Discover Awesome MCP Servers

Galaxy Brain

Combines structured sequential thinking with batch operation execution, enabling step-by-step reasoning with revision/branching capabilities and chained operations with variable piping between steps.

MokuPDF

Enables AI applications to read and process PDF files with intelligent file search, text extraction, image processing, and optional OCR support for scanned documents.

llm-memory-tool

MCP server that enables persistent, hybrid, local memory for LLM agents, with vector + BM25 search, knowledge graph, and policy-driven retention, providing token-budgeted context injection for AI assistants.

copilot-status-mcp

MCP server to check GitHub Copilot quota, rate-limit status, and reset times from any MCP client.

order-ops-mcp

Enables operations teams to diagnose and resolve stuck orders via natural-language queries. It provides evidence-based resolution proposals, but any state-changing action requires explicit human confirmation.

Enlace Metering MCP

Usage tracking and credit/quota access-gating for enlace MCP connectors, providing policy-based metering with ledger recording and fail-closed FastMCP middleware to enforce per-principal credit and call caps.

Social → Context

Transforms social media links (TikTok, Instagram, YouTube) and videos into text context with transcription, OCR, and metadata for AI agents like Claude and Cursor.

JIRA MCP Server

An MCP server that provides tools to interact with JIRA for sprint management, issue tracking, and attachment handling.

Stock Market Real-Time Analyzer

An MCP server that provides real-time stock market data and price comparisons from Yahoo Finance, Alpha Vantage, and Finnhub. It enables AI assistants to fetch individual quotes, compare data across multiple sources, and retrieve market metrics for various tickers.

Bijon Portfolio MCP Server

Exposes a personal portfolio's resume, projects, skills, certifications, and live GitHub repositories as tools for AI assistants to query via natural language.

arcgis-puyallup

Enables querying and searching City of Puyallup GIS open geospatial datasets (parcels, zoning, public works) using natural language or direct tool calls.

LocalAnt

LocalAnt is a local-first MCP gateway that lets ChatGPT control your PC through approved, permissioned tools for shell commands, file management, coding agents, browser automation, and more.

testcase-generator-mcp

基于Model Context Protocol (MCP) 的测试用例生成服务，让AI助手根据上下文自动生成Markdown格式的测试用例，并可导出为Xmind思维导图。

Shadcn Space MCP

Integrate Shadcn Space MCP server into your IDE to generate ready-to-use shadcn/ui components without guesswork.

Golang Dev Tools

Golang Dev Tools

claude-sessions-mcp

Browse, search, rename, split, and clean up Claude Code sessions via MCP, Web UI, or VSCode extension.

Debug Companion MCP

Enables AI coding agents to debug Python projects by running pytest, extracting failure locations, displaying code context around failures, and optionally requesting fix suggestions from Gemini.

MCP Specification Server

Provides complete access to Model Context Protocol documentation through an MCP server, allowing LLMs to query specific sections like 'Tools', 'Resources', and 'Authorization' to retrieve comprehensive protocol specifications.

Aluvia

The Aluvia MCP server exposes browser session management, geo-targeting, and account operations as Model Context Protocol tools for AI agents.

fe

Multi-site analytics for AI agents — GA4, Google Search Console, Cloudflare edge, PageSpeed, and audit insights across all your websites as tools.

@noteshell/mcp

Access your notes, tasks, and learning plans from Noteshell through this MCP server. Provides 43 pure-data tools for notes, projects, secretary, context, calendar, and search.

Writing Tools MCP Server

MCP server offering text analysis tools for writing improvement, including spellcheck, readability, keyword analysis, passive voice detection, and AI-generated content detection.

Weather MCP Server

Provides access to US weather data from the National Weather Service API, enabling retrieval of active weather alerts by state and detailed forecasts for specific coordinates.

companylens-mcp

CompanyLens MCP gives your AI assistant access to real corporate data from official government sources. No web scraping, no hallucinations — verified data from SEC EDGAR, UK Companies House, OpenSanctions, and USAspending.gov.

MCP Server with Tool, Resource, Prompt, and Sampling

Enables LLMs to read and write local user data, generate fake users via sampling, and interact with structured prompts and resources.

goldenpipe

Enables orchestrating data quality checks, transformation, and deduplication pipelines via an MCP interface. Offers tools for listing pipeline stages, validating wiring, running the full check-transform-match pipeline, and explaining configurations.

gcalendar-mcp

MCP server for managing Google Calendar reminders with time-based and location-based triggers, enabling creation, listing, and deletion of reminders.

InfluxDB MCP Server

Enables interaction with InfluxDB v3 (Core/Enterprise/Cloud Dedicated) through MCP clients. Supports database management, data querying and writing, schema inspection, and token administration operations.

stackchan-remote-mcp

Enables remote control of a StackChan robot via MQTT and MCP, allowing AI clients to switch its facial expressions and trigger camera photos for visual feedback.