MCP Server Quality Scores

Independent quality analysis of 69261 public MCP servers

69261
Discovered
→
33926
Scored
→
2112
Verified
→
16953
Complete

Last updated 4 hours, 4 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◐ Assessed Scores
24301
tallackn
A template MCP server that provides weather forecasting functionality by fetchi…
D 52 4⁄4 ◐ ⏳ 60 32 — 25 81 —
24302
harold-moncaleano
A web application that enables users to interact with AWS Bedrock language mode…
D 52 4⁄4 ◐ ⏳ 54 46 — 19 81 —
24303
borankux
MCP-NetDisk ⚡ Claim
A private cloud storage system with Model Context Protocol integration that all…
D 52 4⁄3 ◐ ⏳ 50 35 N/A 27 89 —
24304
zhewenzhang
Tushare MCP Server ⚡ Claim
A server based on Model Context Protocol that enables AI assistants to query an…
D 52 4⁄4 ◐ ⏳ 42 40 — 45 81 —
24305
ZuchGuillotine
Materials MCP ⚡ Claim 1
A Model Context Protocol server that provides access to materials databases thr…
D 52 4⁄4 ◐ ⏳ 41 55 — 26 84 —
24306 D 52 4⁄3 ◐ ⏳ 42 38 N/A 30 95 —
24307
sharebook-kr
pykrx ⚡ Claim
D 52 4⁄3 ◐ ⏳ 42 21 N/A 55 94 —
24308
billlzzz10
heroui-mcp-server ⚡ Claim
D 52 4⁄3 ◐ ⏳ 42 19 N/A 53 95 —
24309
graknol
IFS Cloud MCP Server ⚡ Claim 1
Enables AI agents to analyze and search IFS Cloud codebases using hybrid semant…
D 52 4⁄4 ◐ ⏳ 48 26 — 56 80 —
24310
Cloud-Thinker-AI
An extended PostgreSQL management and analysis server that provides database pr…
D 52 4⁄4 ◐ ⏳ 48 26 — 52 81 —
24311
crew-of-one
MCP Atlassian ⚡ Claim 1
An MCP server that enables AI assistants to interact with Atlassian Jira and Co…
D 52 4⁄4 ◐ ⏳ 33 43 — 55 81 —
24312
databutton
A proxy server that allows LLM clients to use Databutton app API endpoints as t…
D 52 4⁄4 ◐ ⏳ 50 35 — 41 81 —
24313
bdeda
maya_mcp ⚡ Claim 1
A Model Context Protocol server that enables AI assistants to interact with act…
D 52 4⁄3 ◐ ⏳ 45 31 N/A 36 94 —
24314
ag2-mcp-servers
An MCP server that provides natural language interaction with Google's Policy T…
D 52 4⁄4 ◐ ⏳ 45 57 — 21 81 —
24315
veglezMX
Safe Unix MCP ⚡ Claim
Provides read-only access to Unix/Linux command-line tools for AI agents, block…
D 52 4⁄3 ◐ ⏳ 48 38 N/A 21 95 —
24316
madhikarma
A server that enables Cursor AI to generate code from Figma components by conne…
D 52 4⁄3 ◐ ⏳ 60 7 N/A 41 95 —
24317
nana-tajima-pro
This project enables running a custom remote MCP server on Azure Functions with…
D 52 4⁄3 ◐ ⏳ 50 20 N/A 39 95 —
24318
sprchr
Enables document-based question answering using OpenAI's GPT-4 with semantic se…
D 52 4⁄4 ◐ ⏳ 42 43 — 42 80 —
24319
Miguelgbastos
Enables comprehensive integration with Kommo CRM through 25 tools for managing …
D 52 4⁄4 ◐ ⏳ 42 32 — 54 81 —
24320
flickleafy
Enables AI applications to automatically analyze local repositories and create …
D 52 4⁄4 ◐ ⏳ 58 28 — 37 78 —
24321
Yuanpeng-Li
An MCP server that enables AI assistants to interact with Gradescope for course…
D 52 4⁄4 ◐ ⏳ 73 0 — 53 78 —
24322
fefergrgrgrg
create-mcp ⚡ Claim
CLI to set up and deploy MCP Servers to Cloudflare Workers in seconds. Just wri…
D 52 4⁄4 ◐ ⏳ 54 27 N/A 42 81 —
24323
parth-unjiya
odoo-mcp-gateway ⚡ Claim
Security-first MCP gateway for Odoo 17/18/19 — 27 tools, YAML-driven security
D 52 4⁄3 ◐ ⏳ 60 0 — 58 90 —
24324
Ayala-Yagelnik
Enables Docker container management through natural language conversations, inc…
D 52 4⁄3 ◐ ⏳ 48 31 N/A 32 95 —
24325
ag2-mcp-servers
An MCP Server that provides access to Google Cloud Life Sciences API, enabling …
