MCP Server Quality Scores

Independent quality analysis of 69224 public MCP servers

69224
Discovered
→
33895
Scored
→
2112
Verified
→
16953
Complete

Last updated 1 hour, 20 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
49251
xin10ylop
Enables backtesting of limit-order strategies on Polymarket's BTC 5-minute mark…
— ○ ⏳ — — — — — —
49252
ebursztein
sprinty Claim
A disciplined-sprint MCP server for AI coding agents, providing structured spri…
— ○ ⏳ — N/A N/A — — —
49253
TestStudent156
Enables comparing and renting vGPUs from 30+ cloud providers via Shadeform API,…
— ○ ⏳ — — — — — —
49254
YMZDS
niscope-mcp Claim
Enables AI assistants to directly control NI oscilloscopes (e.g., PXIe-5160/516…
— ○ ⏳ — N/A N/A — — —
49255
handsomelong922
dots-mcp Claim
Enables searching Xiaohongshu (小红书) content via dots.ai using a logged-in brows…
— ○ ⏳ — N/A N/A — — —
49256
m2ux
concept-rag Claim
Enables LLMs to perform conceptual search over local PDF/EPUB documents using a…
— ○ ⏳ — N/A N/A — — —
49257
Jame0077
Enables safe execution of Python code with AI assistance and integration with M…
— ○ ⏳ — N/A N/A — — —
49258
Johnbliss60
SpecForge Claim
SpecForge is a Model Context Protocol (MCP) server that connects an LLM client …
— ○ ⏳ — — — — — —
49259
swnesbitt
Enables natural language access to ERA5 climate data from the Copernicus Climat…
— ○ ⏳ — — — — — —
49260
jclee941
Analyzes KakaoTalk group chat texts to extract availability, rank options, draf…
— ○ ⏳ — — — — — —
49261
vnikhilbuddhavarapu
A production-ready MCP server that connects AI assistants to any PostgreSQL dat…
— ○ ⏳ — — — — — —
49262
gianpieropuleo
Enables AI assistants to access and work with Radix UI libraries (Themes, Primi…
— ○ ⏳ — — — — — —
49263
fireblocks
Enables AI assistants to securely interact with Fireblocks services through the…
— ○ ⏳ — — — — — —
49264
newxun
Enables MCP clients to invoke Cursor SDK's agent runtime, run coding agents, li…
— ○ ⏳ — N/A N/A — — —
49265
islam3zzat
herdr-mcp Claim
Enables AI assistants to orchestrate Herdr coding agents by wrapping its Unix-s…
— ○ ⏳ — N/A N/A — — —
49266
UdotCASH
U.CASH Pay Claim
Pay x402 resources on U.CASH from your own wallet: view the price, pay on-chain…
— ○ ⏳ — — — — — —
49267
ankitachotaliya2310
Provides inventory analysis, risk assessment, demand forecasting, and recommend…
— ○ ⏳ — N/A N/A — — —
49268
Hickey01
Hickey_MCP Claim
Personal MCP server for Snowflake and Tableau integration, enabling SQL queries…
— ○ ⏳ — — — — — —
49269
jiwon-5570
Analyzes suspicious KakaoTalk messages and links using public data samples and …
— ○ ⏳ — — — — — —
49270
torify-dev
Torify gives AI agents the Japanese locale primitives that standard libraries l…
— ○ ⏳ — — — — — —
49271
whdrnr2583-cmd
token-meter Claim
Local-first dashboard + MCP server for Claude Code and Codex token usage. Cost,…
— ○ ⏳ — N/A N/A — — —
49272
ksteele
web-search Claim
— ○ ⏳ — N/A N/A — 95 —
49273
vegvisai
Open guide to businesses in any country, plus Norwegian public services and par…
— ○ ⏳ — — — — — —
49274
konradxmalinowski
A Python MCP server for note management with RAG capabilities, enabling adding,…
— ○ ⏳ — N/A N/A — — —
49275
simplebytes-com
