MCP Server Quality Scores

Independent quality analysis of 58579 public MCP servers

58579
Discovered
29876
Scored
2112
Verified
16953
Complete

Last updated 1 hour, 59 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
6401
Meerkats-Ai
A Model Context Protocol server that integrates with NeverBounce API to validat…
B 72 55 77 68 21 81 100
6402
RadiumGu
AWS FIS MCP Server Claim 1
Enables interaction with AWS Fault Injection Service to create, manage, and exe…
B 72 55 54 82 42 82 98
6403
kentaroh7777
MCP Todoist Claim 1
A Model Context Protocol server implementation compatible with Todoist API, all…
B 72 55 63 70 51 81 95
6404
BrightWayAI
video-analyzer Claim
Analyze videos: extract frames, transcribe audio, generate storyboard breakdown…
B 72 54 72 62 N/A 27 95 93
6405
InditexTech
A Model Context Protocol (MCP) server that enables LLMs to interact with iOS si…
B 72 54 54 53 N/A 85 92 88
6406
Zaroganos
OakVar MCP Server Claim 1
Enables AI assistants to perform genomic variant analysis using OakVar, includi…
B 72 54 78 57 N/A 24 90 100
6407
rsdouglas
janee Claim
Self-evolving MCP server that generates and improves its own tools at runtime. …
B 72 54 64 33 N/A 84 95 93
6408
ericbrown
project-context-mcp Claim 1
Exposes `.context/` folder files as MCP resources, giving Claude Code instant a…
B 72 54 64 38 N/A 71 92 100
6409
RealDealCPA-VR
Automates comprehensive accounting workflows including bookkeeping, tax plannin…
B 72 54 80 55 N/A 21 95 96
6410
jameswilliamwisdom
Provides pay-per-use tools for AI agents like web screenshots and crypto intell…
B 72 55 60 72 48 81 95
6411
muxuuu
TalkToAnki Claim 3
An MCP server that enables AI assistants to seamlessly manage Anki flashcards, …
B 72 55 49 82 N/A 48 92 86
6412
appreply-co
mcp-appstore Claim 1
This is an MCP server that provides tools to LLMs for searching and analyzing a…
B 72 55 100 82 N/A 51 81 29
6413
markswendsen-code
gmail Claim 1
Gmail MCP server — send, read, and search email. By Strider Labs.
B 72 54 78 66 N/A 32 74 100
6414
Shawn5cents
agentskin Claim 2
The Semantic Layer for AI Agents. Prunes noisy API data by 70%+ for token-effic…
B 72 54 84 67 N/A 37 68 94
6415
poly-mcp
GitLab MCP Server Claim
Integrates GitLab with AI assistants to manage merge requests, analyze CI/CD pi…
B 72 55 88 51 40 82 90
6416
narumiruna
yfinance-mcp Claim 1
An MCP server that uses yfinance to obtain information from Yahoo Finance.
B 72 55 63 63 63 82 92
6417
vaur94
mcp-gitpro Claim 1
A context-efficient GitHub MCP server designed for AI agents to manage reposito…
B 72 55 72 71 91 82 46
6418
jackedney
A bridge that provides AI assistants with access to WaniKani user data and func…
B 72 55 86 91 N/A 25 95 41
6419
zhengyun1008
Enables secure access to Oracle databases with fine-grained access control, sup…
B 72 55 78 58 45 81 90
6420
hrishi0102
A server that provides easy access to Payman AI's APIs, allowing users to creat…
B 72 55 76 67 23 81 100
6421
leftspin
Connects to Xcode's build system to extract, parse, and display errors and warn…
B 72 54 96 30 N/A 37 87 99
6422
shibuiwilliam
Zenn MCP Server Claim 2
An unofficial Model Context Protocol server for Zenn that enables fetching arti…
B 72 55 72 100 N/A 41 94 39
6423
hmldns
Nautex Claim 1
Integrates Nautex AI's specification and planning tool with coding agents to ma…
B 72 54 51 72 50 92 97
6424
DynamicEndpoints
Enables interaction with Microsoft Bookings through the Microsoft Graph API to …
B 72 55 78 66 23 81 100
6425
imranbarbhuiya
