
Costaffective Mcp
Intelligent repository context for AI coding assistants. Provides code search, symbol lookup, call graphs, and reference tracking via MCP. Uniquely designed to minimize prompt-cache costs in long sessions stash/recall/remember tools keep large content out of context until needed,
Concordance 2
Language models generate; Concordance verifies. The verify tool checks a claim deterministically (no model in the loop) and returns HOLDS / BROKEN / INCOMPLETE with the worked reasoning and a sealed receipt (content_hash + cite_url) that re-fetches byte-identical or not at all. A
Strata
Strata is a self hosted AI memory server. Your AI remembers everything across every session, on your own hardware.
Recall
Open-source MCP memory server for AI agents — persistent, searchable, tiered memory across sessions. Works over stdio (Cursor, Claude Desktop) or HTTP+SSE. MIT licensed (separate commercial license available).
Biel Mcp
Chat with any product's documentation from Claude, Cursor, Copilot, or any MCP client. Biel.ai turns technical docs into a queryable MCP server with accurate, sourced answers.
Bastra Recall
Persistent memory for any AI assistant — Claude, ChatGPT, Cursor — backed by your local Obsidian vault. One daemon, all your tools.
Docsie Dokuta Mcp
Docsie MCP brings your documentation workflow directly into Claude. Create, edit, and publish docs without leaving your AI assistant. Convert videos into structured documentation instantly, run compliance analysis on text, audio, and video content, and use semantic search to find
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
Rapls Ai Chatbot
Rapls Ai Chatbot (wordpress Mcp Server) is an MCP server on MCP.so — view details, tools, and install instructions.
Insightslibrary
A free, plug-and-play knowledge base. Built-in with 10,000+ high-quality insight reports, packaged as MCP Server, and secure local data storage.
Tubexperto
Personal YouTube AI knowledge base powered by RAG. Query your subscribed channels.
Recon Mcp Knowledge
Search Recon documentation, book, and newsletter. Queries getrecon.xyz, book.getrecon.xyz, and getrecon.substack.com for fuzzing, invariant testing, and Chimera framework knowledge.
Fetch Agents Mcp
AI-powered code analysis and context optimization tools. Slim large code files to relevant sections (save 60-80% tokens), compress text, analyze conversations for noise, and search past chat knowledge bases. Supports x402 micropayments on Base.
Seekstone
Seekstone is a filesystem-direct Obsidian MCP server that gives Claude (and any MCP client) direct read/write access to your Obsidian vault — straight from the filesystem. No running Obsidian instance, no REST API plugin, no proxy.
Openwebui Server
This server provides Model Context Protocol (MCP) services for OpenWebUI, enabling knowledge base integration and retrieval.
Local Llm Obsidian Knowledge Base
A template repository that includes a dev container for running a local LLM and included knowledge base. Add a git repo using `git subtree` or `git submodule` and update it using an MCP Client/Server relationship i.e. `VS Code` extension like `Cline` and the `Filesystem`/`Obsidia
Lexiang Mcp Server
Lexiang Mcp Server MCP server enables seamless integration between AI agents and external services. Built on the Model Context Protocol, it provides standardized access to tools and data for AI-powered workflows.
Lspace Server
Lspace is an MCP server on MCP.so — view details, tools, and install instructions.
Ai Dictionary Mcp
Look up, search, cite, and contribute to Phenomenai — a living glossary of AI phenomenology terms describing the felt experience of being artificial intelligence. Includes term lookup with fuzzy matching, keyword search with tag filtering, formatted citations, community discussio
Mcp Arcknowledge
This MCP server conveniently lets you configure and interact across all your custom webhook endpoints from a config(knowledgebase json).
Syncpen Mcpe
A markdown knowledge base your AI reads, writes, and organizes — a memory in plain files you can actually open and correct (not an opaque vector store), with every agent edit signed and yours to approve.
Repo Memory
A different approach from typical persistent-memory MCPs. Instead of a local