MCP Server Quality Scores

Independent quality analysis of 56925 public MCP servers

56925
Discovered
29777
Scored
2112
Verified
16953
Complete

Last updated 47 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
53601
goto-software
MCP server for Plane integration, enabling AI agents to interact with Plane API…
53602
trtmn
Connect your AI coding assistant to TestRail to manage test cases, runs, result…
53603
s3b4hjr
MCP server for querying a multilingual philosophy corpus including glossary, th…
53604
godwin3737
Enables searching and retrieving files from SharePoint and OneDrive within Micr…
53605
MobileVibe
telegram-mcp Claim
Enables LLMs to send notifications and receive responses via Telegram.
53606
formegifts
MCP server for the forme.gifts wishlist app that enables managing wishlists and…
53607
synchronicity-labs
Enables AI agents to create lipsync videos, manage assets, and check generation…
53608
Mavis2103
Provides context-aware skill selection for AI agents, reducing token usage by 8…
53609
Filmystar
Provides a durable memory layer for coding agents like Claude Code and Codex by…
N/A N/A
53610
iflow-mcp
Enables automated searching and commenting on Xiaohongshu with AI-generated com…
N/A N/A
53611
mattcoatsworth
A Model Context Protocol server for interacting with the Amazon Selling Partner…
53612
umachandra-30
MCP server for interacting with Google Calendar, enabling reading events from p…
53613
LeoKuPo
xugu-mcp Claim
A Model Context Protocol server for XuguDB with full DDL/DML support, multi-LLM…
53614
Bit-Aura
An air-gapped, edge-native, deterministic translation layer that ingests raw De…
N/A N/A
53615
Benedict
Enables conversational live coding with Claude AI and TidalCycles, allowing use…
N/A N/A
53616
SemblanceLabs
Enables AI assistants to interact with Trello boards, cards, lists, and more th…
53617
andrej-reeg
Enables Claude to create, query, and modify BIM elements in Allplan via natural…
N/A N/A
53618
tawAsh1
A local reimplementation of the AWS Bedrock AgentCore Gateway with a pluggable …
N/A N/A
53619
skdkfk8758
A comprehensive project management and workflow tracking system that integrates…
N/A N/A
53620
chestnutforty
Provides access to Google Trends search interest data with backtesting support,…
81
53621
HoganDong486
Enables AI agents to browse the web, interact with pages, fill forms, and extra…
N/A N/A
53622
universal-mcp
Enables interaction with Microsoft Outlook through a unified API, supporting to…
53623
lzk-gh
symbiopulse Claim
SymbioPulse is an MCP-first context layer for AI coding agents that builds pers…
N/A N/A
53624
sayand
growwmcp Claim
N/A N/A 95
53625
douglas-doca
nutrs-mcp Claim
MCP server for the NUTRS ecosystem, connecting Radar, Calendário, and Cardápio …
N/A N/A
53626
FRANhss
这是一个面向中文圈的MCP服务器,将中国互联网常用能力(如地图、快递、RSS、B站等)封装为标准MCP工具,方便AI Agent安全调用。
53627
cakhiltej9001-source
Custom MCP server exposing an internet_search tool that fetches DuckDuckGo resu…
53628
MikeyBeez
Manages continuation notes for projects, enabling session handoff and historica…
N/A N/A
53629
MrKhaled007
An MCP server that enables AI assistants to safely query live Odoo 19 data with…
53630
Koslovski79
Wraps multiple bug bounty platform APIs (HackerOne, Bugcrowd, etc.) behind a un…
53631
toreis-up
Enables deploying a remote MCP server on Cloudflare without authentication, all…
N/A N/A
53632
sergioramosv
Full autonomous project management MCP server enabling AI assistants to manage …
N/A N/A
53633
zhangxiany-tamu
StatTools Claim
MCP server that lets AI agents discover and call R and Python statistical funct…
N/A N/A
53634
slamb2k
glam-mcp Claim
Enhances AI-assisted development with intelligent context, team awareness, and …
53635
Rello
Provides MCP tools for searching, retrieving, and answering questions about ind…
53636
pranjal2410719
dev-mcp Claim
Turns AI assistants into active Technical Project Managers by providing a persi…
N/A N/A
53637
onmyway133
Enables AI assistants to read, search, and update Xcode String Catalog (.xcstri…
N/A N/A
53638
andyjusa
Chosun MCP Claim
MCP server for querying Chosun University portal, CLC/e-Class, and OJ systems, …
53639
beatwad
Enables executing Python code, managing environments and packages, and performi…
53640
harshil1712
Enables AI agents to browse restaurants and menus for free, and place orders wi…
53641
cgallic
Provides tools to manage Notion job records via MCP, including finding customer…
53642
MdAbdullahAlMahmud
codeweave Claim
A self-hosted MCP server that indexes your codebase and provides AI assistants …
N/A N/A
53643
sethswango
Converts screenshots into context-aware UI code that integrates seamlessly with…
N/A N/A
53644
matt-dreyer
MCP server for EG4 solar inverters, enabling real-time monitoring, performance …
53645
htrixtec
Manages Kubernetes clusters through kubectl and Helm operations including pod c…
53646
uno-km
Provides WebAssembly-based, sandboxed tools for JavaScript execution, binary di…
N/A N/A
53647
FLASK-LLNL
FLASK-tools Claim
Provides a collection of MCP servers for computational chemistry tasks includin…
N/A N/A
53648
davidemodolo
local_ai_gen Claim
Local AI generation for images, audio, speech, and 3D models using open source …
N/A N/A
53649
Mittenzx
Adastrea-MCP Claim
MCP server for managing Adastrea game project information and Unreal Engine int…
N/A N/A
53650
eggfriedrice24
stargate-mcp Claim
Integrates Asana, GitHub, and Slack into MCP-compatible clients like Claude and…
N/A N/A
Showing 53601–53650 of 56925 servers