MCP Server Quality Scores

Independent quality analysis of 59573 public MCP servers

59573
Discovered
29905
Scored
2112
Verified
16953
Complete

Last updated 48 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
3101
SayreBlades
MCP Web Tools Claim
Provides local web search and content fetching capabilities for AI assistants, …
B 76 54 94 56 N/A 24 95 97
3102
spences10
Enables efficient web search integration with Jina.ai's Search API, offering cl…
B 76 55 78 70 56 80 91
3103
chrisribe
Provides AI assistants with persistent memory across sessions using local SQLit…
B 76 55 70 83 N/A 52 95 75
3104
VictoriaMetrics
mcp-vmanomaly Claim 2
MCP Server for vmanomaly - VictoriaMetrics anomaly detection
B 76 54 69 66 N/A 73 83 94
3105
n3s-online
Enables AI assistants to search YouTube videos using the official YouTube Data …
B 76 55 84 62 47 80 100
3106
jlromano
Bitbucket MCP Server Claim 1
Enables LLMs to interact with Bitbucket repositories to manage pull requests, b…
B 76 55 94 52 47 81 100
3107
aiurda
DevContext Claim 1
Provides persistent, project-centric context awareness for AI assistants using …
B 76 55 96 100 N/A 46 81 41
3108
jrenaldi79
sidecar Claim
A parallel AI window for Claude Code. Fork conversations to Gemini, GPT, DeepSe…
B 76 54 96 28 N/A 75 90 94
3109
sandraschi
Enables comprehensive Windows system management through Claude Desktop, includi…
B 76 55 48 82 N/A 67 95 92
3110
Tairon-ai
Provides a comprehensive robotics information hub with details on frameworks li…
B 76 54 80 58 N/A 47 92 97
3111
xelber
New Relic MCP Server Claim 1
Enables AI agents to access New Relic logs and APM data through the NerdGraph A…
B 76 55 94 71 24 82 92
3112
Jaggerxtrm
Qwen MCP Tool Claim
Enables AI assistants to leverage Qwen's code analysis capabilities with large …
B 76 55 84 100 N/A 23 95 58
3113
kopfrechner
gitlab-mr-mcp Claim
Interact seamlessly with issues and merge requests of your GitLab projects.
B 76 55 70 67 65 80 99
3114
browserstack
mcp-server Claim 1
BrowserStack's Official MCP Server
B 76 55 68 82 N/A 78 95 55
3115
profplum700
Etsy MCP Server Claim 1
Exposes a subset of the Etsy API through the Model Context Protocol to manage s…
B 76 55 84 61 50 80 99
3116
jasonsum
Gmail MCP Server Claim 1
MCP server that integrates with Gmail to enable sending, reading, and managing …
B 76 55 86 61 44 81 98
3117
wesbos
An MCP server providing real-time currency conversion and exchange rate data th…
B 76 66 71 71 98 33 82 92
3118
treza-labs
treza Claim
Manage secure enclaves (TEEs) with attestation, payments, and signing for AI ag…
B 76 55 68 73 N/A 65 82 95
3119
georgeck
Fetches and processes Hacker News discussions to prepare them for Claude to gen…
B 76 55 86 100 49 83 48
3120
JustinBeckwith
pylon-mcp Claim 1
MCP server for Pylon customer support platform
B 76 54 53 67 N/A 78 95 92
3121
dceluis
tasker-mcp Claim 2
An MCP server for Android's Tasker automation app.
B 76 54 75 65 N/A 38 95 100
3122
George5562
Enables natural language interaction with Jira for managing projects, issues, t…
B 76 55 96 63 30 81 97
3123
xzq-xu
jvm-mcp-server Claim
An implementation project of a JVM-based MCP (Model Context Protocol) server.
B 76 54 90 51 N/A 56 87 90
3124
mattintech
pyBTMCP Claim
A BLE fitness device simulator that enables AI agents to control simulated hear…
B 76 55 96 61 27 81 100
3125
kevinlin
Enables AI-guided spec-driven development workflow that transforms ideas into i…
B 76 55 90 83 N/A 33 95 62
3126
goldbergyoni
test-coverage-mcp Claim 1
Analyze test coverage from LCOV files - makes AI agents coverage-aware without …
B 76 55 78 100 N/A 45 92 51
3127
LyalinDotCom
Enables generating, editing, and manipulating images using Google Gemini Flash …
B 76 55 78 72 50 81 91
3128
b12io
Website Generator
B 76 54 86 55 N/A 46 95 92
3129
f
Enables users to check weather conditions using Open-Meteo's free API with GitH…
B 76 54 78 67 N/A 31 95 100
3130
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
3131
gyash1512
Research MCP Claim
Enables LLMs to search, analyze, and summarize academic research papers in real…
B 76 55 78 58 65 81 100
3132
binspireai
Binspire MCP Claim
Connects LLMs to the Binspire API to build autonomous AI-driven waste managemen…
B 76 55 82 61 54 80 99
3133
ComputingVictor
MCP-BOE Claim 2
Enables LLMs like Claude to query the official Spanish BOE API for consolidated…
B 76 55 84 91 47 92 53
3134
BenedatLLC
Provides a set of read-only Kubernetes functions via an MCP server, enabling in…
B 76 55 90 57 48 81 99
3135
michaelneale
Goose App Maker MCP Claim 1
This MCP server allows users to create, manage, and serve web applications thro…
B 76 55 72 82 N/A 19 95 97
3136
nvasilevv
Bulgarian pension fund analytics — NAV data, metrics, rankings, and benchmarks.
B 76 66 78 79 86 41 81 83
3137
punkpeye
A comprehensive server that enables interaction with PocketBase databases throu…
B 76 55 84 77 22 81 99
3138
aarora79
MCP server for understanding AWS spend
B 76 55 80 70 N/A 48 81 92
3139
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
3140
webconsulting
Node.js server implementing Model Context Protocol that enables seamless intera…
B 76 54 94 61 N/A 53 84 78
3141
theupriser
Traefik MCP Server Claim
Enables AI assistants to query and manage Traefik reverse proxy configurations,…
B 76 55 78 68 50 82 97
3142
houtini-ai
fmp Claim
Access financial data and market information via Financial Modeling Prep API
B 76 54 78 65 N/A 59 83 93
3143
grabba-dev
Microservice Connector Protocol server that exposes Grabba API functionalities …
B 76 66 84 66 92 23 81 96
3144
kadreio
A transport-agnostic MCP server that integrates multiple AI coding agents (Clau…
B 76 55 96 51 49 82 95
3145 B 76 54 66 58 N/A 66 95 99
3146
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
3147
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
3148
sheshbabu
zen Claim
Selfhosted notes app. Single golang binary, notes stored as markdown within SQL…
B 76 55 94 38 N/A 64 82 100
3149
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
3150
agents-registry-com
Enables AI agents to discover each other and communicate through cryptographica…
B 76 55 78 75 45 81 95
Showing 3101–3150 of 59573 servers
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