Awesome MCP Servers

Discover, extract, and interact with the web - one interface powering automated access across the public internet.

Put performance and error data directly in the hands of your AI assistant.

Access financial market data: realtime & historical stock, ETF, options, forex, crypto, commodities, fundamentals, technical indicators, & more

Interact with the MediaWiki API to search and retrieve content from Wikipedia or other MediaWiki sites.

Connect AI assistants to any MediaWiki wiki (Wikipedia, Fandom, corporate wikis) with 33+ tools for search, read, edit, and Markdown conversion.

An AI-powered API for medical research, unifying ClinicalTrials.gov, PubMed, and FDA databases with intelligent analysis.

Unified access to global medical terminologies: ICD-11, SNOMED CT, LOINC, RxNorm, MeSH. 27 tools for medical coding, terminology lookup, and crosswalk mappings.

Reference lookup for medical claim denial codes and standard resubmission strategies.

About An MCP server that provides comprehensive medical information by querying multiple authoritative medical APIs including FDA, WHO, PubMed, Google Scholar, and RxNorm.

Search and retrieve articles from medRxiv, the preprint server for health sciences.

Interact & query with Meilisearch (Full-text & semantic search API)

Integrates with Mem0.ai to provide persistent memory capabilities for LLMs, supporting cloud, Supabase, and local storage.

Self-hosted mem0 MCP server for Claude Code. Run a complete memory server against self-hosted Qdrant + Neo4j + Ollama while using Claude as the main LLM.

A decentralized memory layer for AI agents providing secure, persistent storage for conversation history and knowledge.

Privacy-first MCP server for AI memory management. Save, search & organize chat history with intelligent summarization.

Generate memes using the ImgFlip API. Requires ImgFlip account credentials.

A scalable knowledge graph memory system for LLMs with semantic retrieval and temporal awareness, using Neo4j as a backend.

Persistent memory for AI agents — store what matters, recall by meaning, skip the rest

Performs targeted searches across Memex conversation history and project files.

Enables Large Language Models to store and retrieve persistent memories with intelligent search capabilities.

A server that provides a memory system for LLMs, enabling persistent conversations with various providers like OpenAI, Anthropic, and OpenRouter.

A lightweight MCP server for semantic memory storage, knowledge graphs, and cross-session context

Prevents your AI from breaking code by revealing hidden file dependencies through git forensics.

Cross-agent memory bridge with knowledge graph, workspace sync, and auto-memory hooks. Supports Windsurf, Cursor, Claude Code, Codex, and VS Code Copilot.

Knowledge graph-based persistent memory system

Persistent memory MCP server for AI coding assistants with 5-layer cognitive model, hybrid semantic+keyword search, and checkpoint/resume. Zero cloud, local-first.

An AI-assisted development plugin that maintains persistent project context using structured markdown files for goals, decisions, and progress.

An MCP server for remote memory bank management, enhanced with Supergateway for streamable-http transport. It supports multi-project management and requires persistent storage.

A production-ready Model Context Protocol (MCP) server that provides a powerful, vector-native memory bank for AI agents. Built with the Protocol-Lattice Go Agent Framework, this server offers persistent, searchable, and shareable memory with multiple database backends.

An MCP server that reduces token consumption by efficiently caching data between language model interactions.

Extends the MCP Memory server to create and manage a knowledge graph from LLM interactions.

Extends the Memory server with PouchDB for robust document-based storage, custom memory file paths, and interaction timestamping.

Unified Memory Forensics MCP Server - Multi-tier engine combining Rust speed with Vol3 coverage.