Stdio MCP server for managing recommended.by lists from agents like OpenClaw, C…
— ○ ⏳ — N/A N/A — — —
49276
teobouancheau
A Model Context Protocol (MCP) server that gives AI assistants the ability to s…
— ○ ⏳ — — — — — —
49277
AIAll-TARS
naim Claim
nAIm API registry for AI agents — search, rate, and discover 310+ APIs.
— ○ ⏳ — — — — — —
49278
Rafael09ED
kanban-mcp Claim
MCP server for task/ticket management with dependency tracking, supporting CRUD…
— ○ ⏳ — N/A N/A — — —
49279
its-qusai-nasr
Enables an AI assistant to administer a Jira Cloud site with 78 purpose-built t…
— ○ ⏳ — — — — — —
49280
AntonioBlago
Remote SEO/GEO MCP: Search Console, keyword research, backlinks, competitor & o…
— ○ ⏳ — — — — — —
49281
bioanywhere
Enables AI assistants to interact with GitLab projects, allowing users to query…
— ○ ⏳ — — — — 81 —
49282
datafe
MCP server for MaxCompute, enabling table listing, schema inspection, partition…
— ○ ⏳ — — — — — —
49283
wildfirechat
MCP server that wraps the Wildfire IM Robot SDK to provide tools for messaging,…
— ○ ⏳ — — — — — —
49284
WJS-WEB
A local MCP server for querying Chinese scientific literature from the CSL data…
— ○ ⏳ — N/A N/A — — —
49285
agishub
Timezone converter, world clock, date math & meeting scheduler for AI agents. N…
— ○ ⏳ — — — — — —
49286
papyruslabs-ai
seshat-mcp Claim
Structural code intelligence for AI agents: real call graphs, blast radius, and…
— ○ ⏳ — N/A N/A — — —
49287
kiriminow
kirimi-mcp Claim
MCP server for Kirimi WhatsApp API, enabling AI agents to send messages, broadc…
— ○ ⏳ — — — — — —
49288
Sony17
Enables federated search across 10 open-knowledge providers via Open Idea. User…
— ○ ⏳ — — — — — —
49289
JiteshPL
grocery-mcp Claim
MCP server for grocery-related web automation using Playwright, enabling AI ass…
— ○ ⏳ — N/A N/A — — —
49290
YatharthLakhera
Enables Google Drive file operations (search, read, create, download, etc.) thr…
— ○ ⏳ — — — — — —
49291
fastmcp-me
mcp-grep Claim
A grep server implementation that exposes grep functionality through the Model …
— ○ ⏳ — N/A N/A — — —
49292
limowan
An interactive feedback MCP server with a web UI, enabling AI-driven developmen…
— ○ ⏳ — — — — — —
49293
pipeworx-io
Enables searching and querying City of Detroit GIS open geospatial datasets (pa…
— ○ ⏳ — — — — — —
49294
mk-imagine
canvas-mcp Claim
A teacher-facing MCP server that wraps the Canvas LMS REST API, enabling AI ass…
— ○ ⏳ — N/A N/A — — —
49295
nikolay-new
A TypeScript template for building MCP servers with Streamable HTTP transport, …
— ○ ⏳ — — — — — —
49296
manavgup
A FastMCP server for analyzing outstanding local git changes that haven't made …
— ○ ⏳ — N/A N/A — — —
49297
zhang-firmware
Enables reading UART logs from Windows serial ports and sending text to the UAR…
— ○ ⏳ — N/A N/A — — —
49298
FallDownTheSystem
Enables Claude to chat with various AI models and obtain multi-model consensus …
— ○ ⏳ — — — — — —
49299
paulmcn23
Enables remote MCP connections with Cloudflare Access OAuth, providing tools li…
— ○ ⏳ — — — — — —
49300
Marcwarn
This MCP server provides critical evidence assessment for organization-design, …
— ○ ⏳ — — — — — —
Showing 49251–49300 of 69224 servers
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