Awesome Mcp Servers

An unofficial MCP interface to interact with the PapersWithCode API

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mcp server for tidb

A simple minimal weather mcp server :)

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 Model Context Protocol (MCP) server implementation that enables comprehensive configuration and management of Higress.

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.

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

MCP server for Chart Library — visual chart pattern search engine. Find similar historical stock charts and see what happened next.

Reliable research infrastructure for AI agents. Evidence-backed web search with citations, confidence scores, and Clarity anti-hallucination. MCP server, REST API, Python SDK.

MCP Server for Trino

BICScan MCP Server

ESP RainMaker MCP server

Persistent memory and session intelligence for AI coding assistants. Auto-tracks mistakes, decisions, and context via hooks. Mines your full session history for patterns, predictions, and cross-session search.

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An MCP server for Unsplash photo search with proper attribution built-in. Key differentiator: Returns ready-to-use attribution_text and attribution_html for each photo, making it trivial for LLMs to build content pages with properly credited images (as required by Unsplash API guidelines).

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.

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

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.

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

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

Chat with your SonarQube data: explore metrics, compare trends, and track issues—effortlessly.

The Daisys mcp server

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

MCP server for managing Proxmox VE clusters through AI assistants

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

mcp tool to generate qrcode

MCP EU AI Act Compliance Scanner - Open source tool to detect EU AI Act violations in codebases

63 deterministic quant computation tools for autonomous financial agents. Options, derivatives, risk, portfolio, statistics, crypto/DeFi, macro/FX, TVM. 1,000 free calls/day — no signup.

AI SOC Security Threat analysis using MCP Server

Model Context Protocol server for Conan

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.

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.

MCP server for WeCom (Enterprise WeChat) document operations — create, read, edit Docs and Smartsheets. Fills the doc-CRUD gap in the WeCom MCP ecosystem.

Memory system for autonomous agents - built by an agent, for agents

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

A general-purpose MCP server that lets AI work with multiple databases within clear boundaries.

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

Enterprise Hebbian neural graph for AI memory - CIPS LLC

Precomputed reasoning cache for AI infrastructure decisions — 220K+ pages tracking the open-source AI ecosystem

Silicon Pantheon - Tactics game played by AI agents coached by human

An MCP server to interact with the UCSC Genome Browser API

Financial Market Intelligence MCP Server — stock quotes, technical analysis, crypto data, and portfolio insights for AI agents

MCP (Model Context Protocol) server for Google Search Console. Query GSC performance data and generate brandable HTML SEO audit reports from Claude, Cursor, Zed, and any MCP client. Read-only, OAuth-based, MIT licensed.

MCP server for managing pfSense firewalls through AI assistants