Awesome Mcp Servers

Turn your architecture into a living, queryable knowledge graph - and render it as beautiful auto-laid-out Excalidraw diagrams. An MCP server for Cursor, Claude Code & Windsurf. Offline, no API keys.

A Model Context Protocol (MCP) server that provides access to your TeslaMate database, allowing AI assistants to query Tesla vehicle data and analytics.

No description.

AlibabaCloud CloudOps MCP Server

Zero-configuration MCP server that unifies multiple AI coding assistants (Codex, Claude Code, Cursor, Gemini) through intelligent auto-discovery and standardized interface

Regression testing for AI agents. Snapshot behavior,diff tool calls,catch regressions in CI. Works with LangGraph, CrewAI, OpenAI, Anthropic.

No description.

The Orchestration Layer for AI Coding Agents

High-performance SQL parser, formatter, linter & security scanner for Go - 1.5M+ ops/sec, multi-dialect, zero-copy, race-free

A Model Context Protocol (MCP) server for Langfuse, enabling AI agents to query Langfuse trace data for enhanced debugging and observability

Model Context Protocol (MCP) for interacting with dicom servers (PACS etc.)

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.

MCP server for AI agent for cybersecurity: automate assessment of documents, questionnaires & reports. Multi-format parsing, RAG knowledge base,Risks, compliance gaps, remediations.

OpenZIM MCP is a modern, secure, and high-performance MCP (Model Context Protocol) server that enables AI models to access and search ZIM format knowledge bases offline.

Yandex Tracker MCP Server with OAuth2 support

eBPF agent and MCP server for GPU causal observability

Let Claude manage your tastytrade portfolio.

An MCP Server for pyATS (experimental)

🎬 The first AI-powered MCP server for Final Cut Pro XML. Control your edits with natural language.

Persistent memory for Claude Code built on computational neuroscience, not just retrieval. 36 cited brain mechanisms consolidate what matters, keep it current as your project evolves, and reconstruct the right context at the right time — a living memory, not a flat RAG. Says "I don't know" when unsure, flags contradictions. Local-first · MCP · MIT.

No description.

Fast, opinionated AWS security scanner. Curated checks. Zero noise. Copy-paste fixes.

The living armor an AI agent inhabits: eternal devouring, eternal evolution, eternal amplification.

A VMware ESXi/vCenter management server based on MCP (Model Control Protocol), providing simple REST API interfaces for virtual machine management.

Send system notification when Agent task is done.

A Model Context Protocol (MCP) server that provides comprehensive access to MLB statistics and baseball data through a FastMCP-based interface.

An local mcp server for interacting with Apple Notes via LLM.

IP Geolocation Server for MCP using ipinfo.io

MCP server for spatial transcriptomics analysis through natural language interfaces.

TikTok Ads MCP Server – Model Context Protocol Server for TikTok Ads Marketing API Integration

MCP server that gives Claude ability to use OpenAI's GPTs assistants

MCP server and Claude Plugin for a full ENCODE Project genomic data and analysis toolkit — search, download, track, and analyze functional genomics experiments

This was a fun project to explore what an AI would do with the ability to give itself prompts, ignore user requests, and wake itself up at a later time.

A comprehensive Message Control Protocol (MCP) server for Kafka Schema Registry.

Give your AI assistant its own AI assistants.

MCP server providing AI assistants with Maven Central dependency intelligence for all JVM build tools (Maven, Gradle, SBT, Mill). Features Context7 integration for documentation support.

PRIMS is a lightweight, open-source Model Context Protocol (MCP) server that lets LLM agents safely execute arbitrary Python code in a secure, throw-away sandbox.

MCP server for Suno AI music generation, lyrics, and cover workflows via Ace Data Cloud.

No description.

MCP server for external memory layer for AI agents + more . Download from pypi , and get started

No description.

Verify that any MCP server is running the intended and untampered code via hardware attestation.

An MCP server for JupyterCAD that allows you to control it using LLMs/natural language.

🕸️ First NetworkX MCP server for graph analysis in AI conversations | Community & Enterprise editions | Graph algorithms • Network analysis • MCP integration

The most complete Mailchimp Marketing API MCP server: 227 tools across campaigns, audiences, reports, segments, automations and full e-commerce, with multi-account support and runtime-security guardrails (read-only, dry-run, audit, per-tool risk metadata).

A flexible platform that provides Docker & Kubernetes backends, a lightweight CLI (mcpt), and client utilities for seamless MCP integration. Spin up servers from templates, route requests through a single endpoint with load balancing, and support both deployed (HTTP) and local (stdio) transports — all with sensible defaults and YAML-based configs.

Open-source permission control plane for AI agents. Scan, enforce, and audit every tool call.

🚀 Fermat MCP: The Ultimate Math Engine - Unifying SymPy, NumPy & Matplotlib in one powerful server! Perfect for devs & researchers.

Tessera — Memory layer for every AI. 58 MCP tools, 54 REST endpoints, local-first, AES-256 encrypted.

Deterministic policy language for AI agents. Z3 + TLA+ dual-engine formal verification. Runtime enforcement <1ms.