MCP Server Quality Scores

Independent quality analysis of 66484 public MCP servers

66484
Discovered
31813
Scored
2112
Verified
16953
Complete

Last updated 4 hours, 11 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
8551
benpeke
Provides tools to create, update, delete, and search catalog items through the …
C 68 55 72 68 22 78 90
8552
Tar-ive
An MCP server that enables users to search for government grants based on keywo…
C 68 55 69 66 27 80 88
8553
NakiriYuuzu
SwaggerMcp Claim
A service that dynamically generates MCP tools from Swagger/OpenAPI documentati…
C 68 55 78 72 42 81 57
8554
ttpears
MySQL Explorer Claim
An intelligent MySQL MCP Server with expert data analytics capabilities and com…
C 68 55 84 75 N/A 41 81 46
8555
namp10010
Notes MCP Server Claim
A local note-taking server that provides intelligent management of markdown fil…
C 68 54 84 28 N/A 38 90 91
8556
logos-42
Enables blockchain payment operations across multiple networks including Base, …
C 68 55 84 91 44 81 21
8557
RuumaLilja
Aggregates technical articles from multiple sources (Qiita, Dev.to, NewsAPI, Ha…
C 68 55 72 67 24 81 83
8558
rulego
A lightweight dependency-free workflow automation platform. Supports iPaaS, str…
C 68 54 78 37 N/A 36 90 90
8559
kajidog
VOICEVOX TTS MCP Claim
A text-to-speech MCP server that enables AI assistants to speak using the VOICE…
C 68 55 80 32 54 81 91
8560
gxjansen
Transistor Claim
Interact with the Transistor.fm API to manage podcasts and episodes.
C 68 64 90 73 0 47 95 99
8561
axiomhq
Axiom Claim 1
A Model Context Protocol server implementation for Axiom that enables AI agents…
C 68 55 71 35 65 81 92
8562
JangHyuckYun
An MCP server for intelligent YouTube video analysis that provides token-optimi…
C 68 55 73 31 64 78 99
8563
GoCoder7
Enables interaction with Oracle Cloud Infrastructure services through a unified…
C 68 55 84 62 20 81 78
8564
nadavgb-atom
ib-async-mcp Claim 1
An MCP server that provides an interface for the Interactive Brokers API via th…
C 68 55 69 74 N/A 46 95 49
8565
tobs-code
Local-first memory for Claude & AI agents with hybrid search, Graph-RAG, and ti…
C 68 54 84 40 N/A 56 95 58
8566
njbrake
Provides comprehensive filesystem operations (read, write, list, create, delete…
C 68 55 72 41 48 81 99
8567
Antonytm
mcp-all Claim 1
A Model Context Protocol server to run other MCP servers
C 68 54 39 67 N/A 45 95 94
8568
jimpick
A Model Context Protocol server that allows creation and management of multiple…
C 68 55 69 56 30 78 98
8569
199-mcp
MCP Wait Timer Server Claim 1
Provides a simple 'wait' tool that introduces deliberate pauses into workflows …
C 68 55 78 70 46 83 51
8570
JpAboytes
estudIA-MCP Claim
RAG-enabled MCP server that uses Google Gemini for embeddings and Supabase for …
C 68 55 70 66 22 81 89
8571
arthurcolle
Substack MCP Server Claim 1
Enables AI tools to programmatically manage Substack content, including creatin…
C 68 55 90 74 N/A 24 90 39
8572
codewith1984
A Model Context Protocol compatible server that provides weather information fo…
C 68 55 66 100 N/A 22 95 37
8573
setugk
Connects Claude to your self-hosted or cloud-based Seafile storage for managing…
C 68 55 76 36 47 80 99
8574
hypermodel-labs
Analyzes git changes in repositories and generates conventional commit messages…
C 68 55 70 62 43 71 91
8575
xinmu-wyb
Enables AI assistants to intelligently fetch, parse, search, and rank resumes f…