D 52 4⁄4 ◐ ⏳ 45 55 — 21 80 —
24326
ag2-mcp-servers
An MCP server that enables interaction with Klarna's Payments API, allowing app…
D 52 4⁄4 ◐ ⏳ 45 57 — 21 80 —
24327
r-long
Intelligently generates cost estimates and lead times for manufacturing RFPs by…
D 52 4⁄3 ◐ ⏳ 48 38 N/A 25 90 —
24328
olaxbt
A secure Model Context Protocol server that enables AI assistants to interact w…
D 52 4⁄4 ◐ ⏳ 48 58 — 16 76 —
24329
karthik78180
Fast MCP Local ⚡ Claim
A minimal FastMCP server implementation that provides basic mathematical and gr…
D 52 4⁄3 ◐ ⏳ 44 26 N/A 42 95 —
24330
palsuman
A TypeScript-based MCP server that provides backend API handling and facilitate…
D 52 4⁄3 ◐ ⏳ 56 26 N/A 21 95 —
24331
DMontgomery40
A Python-based server that enables accessing and analyzing bird detection data …
D 52 4⁄3 ◐ ⏳ 60 23 N/A 18 95 —
24332
sms03
An intelligent server that processes and evaluates resumes by extracting struct…
D 52 4⁄4 ◐ ⏳ 48 52 — 22 81 —
24333
pshivapr
selenium-mcp ⚡ Claim
Selenium Tools for MCP
D 52 5⁄5 ◐ ⏳ 62 62 0 76 64 —
24334
kongks5798-coder
k-arena Claim
World's first AI-native financial exchange for autonomous AI agents. Real-time …
D 52 3⁄3 ◐ ⏳ 26 N/A N/A 39 95 —
24335
Ayancodes2003
Claude-powered warehouse management system that coordinates inventory, AGVs, an…
D 52 4⁄4 ◐ ⏳ 48 56 — 16 81 —
24336
ag2-mcp-servers
An MCP Server that provides access to Personio's HR and personnel data through …
D 52 4⁄4 ◐ ⏳ 45 55 — 21 81 —
24337
lvhungdev
GitLab MCP ⚡ Claim
Enables AI assistants to manage GitLab projects by providing tools for issues, …
D 52 4⁄3 ◐ ⏳ 48 32 N/A 32 92 —
24338
ag2-mcp-servers
An MCP server that enables interaction with the Groundhog Day API, auto-generat…
D 52 4⁄4 ◐ ⏳ 45 57 — 21 81 —
24339
antunes-pp
say-hello ⚡ Claim
D 52 4⁄3 ◐ ⏳ 42 47 N/A 17 95 —
24340
steveydevey
A JSON-RPC server that simplifies managing KVM virtual machines by providing a …
D 52 4⁄4 ◐ ⏳ 56 36 — 32 76 —
24341
ag2-mcp-servers
An MCP Server that provides access to Google's Search Console API, allowing use…
D 52 4⁄3 ◐ ⏳ 45 47 N/A 21 90 —
24342
ag2-mcp-servers
An MCP server that enables programmatic interaction with Google Groups Migratio…
D 52 4⁄4 ◐ ⏳ 45 57 — 21 78 —
24343
slvnlrt
reptor-mcp Claim 1
An MCP server that exposes the pentest reporting and automation features of Sys…
D 52 4⁄3 ◐ ⏳ 41 41 N/A 38 89 —
24344
RickyQzh
Enables interaction with 163 email accounts through IMAP/SMTP protocols. Suppor…
D 52 4⁄4 ◐ ⏳ 60 35 — 22 81 —
24345
Beefsupreme21
Strava MCP Server ⚡ Claim
Enables AI assistants to retrieve and display Strava activity data including wo…
D 52 4⁄3 ◐ ⏳ 48 37 N/A 21 95 —
24346
tutumomo
A Python-based MCP server that provides coordinate conversion between latitude/…
D 52 4⁄4 ◐ ⏳ 54 41 — 26 81 —
24347
jovicon
Enables AI assistants like Claude to interact with MongoDB databases through st…
D 52 4⁄4 ◐ ⏳ 56 45 — 27 71 —
24348
jamalexfo
FastAPI server with Google Gemini AI integration that provides auto-routing to …
D 52 4⁄4 ◐ ⏳ 42 61 — 19 81 —
24349
kwanok
Dooray MCP Server ⚡ Claim 1
Enables interaction with Dooray's task and calendar management system, allowing…
D 52 4⁄4 ◐ ⏳ 48 40 — 34 82 —
24350
polarisxb
SQL MCP Server ⚡ Claim
Enables read-only interaction with SQL databases through MCP, providing databas…
D 52 4⁄4 ◐ ⏳ 42 22 — 75 77 —
Showing 24301–24350 of 69261 servers
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