Discover Awesome MCP Servers

IDX Stock Data MCP Server

Provides real-time Indonesian stock market (IDX) data including prices, technical indicators, fundamental analysis, and trading signals optimized for the Indonesian market through the Model Context Protocol.

Google Scholar MCP Server

Enables academic research through Google Scholar by searching for papers, finding author publications, discovering recent research, and identifying highly cited works through web scraping with natural language queries.

master-workflow

Enables multi-agent code review and iterative improvement loop using different LLM backends, with deterministic scoring and audit trail.

mdify-mcp

MCP server that gives LLMs the power to convert PDFs to Markdown on the fly using a local Ollama vision model.

Roamzy

Buy and manage a global eSIM through chat. One universal eSIM for 192 countries, per-MB billing in USDT or USDC across TRON, Solana, BSC, Polygon, Optimism, Arbitrum, TON. Anonymous-flow by default — no account required.

Firecrawl MCP Server

Integrates Firecrawl for web scraping, crawling, search, and content extraction capabilities. Supports single/batch scraping, URL discovery, structured data extraction, deep research, and AI-powered web analysis with automatic retries and rate limiting.

cnj_serventias_extrajud_lista

Enables consultation of official data on extrajudicial notary offices from the National Council of Justice (Brazil), read-only, pay-per-use.

SatisMeter MCP

Read-only MCP server for exposing SatisMeter survey data to Claude custom connectors, enabling NPS response analysis and reading project, survey, response, and statistics.

falllearn-mcp

Exposes the 7-prime spine, 7 κ-bands, and 6 fold operations as native tools and resources for any MCP client.

drawio-live

Launches/connects to the visible draw.io desktop editor and edits its active graph model in real time, allowing AI agents to draw scientific figures step by step.

Knowledge Base MCP Server

A local MCP server that allows AI systems to search and retrieve information from a custom knowledge base generated from markdown files. It provides tools for natural language text search, category browsing, and specific content chunk retrieval.

MCP-Atlas

A large-scale benchmark that evaluates AI agents' tool-use competency across 36 real MCP servers using a reproducible Docker sandbox and LLM-as-judge scoring.

Local File Search MCP

Provides tools for searching and reading local files, supporting metadata filters, PDF full-text keyword search, and sandboxed file access.

Redmine MCP Server

An MCP server that connects AI assistants to Redmine, enabling issue and project management via natural language.

AutoDL MCP Server

Enables management of AutoDL GPU resources including instance lifecycle, balance queries, elastic deployments, and notifications through typed MCP tools.

agent-envelope-mcp

A neutral authority layer for agent runtimes, providing sovereign verification and vault-governed custody tools via MCP.

go-gerrit-mcp

An MCP server that exposes Gerrit code review operations as capability-gated tools, enabling AI agents to search and read changes, publish comments, vote, and manage change state, with write capabilities as explicit opt-in.

xcode-build-optimizer-mcp

MCP server for Xcode build optimization, providing build-timing analysis, DerivedData/module-cache management, and build-speed config linting for AI coding agents.

prosuite-mcp

MCP server that exposes Dira ProSuite quality verification to AI assistants, enabling data quality checks on geospatial datasets through natural language.

NamingSignal

Provides evidence-first product naming tools for agents and founders, including domain registry checks, namespace searches, and finalist research with sources and timestamps.

veyra-snippets

Code snippet storage for AI agents with language tags and full-text search. Reads are free, writes require Veyra commit mode.

MCP Server - Build Tools

Server berbasis Protokol Konteks Model untuk alat bantu pembangunan (build tools) untuk JVM.

FlightOracle

Flight Intelligence MCP — 8 tools for flight search, cheapest dates, multi-city routing, airline comparison via Google Flights. Part of ToolOracle.

outlook-mcp

Enables AI assistants to manage Microsoft Outlook email and calendar through the Microsoft Graph API, including reading, sending, searching emails, and handling calendar events.

Bitcoin MCP Server

Provides real-time Bitcoin blockchain data by querying the mempool.space API, offering tools to get address statistics, transaction history, UTXOs, transaction details, and block information.

MCP GitHub Validator

A server that validates GitHub repositories against configurable rules for React applications, enabling structure, configuration, dependency, and naming checks.

mcp-apps-interactive-ui

A Pizza Builder MCP server that demonstrates interactive in-chat UI widgets for selecting pizza options with live price updates and order submission.

jira-gateway

Exposes Jira task management (list, create with two-step confirmation, start) to AI agents while keeping credentials hidden, and deliberately does not handle git operations.

dingjie-erp-mcp

Enables AI assistants to query and operate Dingjie ERP system via natural language, covering procurement, sales, and material management.