MCP Server Quality Scores

Independent quality analysis of 50632 public MCP servers

50632
Discovered
29751
Scored
2112
Verified
16952
Complete

Last updated 13 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
15201
sharavanask
Enables AI-powered Amazon product searches and recommendations by integrating t…
F 30 55 72 42 23 69 60
15202
call518
MCP-Ambari-API Claim 1
Manage Apache Ambari clusters effortlessly. Start, stop, and restart services; …
F 30 54 88 37 N/A 57 92 96
15203
Igordeveloperr
A Node.js MCP server that enables AI assistants to interact with Yandex Tracker…
F 30 55 60 70 32 80 57
15204
UniVoucher
UniVoucher MCP Server Claim 1 2
Enables interaction with UniVoucher's decentralized crypto gift card protocol a…
F 30 55 78 71 33 74 94
15205
isaacphi
mcp-gdrive Claim 1 2
Model Context Protocol (MCP) Server for reading from Google Drive and editing G…
F 30 55 96 60 49 76 92
15206
anton-proto
MCP Imagen Server Claim 1
Enables text-to-image generation, style transfer, background removal, and autom…
F 30 55 96 61 35 80 89
15207
falahgs
Enables AI agents to generate music and audio content using the MiniMax Music A…
F 30 55 72 66 21 80 89
15208
universal-tool-calling-protocol
utcp-mcp Claim 1
All-in-one MCP server that can connect your AI agents to any native endpoint, p…
F 30 55 88 61 N/A 39 71 93
15209
MacJedi42
A debug tool for platform developers to verify that their MCP App hosts correct…
F 30 55 66 57 47 82 58
15210
rachelsu-blip
agent101-mcp Claim 1
Search and discover 500+ tools, APIs, and services for AI agents. Browse 15 cat…
F 30 66 96 48 0 43 77 97
15211
GenWaveLLC
svgmaker-mcp Claim 1
Provides AI-driven SVG generation and editing via natural language, with real-t…
F 30 55 72 72 86 80 92
15212
JagjeevanAK
OpenFoodFacts-mcp Claim 1
This MCP is used to get realtime food data from OpenFoodFacts database. OpenFo…
F 30 55 78 62 45 78 93
15213
redf0x1
ui-ux-pro-mcp Claim 1 2
🎨 AI-powered UI/UX design intelligence - 1519+ curated design resources through…
F 30 54 90 65 N/A 60 91 91
15214
florentine-ai
mcp Claim 1 3
MCP server for Florentine.ai - Natural language to MongoDB aggregations
F 30 55 75 72 N/A 77 69 89
15215
jkawamoto
mcp-florence2 Claim 1 2
An MCP server for processing images using Florence-2
F 30 54 57 52 N/A 75 90 100
15216
zlatkoc
youtube-summarize Claim 1
MCP server that fetches YouTube video transcripts and optionally summarizes the…
F 30 54 60 33 72 90 93
15217
Econyx-ai
0G MCP Server Claim 1
Enables interaction with 0G.AI decentralized infrastructure including documenta…
F 30 55 78 62 29 76 89
15218
trailofbits
mcp-context-protector Claim 1
A security wrapper for MCP servers that provides trust-on-first-use pinning, gu…
F 30 55 92 37 65 82 91
15219
tanevanwifferen
A TypeScript-based server that allows calling other MCP clients from your own M…
F 30 55 96 51 40 71 92
15220
contactakagrawal
Excel Analyser MCP Claim 1
Enables efficient reading, analyzing, and querying of Excel, CSV, and JSON file…
F 30 55 66 62 31 80 83
15221
wd041216-bit
Universal Search-First Knowledge Acquisition Plugin for LLMs. Enables real-time…
F 30 55 88 0 73 78 96
15222
WindoC
Gemini OCR MCP Server Claim 1
Provides OCR services powered by Google's Gemini API to extract text from image…
F 30 55 66 33 23 78 95
15223
RafalWilinski
mcp-apple-notes Claim 1 3
Enables semantic search and RAG (Retrieval Augmented Generation) over your Appl…
F 30 54 90 57 N/A 26 88 98
15224
savantskie
A persistent local memory for AI, LLMs, or Copilot in VS Code.
F 30 54 96 56 N/A 71 87 92
15225
felores
Google Drive MCP Server Claim 1 2
