MCP Server Quality Scores

Independent quality analysis of 59573 public MCP servers

59573
Discovered
29905
Scored
2112
Verified
16953
Complete

Last updated 1 hour, 57 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
3201
jochiang
Voice MCP Claim
Enables voice interaction with Claude Code through local speech-to-text (Whispe…
B 76 54 90 58 N/A 30 95 93
3202
yshan2028
mcp-pdf-reader Claim
B 76 54 78 56 N/A 44 95 99
3203
robandrewford
Enables discovery and search of Ticketmaster events, venues, and attractions wi…
B 76 55 86 70 44 80 91
3204
LAMENTIS1
Converts Markdown documents to PDF files with support for syntax highlighting, …
B 76 54 78 65 N/A 47 92 92
3205
wesbos
An MCP server providing real-time currency conversion and exchange rate data th…
B 76 66 71 71 98 33 82 92
3206
disler
Aider MCP Server Claim
Allows Claude Code to offload AI coding tasks to Aider, reducing costs and enab…
B 76 54 92 58 N/A 29 95 91
3207
massgen
MassGen Claim
🚀 MassGen is an open-source multi-agent scaling system that runs in your termin…
B 76 54 90 25 N/A 70 95 100
3208
georgeck
Fetches and processes Hacker News discussions to prepare them for Claude to gen…
B 76 55 86 100 49 83 48
3209
wysh3
MCP web search using perplexity without any API KEYS
B 76 54 100 36 N/A 50 95 92
3210
mattintech
pyBTMCP Claim
A BLE fitness device simulator that enables AI agents to control simulated hear…
B 76 55 96 61 27 81 100
3211
pto-agi
PTO MCP Server Claim 1
Exposes PTOAi user context to Agent Builder by connecting to a Supabase databas…
B 76 66 84 66 90 30 80 95
3212
aibozo
An intelligent codebase processing server that provides agentic RAG capabilitie…
B 76 55 86 71 36 80 94
3213
waspeer
Tweek MCP Server Claim 1
An MCP server that integrates with the Tweek API to manage calendars, tasks, an…
B 76 55 77 73 45 82 99
3214
gabrielalmir
Animagine MCP Claim
A FastMCP server for the Animagine XL 4.0 image generation experience that prov…
B 76 54 88 58 N/A 43 92 92
3215
dceluis
tasker-mcp Claim 2
An MCP server for Android's Tasker automation app.
B 76 54 75 65 N/A 38 95 100
3216
chevyphillip
Enables AI agents to create, validate, and export UML system models using struc…
B 76 55 96 60 58 80 78
3217
zzgael
Provides SQL access to the ANSES Ciqual French food composition database with n…
B 76 55 66 82 66 81 86
3218
gyash1512
Research MCP Claim
Enables LLMs to search, analyze, and summarize academic research papers in real…
B 76 55 78 58 65 81 100
3219
aiopnet
MCP Nautobot Server Claim 1
A Model Context Protocol server that integrates with Nautobot to provide networ…
B 76 54 69 77 N/A 42 95 91
3220
haixyeh
Automates the creation of application user manuals by capturing screenshots and…
B 76 54 80 63 N/A 44 95 92
3221
theupriser
Traefik MCP Server Claim
Enables AI assistants to query and manage Traefik reverse proxy configurations,…
B 76 55 78 68 50 82 97
3222
lardratboy
Connects Claude to a human operator through a web interface, allowing Claude to…
B 76 54 86 53 N/A 39 95 100
3223
bnookala
MCP Cookie Server Claim 1
A Model Context Protocol server that provides positive reinforcement for LLMs b…
B 76 54 75 68 N/A 41 95 96
3224
tohachan
Bridges LLMs and diagram creation by providing intelligent format selection, fo…
B 76 55 76 62 71 81 90
3225
grabba-dev
Microservice Connector Protocol server that exposes Grabba API functionalities …
