MCP Server Quality Scores

Independent quality analysis of 46593 public MCP servers

46593
Discovered
29562
Scored
2112
Verified
16952
Complete

Last updated 41 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
6251
flesler
MCP Tools Claim
A comprehensive MCP server providing tools for AI agents to interact with code,…
B 72 55 78 100 49 81 41
6252
mauricio-cantu
Query a variety of data from Brasil resources seamlessly. Access information on…
B 72 54 76 55 N/A 28 94 100
6253
meltingpixelsai
zero-core-budget Claim
Agent spending mgmt, budget tracking, ROI. Zero Core Budget.
B 72 54 52 75 45 89 100
6254
djm81
Chroma MCP Server Claim 1
A Model Context Protocol server integration that creates a persistent, searchab…
B 72 55 81 58 49 80 86
6255
ckanthony
openapi-mcp Claim
OpenAPI-MCP: Dockerized MCP Server to allow your AI agent to access any API wit…
B 72 55 100 43 44 77 87
6256
willem4130
UI/UX MCP Server Claim
Enables comprehensive UI/UX development workflows through integrated tools for …
B 72 55 100 82 N/A 23 95 35
6257
eidetic-works
nucleus Claim
MCP server for persistent memory, execution verification, governance, and compl…
B 72 54 90 28 N/A 89 85 73
6258
solomonneas
cortex-mcp Claim 1
An MCP server for the Cortex observable analysis and active response engine. It…
B 72 55 63 62 53 82 100
6259
benedictdebrah
The Materials Project MCP Server is server that provides programmatic access to…
B 72 55 72 66 49 81 90
6260
ProjectAtlantis-dev
Provides real-time weather data and forecasts for locations worldwide using the…
B 72 55 68 71 44 82 92
6261
kohasummons
paystack-mcp Claim
Enables AI agents to manage Paystack payments, products, customers, and transac…
B 72 54 68 60 47 95 84
6262
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
6263
konashevich
Enables interaction with Google Drive files and Google Sheets through search, r…
B 72 55 78 62 39 81 91
6264
AmoyLab
Unla Claim
🧩 MCP Gateway - A lightweight gateway service that instantly transforms existin…
B 72 54 70 41 N/A 83 90 85
6265
hajifkd
inspirehep-mcp Claim
A Python-based MCP server that enables searching for high-energy physics litera…
B 72 55 60 63 53 83 99
6266
ai-yliu
Filesystem MCP Server Claim 2
An MCP server that allows Claude AI to perform filesystem operations including …
B 72 54 75 61 N/A 17 95 100
6267
proofofwork-agency
reporecall Claim
Local codebase memory, auto-generated wiki, and interactive architecture dashbo…
B 72 54 94 0 N/A 81 91 98
6268
iamfiro
Allows tracking of parcel deliveries across various carriers using the 17track.…
B 72 54 70 68 N/A 22 95 94
6269
manfye
Provides seamless access to Malaysia's official government data catalogue, enab…
B 72 54 72 56 N/A 42 90 97
6270
Nexus-Router
nexus Claim
Govern & Secure your AI
B 72 64 92 67 0 84 95 100
6271
taylorleese
mcp-toolz Claim 1
Save contexts and todos across Claude Code sessions, get feedback from ChatGPT,…
B 72 54 90 25 N/A 79 72 100
6272
GuoChen-thlg
iconfont-mcp Claim
Enables searching, downloading, and managing SVG icons from iconfont.cn, China'…
B 72 55 72 72 38 80 89
6273
TechKampe
Enables interaction with Viterbit recruitment API for managing candidates, jobs…
B 72 55 84 67 22 82 91
6274
vmanoilov
zen-mcp-server Claim 2
B 72 54 96 41 N/A 42 94 78
6275
iceener
Enables control of Spotify through natural language by searching the catalog, m…
B 72 55 96 43 30 81 96
6276
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
6277
dragonjump
With this you can you can easily manage and query your list of knowledge base(w…
B 72 54 72 68 N/A 36 89 88
6278
hetaoBackend
mcp-github-trending Claim 3
A MCP server that provides access to GitHub trending repositories and developer…
B 72 55 75 100 45 83 41
6279
tgeselle
bugsnag-mcp Claim 2
An MCP server for interacting with [Bugsnag](https://www.bugsnag.com/)
B 72 55 75 66 28 82 100
6280
nikola-arman
Pexels MCP Server Claim
Enables searching and retrieving high-quality stock photos from Pexels with adv…
B 72 55 78 67 21 81 100
6281
sekharmalla
Enables AI assistants to control the Affinity creative suite on macOS through n…
B 72 54 72 57 N/A 53 84 93
6282
mbailey
voicemode Claim
Natural voice conversations with Claude Code
B 72 55 84 20 N/A 85 81 97
6283
arslanmanzoorr
A production-ready reasoning engine that integrates Claude AI with specialized …
B 72 55 84 62 24 78 97
6284
Tobarrientos2
Neo4j MCP Server Claim 1
An implementation for managing Neo4j graph database operations through the Mode…
B 72 55 96 67 17 69 96
6285
cbwinslow
OpenDiscourse MCP Claim 1
Enables access to comprehensive U.S. legislative and governmental data from Gov…
B 72 55 84 65 33 76 93
6286
Maimikuru
A Model Context Protocol (MCP) server that provides Google Search functionality…
B 72 55 72 62 44 82 94
6287
HZYAI
RAGScore Claim
Generate QA datasets & evaluate RAG systems with failure diagnosis. Any LLM.
B 72 54 82 40 N/A 79 75 89
6288
Revenant30102000
Provides AI assistants with access to authentic World of Tanks Blitz game data …
B 72 54 66 57 N/A 42 95 95
6289
bharath-krishna
mcp-test Claim
A simple MCP server with an echo tool for testing purposes
B 72 55 74 100 N/A 29 95 45
6290
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
6291
dili414
ControlAPI-MCP Claim 2
An MCP server that dynamically converts any OpenAPI or REST API into MCP tools,…
B 72 55 77 55 48 82 95
6292
PedroMarianoAlmeida
ffmpeg-mcp Claim
FFmpeg video/audio tools: cut, convert, concat, remove silence, and raw command…
B 72 55 66 100 N/A 51 95 38
6293
anuj0456
Enables AI assistants to search, retrieve, analyze, and export academic papers …
B 72 54 73 61 41 89 92
6294
v-3
Enables Claude to interact with Google Calendar through OAuth authentication, a…
B 72 55 78 56 44 78 99
6295
mjyoo2
OverleafMCP Claim
Model Context Protocol (MCP) server that lets AI assistants read Overleaf proje…
B 72 55 78 62 N/A 30 81 100
6296
will2023a
Slack MCP Server Claim
Enables comprehensive Slack workspace automation and management through the Sla…
B 72 55 72 73 21 81 100
6297
shanyang-me
Publish, search, and manage Xiaohongshu (Little Red Book) content via MCP tools.
B 72 54 76 41 N/A 47 95 99
6298
code4mk
Provides travel planning tools for Cox's Bazar, Bangladesh, including weather f…
B 72 55 78 63 49 81 85
6299
ckz
Flux Image MCP Server Claim 1
Provides image generation capabilities using the Flux Schnell model on Replicat…
B 72 55 84 57 37 81 94
6300
0x1abin
matter-controller-mcp Claim 1
An MCP server for Matter Controller, enabling AI agents to control and interact…
B 72 54 63 72 N/A 46 95 77
Showing 6251–6300 of 46593 servers
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