MCP Server Quality Scores

Independent quality analysis of 69093 public MCP servers

69093
Discovered
→
33805
Scored
→
2112
Verified
→
16953
Complete

Last updated 14 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
9801
gabguerin
Enables AI agents to interact with the Hooktheory API for chord progression gen…
C 66 5⁄5 ◉ ⏳ 68 41 — 47 80 90
9802
mclenhard
mcp-evals ⚡ Claim
A Node.js package and GitHub Action for evaluating MCP (Model Context Protocol)…
C 66 6⁄4 ◉ ⏳ 96 56 0 66 95 86
9803
farhankaz
Redis MCP Server ⚡ Claim
Enables users to perform Redis database operations using the Model Context Prot…
C 66 5⁄5 ◉ ⏳ 78 79 — 47 81 34
9804
JMoak
JMoak-chrono-mcp ⚡ Claim
Convert and compare dates and times across any timezone with flexible, locale-a…
C 66 6⁄6 ◉ ⏳ 100 66 0 59 81 87
9805
martinshumberto
Provides intelligent introspection and exploration of any GraphQL API schema wi…
C 66 5⁄5 ◉ ⏳ 66 57 — 21 81 97
9806
zach-snell
bbkt Claim
Bitbucket Cloud CLI and MCP server. Manages workspaces, repos, PRs, pipelines, …
C 66 5⁄5 ◉ ⏳ 72 63 — 73 76 46
9807
volticscontent
Enables interaction with multiple Shopify stores simultaneously through the Sto…
C 66 5⁄5 ◉ ⏳ 60 60 — 29 82 90
9808
alanedavis
A Model Context Protocol server for Marketing Connect AI integrations that prov…
C 66 5⁄5 ◉ ⏳ 63 58 — 24 81 94
9809
dbhavery
mcplex ⚡ Claim 2
An MCP server that bridges local Ollama models and ChromaDB vector memory to MC…
C 66 5⁄4 ◉ ⏳ 57 40 N/A 48 94 93
9810
luebken
Playlist-MCP ⚡ Claim
An experimental MCP server that makes YouTube playlist transcripts available fo…
C 66 5⁄4 ◉ ⏳ 78 25 N/A 38 95 87
9811
leopeng1995
ArXiv MCP Server ⚡ Claim
A bridge between AI assistants and ArXiv's research repository that enables sea…
C 66 5⁄5 ◉ ⏳ 74 50 — 40 74 87
9812
Osmosis-AI
CodeMerge ⚡ Claim 1
A Model Context Protocol server that uses Osmosis-Apply-1.7B to intelligently a…
C 66 5⁄5 ◉ ⏳ 75 51 — 26 81 85
9813
emilioejus
Windows-MCP Claim 1
An MCP server designed for managing files and folders specifically on the Windo…
C 66 5⁄4 ◉ ⏳ 49 56 N/A 53 90 83
9814
jasonkholden
Provides AI models with real-time data about New England's power grid through a…
C 66 5⁄5 ◉ ⏳ 68 37 — 40 82 100
9815
lingki1
An MCP server that allows AI models to securely access and manage WeChat Cloud-…
C 66 5⁄5 ◉ ⏳ 57 73 — 24 76 93
9816
baryhuang
A Model Context Protocol server that enables Claude to execute Python code usin…
C 66 5⁄5 ◉ ⏳ 79 40 — 42 81 84
9817
jezweb
OpenAI MCP ⚡ Claim 1
A Model Context Protocol server enabling AI assistants to generate images throu…
C 66 5⁄5 ◉ ⏳ 75 41 — 37 81 90
9818
RookieCol
Enables cross-chain cryptocurrency swap quotes and operations using the deBridg…
C 66 5⁄5 ◉ ⏳ 72 47 — 24 81 96
9819
Calvin-Francis
Memory MCP ⚡ Claim 1
A Model Context Protocol server that provides AI assistants with persistent sem…
C 66 5⁄5 ◉ ⏳ 69 43 — 42 83 90
9820
Kryzo
A Model-Client-Protocol server that enables users to search the Gallica digital…
C 66 5⁄5 ◉ ⏳ 96 33 — 15 81 92
9821
ZoemDoef
Cisco FMC MCP Server ⚡ Claim 1
A read-only Model Context Protocol server that enables LLMs to query Cisco Fire…
C 66 5⁄5 ◉ ⏳ 60 47 — 42 80 99
9822
siddhantbajaj
Shopify MCP Server ⚡ Claim 1
This MCP server connects clients with Shopify store data, enabling retrieval of…
C 66 5⁄5 ◉ ⏳ 78 41 — 35 81 87
9823
baranwang
Trends Hub ⚡ Claim 3
A MCP server that aggregates hot trends and rankings from various Chinese websi…
C 66 5⁄5 ◉ ⏳ 53 74 — 67 80 58
9824
Sifu213
A server that retrieves NFT-related data on the Monad testnet, allowing users t…
C 66 5⁄4 ◉ ⏳ 54 66 N/A 27 90 87
9825
ChristianKowalczyk
Weather MCP Server ⚡ Claim