Enables integration with Google Drive for listing, reading, and searching over …
F 30 55 90 65 48 80 94
15226
zoharbabin
Kaltura MCP Server Claim 1 2
An implementation of the Model Context Protocol that provides AI models with st…
F 30 55 96 91 54 76 83
15227
SPL-BGU
PlanningCopilot Claim 1
A tool-augmented LLM system for the full PDDL planning pipeline, improving reli…
F 30 54 72 52 N/A 42 90 89
15228
guilyx
ASCII Banner MCP Server Claim 1 3
An MCP server for getting ASCII banners
F 30 54 41 30 N/A 48 92 98
15229
MrNitro360
React Native MCP Server Claim 1 4
Provides comprehensive React Native development assistance with expert-level au…
F 30 55 90 100 N/A 67 80 45
15230
luquitared
A starter template for building MCP (Model Context Protocol) servers that can i…
F 30 55 54 100 N/A 21 94 64
15231
opiuman
Helps YouTube content creators find perfect background music for their shorts b…
F 30 55 84 73 34 80 96
15232
spencerhhubert
illustrator-mcp-server Claim 1 2
mcp server to run scripts on adobe illustrator
F 30 54 72 45 N/A 22 84 96
15233
llsrrll96
Say Hello Claim 1 2
Generate friendly, personalized greetings by name. Toggle Pirate Mode for swash…
F 30 54 50 57 N/A 31 82 72
15234
Davont
my-design MCP Server Claim 1 2
An MCP server that enables AI to interact with the private 'my-design' React co…
F 30 55 39 58 39 80 97
15235
dappierai
dappier Claim 1
Enable fast, free real-time web search and access premium data from trusted med…
F 30 55 76 66 46 83 90
15236
palolxx
Provides advanced AI reasoning and strategic thinking capabilities using Pollin…
F 30 55 94 58 21 78 95
15237
TalaoDAO
MCP server for verifying EUDI/Talao wallet data via OIDC4VP (pull) for AI agent…
F 30 66 79 100 87 48 74 91
15238
transparentlyok
MCP Context Manager Claim 1 2
Enables efficient code navigation and retrieval through natural language search…
F 30 54 94 31 N/A 59 87 94
15239
Suixinlei
A TypeScript-based Model Context Protocol server that enables large language mo…
F 30 55 48 65 46 78 87
15240
datavorous
PuchAI MCP Server Claim 1
A multi-purpose MCP server that enables Reddit research for market validation, …
F 30 55 72 67 23 74 79
15241
ferdousbhai
wsb-analyst-mcp Claim 1
Reddit integration to analyze content on WallStreetBets community
F 30 55 62 58 47 76 92
15242
fengyinxia
fengyinxia-jimeng-mcp Claim 1
Create images and videos from prompts, with options for image mixing, reference…
F 30 66 54 66 0 40 76 78
15243
SobieskiCodes
MCP-Claude Code Bridge Claim 1 2
Bridges Claude Desktop with Claude Code CLI to delegate complex coding tasks li…
F 30 54 72 51 N/A 22 82 93
15244
dl4rce
flaiwheel Claim 1
Self-hosted memory and governance layer for AI coding agents. 28 MCP tools with…
F 30 55 76 0 N/A 58 80 95
15245
mmorris35
Generate comprehensive, paint-by-numbers development plans using the [ClaudeCod…
F 30 66 72 67 0 36 76 92
15246
mtct
MCP Journaling Server Claim 1
The MCP server transforms chats with Claude into journaling sessions, saving co…
F 30 54 56 30 N/A 41 88 94
15247
GoodestUsername
SearXNG Search Server Claim 1
Provide programmatic access to privacy-respecting meta-search functionality via…
F 30 54 72 57 N/A 42 90 88
15248
itcaat
mcp-teamcity Claim 1
Once configured, you can use natural language commands like: "Search for faile…
F 30 55 84 43 73 82 90
15249
vltansky
Allows AI assistants to access and analyze your Cursor conversation history, en…
F 30 54 66 57 N/A 64 90 90
15250
tomba-io
tomba-mcp-server Claim 1
Email discovery, verification, and enrichment tools. Find email addresses, veri…
F 30 55 92 61 60 80 91
Showing 15201–15250 of 50632 servers
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