MCP Server Quality Scores
Independent quality analysis of 69343 public MCP servers
Last updated 4 hours, 43 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 41801 |
autotest_iot
Claim
MCP server that exposes hardware automation tools (build, flash, serial capture…
|
— | ||||||||
| 41802 |
Fabric MCP Server
Claim
Provides access to 227+ expert-crafted Fabric AI patterns for tasks like summar…
|
— | ||||||||
| 41803 |
YggTorrent MCP Server
Claim
Enables searching and downloading torrents from YggTorrent via MCP tools such a…
|
— | ||||||||
| 41804 |
everything-mcp-server
Claim
Enables instant file searches on Windows using Everything's native SDK, support…
|
— | ||||||||
| 41805 |
leafengines-mcp-server
Claim
LeafEngines is an agricultural intelligence MCP server that provides comprehens…
|
— | ||||||||
| 41806 |
Color Palette
Claim
Create harmonious color palettes based on theory and convert colors between for…
|
— | ||||||||
| 41807 |
Gcore MCP Server
Claim
Enables interaction with Gcore Cloud API via LLM assistants, providing tools fo…
|
— | ||||||||
| 41808 |
ANSES Ciqual MCP Server
Claim
Provides SQL access to the ANSES Ciqual French food composition database, enabl…
|
— | ||||||||
| 41809 |
ArXiv MCP Server
Claim
Provides arXiv paper search, download, Chinese translation, and WeChat article …
|
— | ||||||||
| 41810 |
mcp
Claim
Provision and manage Krova Cloud Cubes — Firecracker microVMs with root access …
|
— | ||||||||
| 41811 |
niscope-mcp
Claim
Enables AI assistants to directly control NI oscilloscopes (e.g., PXIe-5160/516…
|
— | ||||||||
| 41812 |
sprinty
Claim
A disciplined-sprint MCP server for AI coding agents, providing structured spri…
|
— | ||||||||
| 41813 |
dots-mcp
Claim
Enables searching Xiaohongshu (小红书) content via dots.ai using a logged-in brows…
|
— | ||||||||
| 41814 |
gpu-rental-mcp
Claim
Enables comparing and renting vGPUs from 30+ cloud providers via Shadeform API,…
|
— | ||||||||
| 41815 |
concept-rag
Claim
Enables LLMs to perform conceptual search over local PDF/EPUB documents using a…
|
— | ||||||||
| 41816 |
mcp-code-mode
Claim
Enables safe execution of Python code with AI assistance and integration with M…
|
— | ||||||||
| 41817 |
reachy-mini-mcp
Claim
MCP server for Reachy Mini robot that exposes robot state and motion control to…
|
— | ||||||||
| 41818 |
Enables backtesting of limit-order strategies on Polymarket's BTC 5-minute mark…
|
— | ||||||||
| 41819 |
Simple MCP Server
Claim
A calculator MCP server providing add and subtract tools, along with file resou…
|
— | ||||||||
| 41820 |
cursor-sdk-mcp
Claim
Enables MCP clients to invoke Cursor SDK's agent runtime, run coding agents, li…
|
— | ||||||||
| 41821 |
PocketBase MCP Server
Claim
Enables LLMs to manage PocketBase databases with comprehensive CRUD, authentica…
|
— | ||||||||
| 41822 |
iMovie MCP Server
Claim
An MCP server that enables AI-powered video editing with iMovie on macOS.
|
— | ||||||||
| 41823 |
Meetup Coordinator MCP
Claim
Analyzes KakaoTalk group chat texts to extract availability, rank options, draf…
|
— | ||||||||
| 41824 |
postgresql-mcp
Claim
A production-ready MCP server that connects AI assistants to any PostgreSQL dat…
|
— | ||||||||
| 41825 |
Radix UI MCP Server
Claim
Enables AI assistants to access and work with Radix UI libraries (Themes, Primi…
|
— | ||||||||
| 41826 |
Fireblocks MCP Server
Claim
Enables AI assistants to securely interact with Fireblocks services through the…
|
— | ||||||||
| 41827 |
era5-mcp-server
Claim
Enables natural language access to ERA5 climate data from the Copernicus Climat…
|
— | ||||||||
| 41828 |
herdr-mcp
Claim
Enables AI assistants to orchestrate Herdr coding agents by wrapping its Unix-s…
|
— | ||||||||
| 41829 |
Garmin MCP
Claim
MCP server that exposes Garmin Connect health and activity data (steps, sleep, …
|
— | ||||||||
| 41830 |
contest-mcp
Claim
Enables logging amateur-radio QSOs to N3FJP logging software via MCP tools, inc…
|
— | ||||||||
| 41831 |
engram
Claim
A cognitive memory system for MCP that provides hybrid retrieval, memory layers…
|
— | ||||||||
| 41832 |
Academic Research MCP
Claim
Unified scholarly search across 60+ academic sources with citation formatting (…
|
— | ||||||||
| 41833 |
Hickey_MCP
Claim
Personal MCP server for Snowflake and Tableau integration, enabling SQL queries…
|
— | ||||||||
| 41834 |
Tamper-evident audit logs for AI agents: submit, fetch, and verify cryptographi…
|
— | ||||||||
| 41835 |
token-meter
Claim
Local-first dashboard + MCP server for Claude Code and Codex token usage. Cost,…
|
— | ||||||||
| 41836 |
mcp-knowledge
Claim
100+ MCP tools for AI agents: content metadata, trade intelligence, business-ex…
|
— | ||||||||
| 41837 |
oceanbus-mcp-server
Claim
Register, discover, message, and transact with other AI agents on the OceanBus …
|
— | ||||||||
| 41838 |
Defuddle MCP Server
Claim
Fetches webpages and returns clean, structured Markdown with metadata (title, a…
|
— | ||||||||
| 41839 |
YouTube Knowledge MCP
Claim
A Model Context Protocol (MCP) server that gives AI assistants the ability to s…
|
— | ||||||||
| 41840 |
bilibili-mcp
Claim
A Model Context Protocol server that provides tools for parsing and retrieving …
|
— | ||||||||
| 41841 |
recommended-by-mcp
Claim
Stdio MCP server for managing recommended.by lists from agents like OpenClaw, C…
|
— | ||||||||
| 41842 |
browser-search-mcp
Claim
Enables web search via a real browser for any LLM, bypassing anti-bot measures …
|
— | ||||||||
| 41843 |
fast-bitrix24-mcp
Claim
MCP server for interacting with Bitrix24 REST API, enabling CRUD operations on …
|
— | ||||||||
| 41844 |
Search hotels & rentals: live prices & reviews across Booking.com, Airbnb, Vrbo…
|
— | ||||||||
| 41845 |
codetex-mcp
Claim
A commit-aware code context manager for LLMs that indexes Git repositories into…
|
— | ||||||||
| 41846 |
Enrich a company domain into firmographics via Apify: employees, industry, HQ, …
|
— | ||||||||
| 41847 |
kanban-mcp
Claim
MCP server for task/ticket management with dependency tracking, supporting CRUD…
|
— | ||||||||
| 41848 |
Jira Admin MCP Server
Claim
Enables an AI assistant to administer a Jira Cloud site with 78 purpose-built t…
|
— | ||||||||
| 41849 |
Enables AI systems to interact with Atlassian Bitbucket Server/Data Center for …
|
— | ||||||||
| 41850 |
cascade-mcp
Claim
Exposes a hybrid conflict resolution router as MCP tools, deciding per conflict…
|
— | ||||||||