Awesome Mcp Servers

mcp server for tidb

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

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

A simple minimal weather mcp server :)

No description.

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

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

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.

MCP Server for Trino

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

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

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.

BICScan MCP Server

ESP RainMaker MCP server

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.

No description.

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

The Daisys mcp server

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

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

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

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

MCP server for managing Proxmox VE clusters through AI assistants

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).

mcp tool to generate qrcode

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

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.

Apple-native execution layer for AI coding agents: compile, validate, repair, and prove Swift surfaces.

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.

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

LLM Council works together to answer your hardest questions

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

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

Enterprise Hebbian neural graph for AI memory - CIPS LLC

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

An MCP server to interact with the UCSC Genome Browser API

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.

MCP server for managing pfSense firewalls through AI assistants

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

No description.

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

Production-ready MCP server for Greenhouse, designed for recruiters and hiring teams.

Creative AI MCP server — 32 tools (18 free): image generation, upscaling, bg removal, mockups, CMYK, print-ready PDF, vectorization, watermarking, enrichment, provenance. Pay per call via x402/Stripe/GCX.

Persistent, searchable context storage across Claude Code sessions using SQLite + FTS5

Give Claude Code instant access to your project's institutional knowledge. Drop docs in .context/, mention them with @, and watch Claude become an expert on your codebase.