Awesome Mcp Servers

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

MCP server and Claude Code plugin for self-hosted Immich: CLIP and OCR search, geographic albums, duplicates, people and faces, metadata repair, PDF photobooks. 94 tools, tested live on Immich 2.x and 3.x.

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

IP Geolocation Server for MCP using ipinfo.io

MCP server for spatial transcriptomics analysis through natural language interfaces.

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

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

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.

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.

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

Give your AI assistant its own AI assistants.

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.

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

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).

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

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

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.

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

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

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

Proof and repair for Apple coding agents. Validate Swift, run Xcode evidence, repair failures, and generate inspectable Apple-native capabilities.

LLM guardrails & prompt injection detection for Python. Auto-instruments LangChain, CrewAI, OpenAI, LiteLLM + 8 more frameworks. PII masking, toxicity detection, policy CI/CD. One line, zero code changes.

MCP server for managing Proxmox VE clusters through AI assistants

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.

A Bluesky MCP

Independent control for AI agent actions. Use any agent. Route risky actions through one policy boundary before they send, deploy, push, publish, or spend.

MCP-сервер проверки контрагентов РФ: ЕГРЮЛ, банкротство, налоговые долги, приставы и арбитражные дела. Для разведки компаний. Russian counterparty check MCP.

MCP server for generating Mermaid diagrams from projects (local/GitHub) and rendering via Kroki.

A comprehensive MCP server that provides access to essential DevOps and networking tools through a standardized interface.

The Daisys mcp server

Python package of google sheet mcp

The CockroachDB MCP Server is a natural language interface designed for agentic applications to manage, monitor and query data in CockroachDB.

A modern, cross-platform Model Context Protocol (MCP) server that enables AI assistants to browse and interact with both Gopher protocol and Gemini protocol resources safely and efficiently.

Your data, explored locally — and your AI agents kept on a leash. A federated data explorer with governed agentic access.

A small FastMCP-based Microservice that renders LaTeX to PDF. The server exposes MCP tools to render raw LaTeX or templates and produces artifacts

A detective for your data. Zero-config data quality monitoring — works with dbt, Postgres, BigQuery, Snowflake. No YAML.

MCP Server for Arknights PRTS Wiki and local game data

AI SOC Security Threat analysis using MCP Server

Model Context Protocol server for Conan

MCP server that turns Claude into a Fantasy Premier League analyst. 11 tools: captain picks, transfer suggestions, player comparison, hit calculator, chip strategy, differentials, fixtures, price predictions, live points, squad scout. pip install fpl-intelligence

The missing cognitive primitive for AI agents. Decompose any text into classified semantic units — authority, risk, attention, entities. No LLM. Deterministic.

FinBrain MCP server: expose FinBrain datasets to AI agents (Claude, VSCode etc.) via SDK-first tools. Runs locally with each user's own FinBrain API key.

Control Spotify from Claude, Cursor, or any MCP client. 100+ tools for playback, playlists, discovery, and curation.

MCP server for Google Search Console: 17 read-only tools covering performance queries, quick wins, CTR gaps, cannibalisation, traffic-drop diagnosis and indexing, plus a self-contained white-label HTML SEO audit in English or Italian. Claude Code plugin, .mcpb bundle, Docker.

Web scraping MCP server for AI agents — screenshots, content extraction, structured scraping

LLM Council fork with persistence, decision traces, stability fixes, repeatable checks, and MCP integration.

MCP server for Nano Banana AI image generation and editing via Ace Data Cloud.