Discover Awesome MCP Servers

bird-id-mcp

Identifies bird species from images using YOLO detection and ConvNeXt classification, returning top-5 species with confidence and Chinese names.

Intervals.icu MCP Server

Connects to Intervals.icu to let users query training data, create workouts, manage calendar events, and coach athletes through natural language in Claude Desktop.

icost-app-mcp-server

MCP server for iCost iOS app that enables smart expense tracking, category management, and account operations through natural language, supporting multiple account types and currencies.

Playwright MCP Automation

Enables AI assistants to control browser automation through natural language prompts using Playwright, supporting visual element interaction, PDF generation, screenshots, and testing assertions.

cocoindex-code

embedded code search engine CLI -AST based that just works - improves speed and efficiency for coding agent

jvmsrc

An MCP server that gives coding agents IDE-like access to JVM classpaths by querying the actual build tool, providing precise source code, signatures, and structure without cache-walking or version guesswork.

PicSee Short Link

Official PicSee MCP server for creating short links. OAuth unlocks link management and click analytics; anonymous shortening is supported.

fanfou-mcp

基于 FastMCP 构建的饭否 MCP 服务器，提供饭否时间线、用户、发布等工具和服务。

timezone-mcp

A local MCP server that converts timestamps between time zones using IANA time zone rules, exposing a single convert_time tool.

BigQuery MCP

Enables AI agents to interact with Google BigQuery databases through natural language queries and schema exploration.

mcp-release-guardian

Validates release hygiene in local repositories with network-free, read-only tools for checking repo structure, version alignment, and generating release checklists.

PlayerElo MCP server

Provides MCP access to PlayerElo's football analytics, including player/coach Elo ratings, match predictions, value bets, and transfer fit scores.

effectfence

Stops agents double-firing side effects like double-charges or duplicate sends: same-instant races elect exactly one winner, and late duplicates get a sealed, content-addressed receipt replayed instead of a second execution. Tools: fence_prepare, fence_commit, fence_abort.

mysql-query

A read-only MySQL query service that allows SELECT operations, listing tables, and viewing schemas via MCP protocol.

mem9 MCP Server

Enables AI assistants to manage memories via the mem9 memory service, supporting memory storage, semantic search, retrieval, update, and deletion across multiple platforms.

EVE Online EST MCP Server

An MCP server for EVE Online that provides EVE Server Time (EST) information and downtime calculations. EVE Server Time (EST) is identical to UTC and is the standard time used across all EVE Online servers. This server provides current EST time and calculates time remaining until the next daily ser

Kafka MCP Server

Enables interaction with Apache Kafka topics, allowing users to publish messages to and read messages from Kafka instances through natural language.

Hong Kong Government Development, Geography and Land Information MCP Server

Provides access to government development, geography and land information data through a FastMCP interface, including data on new building plans processed by the Building Authority.

Sumulige NotebookLM MCP Server

Enables AI agents to query Google NotebookLM directly for accurate, source-based answers, eliminating hallucinations by relying on user-uploaded documents.

yandex-tracker-mcp

MCP server for Yandex Tracker API, enabling AI assistants to search, read, create, and edit issues, as well as manage comments, attachments, and links in Yandex Tracker.

provekit-mcp

Provides AI agents with a hardened code security scanner via scan_code and scan_path, detecting leaked secrets and insecure patterns while enforcing strict path confinement and resource bounds.

vLLM MCP Server

Exposes vLLM capabilities to AI assistants, enabling chat completions, model management, and platform-aware container control with automatic detection of Docker/Podman and GPU availability across Linux, macOS, and Windows.

Agent Readiness MCP

Scans any website to generate an Agent Readiness Report based on the ASO framework, evaluating agent discoverability, trust, interoperability, and commerce readiness.

mcp-ynab

FastMCP server that exposes the YNAB API for budget management, enabling interaction with YNAB data through MCP tools.

TaskSync

Human-in-the-loop feedback for AI coding agents. Pause your agent mid-task, give it new directions, attach screenshots, and keep it on track — without restarting the conversation.

edgemem

Filesystem-native agent memory for Claude Code, enabling persistent team context across sessions through cloud-synced memory files and MCP tools.

wardrowbe-mcp

Exposes the Wardrowbe wardrobe API as MCP tools, enabling outfit suggestions, item management, wear/wash logging, and analytics via natural language.

leximo-ai-call-assistant-mcp-server

An MCP server that lets you schedule AI phone calls and manage Leximo assignments directly from Claude Desktop or Claude Code.

leadsheet

Enables Claude to compose real music from chord-symbol descriptions into MIDI files and audio previews, with musicology cross-checks on every chord.