MCP Server Quality Scores

Independent quality analysis of 57357 public MCP servers

57357
Discovered
29805
Scored
2112
Verified
16953
Complete

Last updated 2 hours, 13 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
11251
luuisotorres
mcp-ai-agent Claim
AI Agent built with Google ADK that leverages Google Maps MCP Server to answer …
C 63 54 66 32 N/A 48 95 71
11252
krunal16-c
Provides access to 250,000+ Canadian government datasets and specialized queryi…
C 63 55 78 32 24 80 90
11253
vivekbala
Enables real-time Kubernetes cluster observability and debugging through standa…
C 63 55 78 31 16 81 97
11254
jairosoft-com
My MCP Server Claim
A Python template for building Model Context Protocol (MCP) servers that expose…
C 63 54 62 23 N/A 32 95 100
11255
b48f8f5xg2-blip
Enables secure execution of shell commands through a dynamic approval system th…
C 63 54 62 27 N/A 39 95 93
11256
matthewdcage
A standalone Model Context Protocol server that enables AI models to access the…
C 63 66 96 67 0 36 81 91
11257
Nur1sat
Provides tools for managing a product catalog, including functions to list, add…
C 63 55 54 55 22 80 99
11258
Avi-141
Weft Claim
Enables AI assistants to access and search your local browsing knowledge graph …
C 63 54 66 28 N/A 27 95 92
11259
Yoosu-L
Enables benchmarking of Large Language Model APIs by measuring performance metr…
C 63 66 96 60 0 41 81 94
11260
La-Palma-24
Search vacation rentals in La Palma, Canary Islands with real-time availability…
C 63 66 88 70 0 43 81 90
11261
chris-schra
mcp-funnel Claim
MCP proxy that aggregates multiple servers with tool filtering and customization
C 63 54 66 37 N/A 61 95 57
11262
0xGval
A lightweight toolkit that enables Claude to search Twitter with natural langua…
C 63 55 88 82 19 81 23
11263
NatalieCheong
Provides tools for stock data retrieval, historical analysis, and market compar…
C 63 54 72 28 N/A 21 95 93
11264
delexw
mcpware Claim
Gateway MCP Server - Route MCP requests intelligently to multiple backend serve…
C 63 55 90 36 42 81 57
11265
JotaDeRodriguez
Bonsai-mcp Claim 1
A Model Context Protocol server that integrates Claude with Blender, enabling u…
C 63 54 57 33 N/A 49 82 94
11266
vipink1203
A Model Context Protocol server that enables AI agents to securely access and i…
C 63 55 55 66 39 80 71
11267
CesiumGS
Cesium AI Integrations is a collection of reference integrations and experiment…
C 63 54 84 0 N/A 47 92 92
11268
marlinkcyber
BBOT MCP Server Claim
Enables users to run and manage BBOT security scans through the MCP interface. …
C 63 55 60 33 42 81 98
11269
nylas-samples
Experimental server that implements the Model Context Protocol (MCP) for Nylas …
C 63 55 84 82 21 81 23
11270
algtools
A template for deploying authentication-free MCP servers on Cloudflare Workers,…
C 63 55 48 70 29 84 77
11271
eugeneyvt
Logseq MCP Server Claim 2
Enables AI assistants to interact with your local Logseq knowledge base through…
C 63 54 84 46 N/A 67 94 17
11272
chry8822
A minimal, production-ready TypeScript template for building Model Context Prot…
C 63 55 60 100 43 81 16
11273
video-db
VideoDB Director Claim 1
VideoDB Director
C 63 55 78 41 35 80 71
11274
bswa006
An MCP server that enhances AI agents' coding capabilities by providing zero ha…
C 63 55 73 82 25 81 38
11275
ASXRND
Provides weather data via OpenWeatherMap API, file operations, and integration …
C 63 55 72 72 24 81 53
11276
anbeime
A tool that deploys an authentication-free Model Context Protocol server on Clo…
C 63 55 48 68 26 84 85
11277
lars20070
Enables evaluating Wolfram Language code and retrieving Wolfram Engine version/…
C 63 54 41 32 N/A 59 95 99
11278
jobinpjoseph707
An MCP server that enables AI agents to execute sandboxed JavaScript code to co…
C 63 54 85 38 N/A 32 89 59
11279
najva-ai
Provides AI-enhanced code search capabilities by integrating with Sourcegraph, …
C 63 55 72 45 46 81 64
11280
kukapay
jupiter-mcp Claim 1
An MCP server for executing token swaps on the Solana blockchain using Jupiter'…
C 63 55 51 56 48 71 91
11281
puran-water
An intelligent MCP server for the automated design and sizing of aerobic biolog…
C 63 55 84 26 30 81 85
11282
fhp101ml
A conversational copilot that guides users through the Knowledge Discovery in D…
C 63 54 54 56 N/A 25 90 84
11283
Maxbleu
MCP Server F1Data Claim
Enables interaction with Formula 1 data through LLM interfaces like Claude. Pro…
C 63 54 62 32 N/A 63 77 88
11284
protonese3
Unloop MCP Claim
Detects and breaks repetitive fix loops in AI coding assistants by tracking att…
C 63 54 72 0 N/A 56 95 97
11285
leopold16
Enables users to search, browse, and retrieve AI prompts from the Tripleshot pu…
C 63 54 62 37 N/A 26 95 90
11286
shaileshahuja
github-pr-mcp Claim 1
C 63 55 57 41 N/A 40 81 93
11287
Exspiravit
Weather MCP Claim
Enables users to get real-time weather information for any city in the world. P…
C 63 55 62 50 42 81 78
11288
wudongjie
A TypeScript-based MCP server implementing a simple notes system that allows us…
C 63 54 62 67 N/A 27 82 65
11289
askbudi
roundtable Claim
Meta-MCP server that unifies multiple AI coding assistants (Codex, Claude Code,…
C 63 55 72 31 32 80 95
11290
wenchuin89
A template for deploying an authentication-free MCP server on Cloudflare Worker…
C 63 55 48 70 24 81 83
11291
Moenamatics
Opus MCP Server Claim
Enables programmatic interaction with Opus workflow automation platform, allowi…
C 63 66 94 60 0 42 81 98
11292
waue0920
A deployable Model Context Protocol server for Cloudflare Workers that allows u…
C 63 55 48 68 26 84 84
11293
santiagopereda
Provides a secure bridge for AI assistants to interact with the Google Sheets A…
C 63 55 76 45 19 76 89
11294
wxt2rr
Provides basic mathematical operations (addition, subtraction, multiplication, …
C 63 55 48 68 24 81 89
11295
kelnixsolutions
Turn any receipt into structured, accounting-ready JSON or clean Markdown with …
C 63 66 72 70 0 63 81 98
11296
epi-builder
Enables web browser automation through Playwright, providing tools for navigati…
C 63 55 72 75 26 81 46
11297
vinaykp
A server implementation of the Model Context Protocol (MCP) that provides REST …
C 63 54 54 37 N/A 23 95 100
11298
cmc12138
Analyzes frontend project code (React, Vue, Angular) and converts it into AI-un…
C 63 54 78 31 N/A 32 95 71
11299
joaquinsoza
A Model Context Protocol server that runs on Cloudflare Workers with OAuth logi…
C 63 55 45 70 23 81 88
11300
mcpmessenger
Exposes LangChain agent capabilities through the Model Context Protocol, enabli…
C 63 55 78 71 36 81 36
Showing 11251–11300 of 57357 servers
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