Provides an interactive user interface for asking questions with support for te…
B 72 54 74 60 N/A 29 90 98
6426
iris-alights
reddit-mcp Claim 2
An MCP server that provides both read-only and authenticated access to Reddit c…
B 72 55 69 66 48 80 93
6427
patrickfreyer
MCP server giving AI assistants full access to Apple Mail - read, search, compo…
B 72 54 82 32 N/A 66 87 92
6428
MarceauSolutions
Compare Uber and Lyft prices for any route in real-time with fare estimates, su…
B 72 55 90 61 24 81 92
6429
MayssenBHA
Provides tools for fetching real-time news and performing AI-powered sentiment …
B 72 55 90 60 21 81 93
6430
prem2230
Notes MCP Server Claim
A simple server for saving, listing, and searching notes persisted to a local J…
B 72 44 54 N/A N/A 35 95 100
6431
Siddhant-K-code
Enables AI-powered creation, configuration, and management of DevContainer envi…
B 72 54 78 50 N/A 39 95 89
6432
elmariachi111
Proof of Invention Claim
Proof of Invention
B 72 55 78 67 41 81 86
6433
gogouravr
FastMCP Demo Claim
A demonstration TypeScript MCP server that showcases basic MCP concepts with si…
B 72 55 84 83 N/A 28 95 51
6434
Octember
Provide comprehensive flight and accommodation search capabilities using the Du…
B 72 54 88 66 N/A 27 90 73
6435
bzzimmy
GPT-MCP Bridge Claim
Enables Claude and other MCP-compatible tools to communicate with OpenAI's GPT …
B 72 55 72 73 27 81 97
6436
yupengfei1209
Implements Model Context Protocol (MCP) to enable interaction with CODING DevOp…
B 72 55 80 68 43 80 82
6437
su-record
Hi-AI Claim 1
A simple AI development tool that helps users interact with AI through natural …
B 72 55 72 91 73 81 40
6438
AgentOps-AI
AgentOps MCP Claim 1
The AgentOps MCP server provides access to observability and tracing data for d…
B 72 55 78 68 28 80 95
6439
bellsanct
MCP Dungeon Game Claim
An idle dungeon crawler game playable through conversation, featuring equipment…
B 72 55 72 100 N/A 45 95 36
6440
hohuuduc
Web Viewer MCP Server Claim 1
Allows AI agents to control and interact with VS Code webviews by providing too…
B 72 54 78 56 N/A 27 90 100
6441
widjis
SSH MCP Server Claim
Enables SSH operations including connecting to remote servers, executing comman…
B 72 55 84 100 33 81 43
6442
MagnusJohansson
siglent-sds-mcp Claim 1
An MCP server that enables AI assistants to control Siglent SDS oscilloscopes o…
B 72 55 53 100 N/A 57 95 50
6443
jaacob
Perplexity MCP Server Claim 1
Facilitates web search capabilities using Perplexity's API, allowing users to r…
B 72 55 94 41 40 81 94
6444
Bankless
onchain-mcp Claim
Bankless Onchain API to interact with smart contracts, query transaction and to…
B 72 55 80 60 37 82 92
6445
jenova-marie
Enables intelligent querying of keyboard shortcuts for various operating system…
B 72 55 84 56 33 82 94
6446
septemhill
Etherscan MCP Tool Claim 1
A tool that enables users to interact with blockchain data to retrieve token to…
B 72 55 78 63 39 76 94
6447
snilld-ai
Enables interaction with OpenAI's Chat Completion and Assistants APIs, supporti…
B 72 55 78 65 24 81 99
6448
teddylee777
Dify MCP Server Claim 1
A server implementation that enables integration of Dify workflows with Model C…
B 72 55 96 55 20 78 97
6449
onesmartguy
Adds a live git branch status bar to the Claude footer for tracking multiple ac…
B 72 54 66 57 N/A 44 92 100
6450
AriEncarnacion
A Cloudflare Workers-deployed MCP server that provides secure remote access to …
B 72 55 78 68 26 81 95
Showing 6401–6450 of 58579 servers
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