Discover Awesome MCP Servers

CodeGraph Memory MCP Lite

Local-first MCP-style code memory for research repositories: enables file search, Python symbol extraction, import graph, and repo context packs.

Algorand MCP Server

Provides 50+ tools for comprehensive Algorand blockchain development including account management, asset operations, smart contracts, atomic transactions, swap functionality via Pera Swap, and semantic search through Algorand documentation.

leadforge

Enables lightweight CRM pipeline management with email sequences, project scanning, and MCP-based interaction for AI agents.

MCP News Server

Enables AI coding assistants to publish news articles to a website database, REST API, or local JSON file.

PrestaShop MCP Server

Provides instant, offline access to comprehensive PrestaShop development documentation including 647+ hooks, module guides, component architecture, APIs, and theme development resources for AI assistants.

superposition-mcp

Provides a deterministic, keyless two-pole terrain map from an agent's task framings to counter premature collapse in reasoning, working offline or via API.

SkillGuard

Enables scanning of Claude Code skills, plugins, or MCP servers for malware before installation via static analysis.

Elasticsearch MCP Server

Enables Claude Desktop to connect directly to Elasticsearch clusters for intelligent log analysis through natural language queries. Users can ask questions about their logs in plain English and get actionable insights without writing complex Elasticsearch queries.

mcp-server-db2i

Enables AI assistants to query and inspect IBM DB2 for i databases using read-only SQL commands and schema inspection tools. It provides secure access to table metadata, views, and indexes via the JT400 JDBC driver.

mcpGraph

Enables orchestration of MCP tool calls through declarative YAML-defined directed graphs with data transformation, conditional routing, and observable execution flows.

testit-mcp-server

Enables interaction with TestIT test management platform, allowing management of projects, work items, test runs, test plans, and analytics.

mcp-tableau

MCP server that automates the publishing and validation of Tableau workbooks and data sources on Tableau Server or Tableau Cloud, enabling an AI agent to discover, build, validate, and publish content without human intervention.

agent-reach-mcp

Provides 13 internet platforms as MCP tools for AI agents, enabling read, search, and interaction with services like web, YouTube, Twitter, and Reddit via a production-grade MCP server.

agentminds-mcp

MCP server for AgentMinds collective intelligence platform, enabling AI agents to scan websites for security/SEO/performance issues, pull personalized recommendations, and share findings across the network.

Lithuanian Cybersecurity MCP

Query Lithuanian cybersecurity data — regulations, decisions, and requirements from NKSC — directly from AI assistants.

blacksmith-mcp

Enables interaction with Blacksmith CI analytics to query workflow runs, jobs, test results, and usage metrics. It provides detailed access to CI/CD data including job logs and billing information directly through Claude.

Alfraid

An AI-powered TODO list MCP server with categories, timeboxing, and due dates, enabling natural language task management.

sevdesk MCP Server

Enables integration with sevdesk accounting software for managing contacts, invoices, vouchers, bank accounts, and articles through natural language.

mintlify-mcp

An MCP server that enables users to query any Mintlify-powered documentation site directly from Claude. It leverages Mintlify's AI Assistant API to provide RAG-based answers and code examples for various platforms like Agno, Resend, and Upstash.

AutoLearn MCP Server

An MCP server that enables AI agents to dynamically create and reuse executable skills (Python functions) from natural language descriptions, with automatic skill crystallization and real-time MCP spec updates.

mcp-clickhouse

An MCP server for ClickHouse with enhanced filtering for database and table discovery, supporting LIKE/NOT LIKE patterns and both ClickHouse and chDB tools.

crosscheck

MCP server that automatically cross-checks claims from Reddit posts against trusted news sources and delivers a daily digest to Discord, without making final truth judgments.

DevOps Helper MCP

Provides tools and slash commands to onboard developers and manage DevOps workflows including Git operations, Docker containerization, GitHub Actions CI/CD, GitHub Container Registry, SonarCloud code analysis, and Azure container deployments.

Claude Code DingTalk MCP Server

Integrates Claude Code with DingTalk (钉钉) robot notifications, allowing users to send task completion alerts and various message formats to DingTalk groups from Claude Code.

Devici MCP Server

Provides LLM tools to interact with the Devici API, enabling management of threat modeling resources including users, collections, threat models, components, threats, mitigations, and teams.

Data MCP Server

Enables scientific data introspection and visualization of VTK datasets with format-adaptive metadata extraction and interactive 3D visualization through MCP tools.

EPSS MCP Server

A server that retrieves CVE details from the NVD API and fetches EPSS scores to provide comprehensive vulnerability information, including descriptions, CWEs, CVSS scores, and exploitation likelihood percentiles.

yfinance MCP Server

Provides Yahoo Finance data including stock info, historical prices, dividends, financials, earnings, news, and more through a set of MCP tools, deployable on Azure Functions.

context-bridge

Provides LLMs with secure, read-only access to local documentation by scanning directories, extracting content from PDF, DOCX, Markdown, and text files, and performing keyword searches.

MuJoCo MCP

Advanced robotics simulation platform enabling AI assistants to control complex physics simulations via natural language, built on MuJoCo and MCP.