B 76 66 84 66 92 23 81 96
3226
privetin
Chroma MCP Server Claim 2
A Model Context Protocol server providing vector database capabilities through …
B 76 54 77 63 N/A 42 92 99
3227
baguskto
Baguskto Saham Claim 1
Enables access to Indonesian Stock Exchange (IDX) data with comprehensive histo…
B 76 55 78 61 57 82 100
3228
Sacode
SearxNG MCP Server Claim
Provides web search capabilities using SearxNG, allowing AI assistants like Cla…
B 76 55 82 60 60 83 92
3229
samihalawa
Google Ads MCP Server Claim 1
Enables programmatic management of Google Ads campaigns, allowing users to moni…
B 76 55 94 100 49 81 41
3230
BlekZz
Enables AI assistants to interact with Metabase analytics platform, allowing th…
B 76 55 90 71 23 81 100
3231
flrngel
An advanced MCP server for browser automation using Puppeteer, specifically opt…
B 76 54 90 60 N/A 27 95 93
3232
filipkrayem
Enables AI agents to consult with multiple AI models (GPT, Gemini, Grok, etc.) …
B 76 55 90 71 28 81 95
3233
BearThreat
Imagen Claim
Image generation
B 76 54 90 68 27 90 90
3234
trsdn
MarkItDown MCP Server Claim 1
A Model Context Protocol server that converts over 29 file formats, including P…
B 76 55 81 45 80 81 95
3235
mrsknetwork
YouTube MCP Claim
Connect AI assistants to YouTube: search, transcripts, metadata, and more.
B 76 54 66 72 57 95 89
3236
tavily-ai
Tavily MCP Server Claim 2
Enable real-time web search and data extraction capabilities.
B 76 55 79 100 N/A 58 87 43
3237
aplaceforallmystuff
mcp-wisdom Claim
Provides philosophical thinking frameworks and tools based on Stoic, cognitive,…
B 76 55 90 45 66 84 96
3238
Mnehmos
rpg-mcp Claim
RPG game engine that lets AI run tabletop sessions without hallucinating mechan…
B 76 55 84 58 71 81 86
3239
vedantparmar12
A sophisticated server that enables AI assistants to automatically analyze code…
B 76 55 78 66 60 81 91
3240
jachy-h
Jachy MCP Server Claim
A centralized automation hub that provides a unified interface for AI agents to…
B 76 55 84 75 30 81 97
3241
Noacodenoobe
Draw.io MCP Server Claim
Enables programmatic creation and management of draw.io diagrams through MCP to…
B 76 54 78 56 N/A 52 95 96
3242
PeakBI
VSCode Debug MCP Claim 1
An MCP server and VS Code extension that enables AI clients to interactively de…
B 76 54 75 61 N/A 60 95 89
3243
CryptoAPIs-io
mcp-address-history Claim 3
MCP server for full transaction and token history on EVM and UTXO addresses via…
B 76 64 81 76 93 37 83 72
3244
Luxshan2000
A secure file server for AI assistants that provides comprehensive file operati…
B 76 54 76 55 58 90 99
3245
edition
Sales Intelligence · B2B Lead Extraction An MCP (Model Context Protocol) server…
B 76 55 60 82 47 95 91
3246
peacockery-studio
Enables MCP clients to securely manage Microsoft SharePoint resources like docu…
B 76 55 68 72 68 80 92
3247
kajirita2002
honeycomb-mcp-server Claim 1
honeycomb-mcp-server
B 76 55 90 67 37 83 93
3248
akraradets
A template repository for developing Model Context Protocol (MCP) servers with …
B 76 54 78 58 N/A 48 95 96
3249
alioshr
memory-bank-mcp Claim
A Model Context Protocol (MCP) server implementation for remote memory bank man…
B 76 55 70 100 N/A 52 95 53
3250
stevengonsalvez
A lightweight, file-based server for managing and serving personal prompt templ…
B 76 54 72 65 N/A 57 90 94
Showing 3201–3250 of 59573 servers
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