C 68 55 72 56 25 81 94
8576
betmoar
Enterprise-grade code intelligence platform providing AI-powered code analysis,…
C 68 55 94 28 28 81 96
8577
Tekuor
Connects Claude Desktop to Google Calendar for local calendar management includ…
C 68 54 54 60 N/A 26 95 99
8578
balinux
Provides weather information through the Model Context Protocol, fetching real-…
C 68 55 72 61 30 76 92
8579
Blvckjs96
MemoVault Claim
A personal memory system that provides AI assistants with long-term memory capa…
C 68 55 60 55 51 82 92
8580
benschiller
Enables programmatic access to premium crypto alpha reports from Twitter Spaces…
C 68 55 60 72 18 81 100
8581
mylxsw
Enables text-to-speech conversion using Minimax AI's voice synthesis API with a…
C 68 55 76 46 39 80 91
8582
masatoshi118
Enables interaction with Google Forms API to create forms, add questions, and r…
C 68 55 80 67 17 81 79
8583
CliffsGPT
Alpaca MCP Server Claim
Enables natural language trading operations through Alpaca's Trading API, suppo…
C 68 55 72 43 42 81 100
8584
behavioral-ds
MCP 101 Example Claim
A foundational implementation of a Model Context Protocol (MCP) server designed…
C 68 44 42 N/A N/A 34 95 98
8585
demomagic
LI.FI MCP Server Claim
Enables AI assistants to interact with LI.FI's cross-chain infrastructure, prov…
C 68 55 66 67 21 81 96
8586
shaunie2fly
Enables AI assistants to perform comprehensive code reviews of local uncommitte…
C 68 55 76 87 N/A 26 95 40
8587
yoriichi-07
Coordinates specialized agents (Architecture, Quality, Cloud, Prompt) to autono…
C 68 55 84 43 31 81 89
8588
Cappahccino
Supabase MCP Server Claim 1
A Model Context Protocol server that enables Claude and other LLMs to perform d…
C 68 55 75 46 42 82 91
8589
jsonallen
A collection of Laravel helper tools for integration with Cursor IDE, providing…
C 68 54 72 36 N/A 43 87 98
8590
pHequals7
A Model Context Protocol server that wraps the Tracxn REST API, providing a sta…
C 68 55 77 100 22 81 37
8591
ceciliomichael
Collects user feedback with text and image support through an Electron app, all…
C 68 54 66 57 N/A 27 95 88
8592
dryeab
mcp-telegram Claim 2
MCP Server for Telegram
C 68 55 77 40 N/A 54 80 89
8593
David-mo
Connects AI assistants to Facebook's Ads API to enable natural language queries…
C 68 55 82 46 22 81 96
8594
Jake-loranger
Enables interaction with the Algorand blockchain network including account mana…
C 68 55 78 100 23 81 40
8595
yuandeshoulian
Enables text-to-image generation through the ModelScope platform using the Qwen…
C 68 55 72 100 21 78 50
8596
occasionallysomebody
A zero-dependency MCP server that provides a persistent personal knowledge base…
C 68 54 78 33 N/A 27 95 100
8597
Sunwood-ai-labs
Ideogram MCP Server Claim 2
A Model Context Protocol server that provides image generation capabilities usi…
C 68 55 57 66 48 80 88
8598
MikeyBeez
MCP Reminders Claim
A simple system that allows Claude to leave and manage notes for itself across …
C 68 55 84 75 N/A 26 95 41
8599
ResakaGit
mcp-glassbox Claim 1
An MCP server that enables running tests and retrieving filtered telemetry summ…
C 68 54 51 65 N/A 40 90 89
8600
Three-Little-Birds
Flappy MCP Server Claim
Enables running avian flight dynamics simulations through the Flappy simulator.…
C 68 55 54 70 N/A 49 95 69
Showing 8551–8600 of 66484 servers
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