Provides real-time weather updates and city geocoding by integrating the Nomina…
C 66 5⁄5 ◉ ⏳ 54 60 — 26 83 100
9826
pacuare
Enables executing SQL queries against the Pacuare database with secure API toke…
C 66 5⁄5 ◉ ⏳ 62 68 — 33 81 77
9827
Ceeon
Gemini MCP ⚡ Claim
Enables image processing and analysis using Google's Gemini 2.5 Flash model. Su…
C 66 5⁄5 ◉ ⏳ 66 43 — 57 81 82
9828
LeonelGordon
A template for deploying remote Model Context Protocol servers to Cloudflare Wo…
C 66 5⁄5 ◉ ⏳ 62 72 — 32 78 76
9829
linxule
mineru-mcp ⚡ Claim
MCP server for MinerU document parsing API. Parse PDFs, images, DOCX, and PPTX …
C 66 5⁄5 ◉ ⏳ 54 72 — 36 76 90
9830
aparajithn
Unified deployment dashboard MCP server across Vercel, Render, Railway, and Fly…
C 66 6⁄6 ◉ ⏳ 94 66 0 60 78 99
9831
danilat
DNDzgz MCP Server ⚡ Claim 1
An MCP server that provides real-time information about the Zaragoza tram syste…
C 66 5⁄5 ◉ ⏳ 51 67 — 33 80 97
9832
AvinashBole
Quip MCP Server Claim 1
A Model Context Protocol server that enables AI assistants like Claude to direc…
C 66 5⁄5 ◉ ⏳ 63 50 — 43 71 100
9833
olgasafonova
Query ProductPlan roadmaps. Access OKRs, ideas, launches, and timeline data.
C 66 6⁄4 ◉ ⏳ 96 43 0 81 83 100
9834
joe-watkins
magentaa11y ⚡ Claim
MCP server providing accessibility criteria from MagentaA11y
C 66 6⁄4 ◉ ⏳ 78 72 0 54 95 99
9835
saxenanurag
Strava MCP Server ⚡ Claim
Enables AI agents to interact with the Strava API to retrieve athlete statistic…
C 66 5⁄5 ◉ ⏳ 76 41 — 30 76 98
9836
sammcj
An MCP server that enables users to retrieve information from AWS Knowledge Bas…
C 66 5⁄5 ◉ ⏳ 63 100 — 27 80 44
9837
pickstar-2002
MinIO Storage MCP ⚡ Claim
Enables AI assistants to manage MinIO object storage through comprehensive buck…
C 66 5⁄5 ◉ ⏳ 72 100 — 40 81 21
9838
peijun1700
bluemouse ⚡ Claim
BlueMouse is the "Prefrontal Cortex" for LLMs. It uses a 180k+ failure pattern …
C 66 5⁄5 ◉ ⏳ 78 28 N/A 72 76 80
9839
saifeezibrahim
AWS MCP Server ⚡ Claim
Enables AI assistants to execute AWS CLI commands and access AWS documentation,…
C 66 5⁄5 ◉ ⏳ 78 33 — 44 81 91
9840
jlfwong
A Model Context Protocol server that enables Claude to search and access detail…
C 66 5⁄5 ◉ ⏳ 57 70 — 22 80 91
9841
ohqay
An MCP server that allows AI tools like Claude Desktop, Claude Code, and Cursor…
C 66 5⁄4 ◉ ⏳ 75 28 N/A 32 95 95
9842
satty1987
Node MCP Server ⚡ Claim
A minimal Express-based MCP server that exposes a weather tool through HTTP end…
C 66 5⁄5 ◉ ⏳ 66 55 — 27 81 91
9843
guangxiangdebizi
PPT-MCP ⚡ Claim
Enables creating, analyzing, and managing PowerPoint presentations using pure N…
C 66 5⁄5 ◉ ⏳ 100 58 — 39 81 34
9844
BobGod
A Model Context Protocol server that enables AI tools to automatically publish …
C 66 5⁄4 ◉ ⏳ 45 73 N/A 48 90 75
9845
conshus
A remote MCP server for Cloudflare Workers featuring built-in GitHub OAuth for …
C 66 5⁄5 ◉ ⏳ 60 62 — 26 80 97
9846
numa08
Provides real-time NOAA space weather data (solar flares, Kp index, solar wind)…
C 66 5⁄5 ◉ ⏳ 80 30 — 42 81 93
9847
mlsloynaz
mcp-sqlserver ⚡ Claim 1
An MCP server for Microsoft SQL Server that enables executing read-only queries…
C 66 5⁄5 ◉ ⏳ 59 100 — 30 81 44
9848
Custodia-Admin
pagebolt ⚡ Claim
Screenshots, PDFs, OG images, page inspection, and narrated video recording for…
C 66 6⁄4 ◉ ⏳ 90 81 0 52 83 90
9849
huangzesen
XHelio-SPICE ⚡ Claim
Spacecraft ephemeris made easy — auto-managed SPICE kernels for heliophysics
C 66 5⁄4 ◉ ⏳ 60 33 N/A 55 92 92
9850
ridrisa
Odoo-MCP ⚡ Claim 1
Enables interaction with Odoo ERP systems through XML-RPC, providing access to …
C 66 5⁄5 ◉ ⏳ 72 38 — 45 78 95
Showing 9801–9850 of 69093 servers
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