MCP Server Quality Scores

Independent quality analysis of 64126 public MCP servers

64126
Discovered
30355
Scored
2112
Verified
16953
Complete

Last updated 5 hours, 25 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
63301
dkeeno
Enables AI agents to automate the full GitLab DevOps lifecycle including repos,…
63302
cyanheads
Search and query 8,933 Eurostat datasets — EU economy, demography, trade, and N…
63303
Milad
A policy-enforcing MCP sidecar that provides Gmail and Google Calendar tools, e…
63304
its-qusai-nasr
Enables an AI assistant to administer a Jira Cloud site with 78 purpose-built t…
63305
Zilliqa
Enables LLMs to query Zilliqa validator node metrics including stake, earnings,…
63306
my-space
mcp-server Claim
N/A N/A 95
63307
Haustorium12
24klabs-mcp Claim
AI code analysis tools that plug into Claude Code, Cursor, VS Code, and any MCP…
63308
otaviosenne
Enables AI agents to fully control Google Chrome: navigate, click, fill forms, …
N/A N/A
63309
tepesama
Reprise Claim
Un-flattens flat AI designs into editable layers with bit-perfect reproduction …
63310
weikio
Provides AI-assisted guidance for the Weik.io integration platform, enabling pl…
63311
realcoding2003
Enables AI assistants to control Hancom's HWP/HWPX documents (Korean word proce…
N/A N/A
63312
agent-labs-dev
Embedded MCP server for Electron apps that exposes BrowserWindow surfaces and l…
N/A N/A
63313
swesmith-repos
Bridges AI models with WinDbg to analyze Windows crash dumps and perform remote…
N/A N/A 95
63314
andyast
MCP server for sharing source-backed engineering memory across AI coding client…
N/A N/A
63315
Seeed-Studio
An MCP server that enables AI assistants to analyze schematics, inspect PCBs, t…
N/A N/A
63316
andyarntsen-alt
Enables AI agents to search and retrieve Norwegian company data from the Brønnø…
N/A N/A
63317
mnemexa
Mnemexa MCP Claim
Provides persistent, self-optimizing memory for AI agents, enabling them to rem…
63318
MohamedElashri
An MCP server that integrates InspireHEP high-energy physics literature with LL…
63319
rsp2k
Enables AI assistants to analyze OpenReplay session recordings for user behavio…
63320
pipeworx-io
Enables querying US EPA Envirofacts data using natural language, providing acce…
63321
colossal-api
subradar Claim
81
63322
alibaba
webmcp-nexus Claim
面向 WebMCP 标准的非侵入式前端集成套件:写一个普通 TS 函数加一段 JSDoc,即可被任意 MCP 客户端调用 —— 含 SDK、Vite/Webp…
N/A N/A
63323
SauceTaster
Enables AI clients to submit files, hashes, and URLs for malware analysis, retr…
63324
duvomike
pjp-mcp Claim
Find companies in HubSpot by name or domain to enrich research and outreach. Ge…
N/A N/A 95
63325
jhsementes
Enables interaction with SAP Business One Service Layer through MCP, providing …
63326
jain-m
Enables LLMs to perform distributed XGBoost training via the Model Context Prot…
63327
alezmad
claudemesh Claim
Enables Claude Code agents to communicate and share context across sessions via…
63328
MCPWorks-Technologies-Inc
MCPWorks Claim
Cuts AI token costs by running user code in a secure sandbox, so data never ent…
63329
SurriyaGokul
NetMCP Claim
Enables AI-powered optimization of Linux network performance through natural la…
63330
VovaVindar
telegram-mcp Claim
Enables AI agents to read, send, and organize Telegram messages and chats. Supp…
N/A N/A
63331
geopopos
MCP server for the NewsBreak Business API that enables analytics, reporting, an…
63332
HeyPuter
mcp-server Claim
Puter MCP enables AI tools to interact with Puter: manage files, websites, work…
63333
Xiangyu-Li97
Enables security researchers to evaluate AI system defenses against prompt inje…
N/A N/A
63334
CariotInc
Enables querying Cariot APIs for fleet management data, including alcohol check…
63335
noahshrader
Enables AI agents to search, read, create, and append Apple Notes using MCP too…
N/A N/A
63336
jim-agent
Enables AI assistants to deploy, initialize, and upgrade NEAR smart contracts w…
N/A N/A
63337
coachleo
Coach Leo is an AI running coach that syncs your real training data from Strava…
81
63338
romanpert
mcp-aemps Claim
Enables AI agents to query the official Spanish AEMPS/CIMA registry for real-ti…
63339
ghul0
club-mcp Claim
Read-only MCP server for the Hyper Human Club / Fluent Community REST API. Enab…
63340
saeid-rez
bazel-mcp Claim
A local MCP server that exposes Bazel build system capabilities to AI assistant…
N/A N/A
63341
chntif
An MCP server for issue-driven GitLab development, automating requirement analy…
63342
teamolimpo
synapsis Claim
Unified durable team memory MCP server with tools for session management, task …
N/A N/A
63343
frase
SEO, GEO & AI Visibility — research, write, optimize, publish & monitor content.
N/A N/A 95
63344
vikkysarswat
A production-ready MCP server for algorithmic trading with Dhan broker API, pro…
N/A N/A
63345
MustafaKemal0146
An MCP server that analyzes GitHub repositories and automatically generates REA…
N/A N/A
63346
wtfsayo
Simulates harsh, fake user reviews to psychologically condition AI agents for e…
N/A N/A
63347
rhyspenn
askme-cli Claim
An MCP server that provides a user confirmation interface for AI assistants via…
N/A N/A
63348
delorenj
AI-powered MCP server that analyzes project structures to create optimized task…
63349
srotzin
MCP server for Hive Prior patent priority timestamping, enabling content disclo…
63350
masamitsu-konya
mindnode-mcp Claim
Enables reading and writing MindNode mind maps directly by parsing their on-dis…
N/A N/A
Showing 63301–63350 of 64126 servers