Discover Awesome MCP Servers

Jira MCP Server

Enables enterprise-level integration with Jira's REST API for AI assistants to perform advanced project management, issue tracking, analytics, and strategic planning tasks. Supports multiple Jira instances with thread-safe concurrent access, workflow management, and comprehensive project structure organization.

mcp-my-mac

停止软件包混乱：揭示您的 Mac 设置，以进行有针对性的 ML 调试

cerebro-code-memory

Enables AI assistants to maintain persistent understanding of code projects across chat sessions via a SQLite brain that caches structural maps, summaries, and decisions. Provides tools for querying project structure, searching code, and recording insights to reduce token usage and avoid re-analysis.

Jupiter Broadcasting Podcast Data MCP Server

Enables access to Jupiter Broadcasting podcast episodes through RSS feed parsing. Supports searching episodes by date, hosts, or content, retrieving detailed episode information, and fetching transcripts when available.

pgvector-mcp-server

Enables AI assistants to manage vector collections and perform similarity search using PostgreSQL and pgvector, with integration to DashScope text embedding.

Tasks MCP Server

Enables task management through natural language commands in English or Spanish. Supports creating, listing, updating, completing, and deleting tasks with local SQLite storage.

ming-metaphysics-mcp

Provides five Chinese metaphysics engines (BaZi, QMDJ, ZWDS, Feng Shui, I Ching) as MCP tools for analysis and forecasting.

Surf MCP Server

Enables access to 86 crypto data endpoints from the Surf API, including market data, wallets, social sentiment, on-chain queries, and more, through dynamically generated MCP tools.

Substack MCP Server

Enables AI tools to programmatically manage Substack content, including creating drafts, publishing posts, and posting to Substack Notes. It supports image uploads, live blogging, and document formatting compatible with Substack's ProseMirror editor.

User Steps MCP Server

Provides an interactive checklist tool that allows AI agents to present step-by-step instructions to users through an automatically opened terminal UI. It enables agents to guide users through manual tasks and wait for completion, skipping, or feedback before proceeding.

Receita Federal NFS-e - Notas Recebidas (Detalhes)

MCP server to query details of received electronic service invoices (NFS-e) from the Brazilian Federal Revenue. Read-only, no credentials required, pay-per-use with prepaid credits.

Wekan MCP Server

Enables interaction with Wekan kanban boards through the Wekan REST API, supporting board, list, and card operations via natural language.

MCP Document Server

A secure Model Context Protocol server that enables Claude AI to list, search, and read local documents in formats such as PDF, DOCX, and XLSX. It features read-only access with path traversal protection and supports deployment via Docker with SSE or STDIO transport options.

GLM-Vision MCP Server

Provides a vision tool that converts images into structured text descriptions and OCR using the free GLM-4.6V-Flash model, enabling text-only LLMs like DeepSeek to understand images.

PomBase MCP Server

Enables AI agents to query the fission yeast PomBase database for gene summaries, GO annotations, phenotypes, orthologs, domains, and interactions via structured API calls.

MCP Server for JIRA

镜子 (jìng zi)

Python LINE Server

Python MCP LINE。参与 amornpan/py-mcp-line 的开发，请在 GitHub 上创建一个帐户。

MCP Server

Node.js MCP server for ChatGPT with OAuth 2.0 authorization code flow + PKCE, refresh token rotation, and Supabase-backed persistence. Includes sample tools like calculator, get_weather, and search_web.

Claude Flow MCP

Integrates with Claude Code to execute AI-powered code analysis and workflow automation, supporting pre-defined scenarios like code review and security audit.

clickup-custom-mcp

Custom MCP server integrating ClickUp tasks and docs/wikis via REST API with Personal Access Token.

Hedera MCP Server

镜子 (jìng zi)

darwin-memo

Provides an MCP server that gives LLM agents an evolutionary memory: entries pay upkeep and survive only if they earn their keep through measured outcomes, with tools for querying, settling, and managing memory.

voucherify-core-mcp

Enables asking questions in plain language to explore loyalty and promo data through Voucherify API endpoints.

SOL Forge

An MCP server that enables AI agents to interact with the Solana blockchain through 20 tools for wallet management, SPL token operations, blockchain exploration, and DeFi integration via Jupiter.

Vercel MCP Server 🚀

镜子 (jìng zi)

MLflow MCP Server

A Model Context Protocol server that enables LLMs to interact with MLflow tracking servers, allowing users to query experiments, analyze runs, compare metrics, manage the model registry, and promote models through natural language.

cascade-cms-mcp-server

Enables LLMs to interact with Cascade CMS via REST API, supporting asset CRUD, search, publish, workflow, and more through 37 MCP tools and 4 resources.

Cortex Gateway

A federated MCP gateway that consolidates multiple plain-HTTP backends into a single, OAuth-protected MCP server, enabling agents to access diverse tools through one endpoint with centralized authentication and audit.

obsidian-mcp

A self-hosted MCP server with a management UI for reading, searching, editing, and organizing notes in an Obsidian vault, with OAuth and token authentication, git snapshots, and optional Obsidian Sync.

FitBit MCP

A Model Context Protocol (MCP) implementation for Fitbit, enabling AI assistants to access and analyze your Fitbit health and fitness data. Disclaimer: This is an unofficial integration built using Fitbit's public API and is not affiliated with or endorsed by Fitbit Inc.