MCP Server Quality Scores

Independent quality analysis of 66495 public MCP servers

66495
Discovered
31823
Scored
2112
Verified
16953
Complete

Last updated 1 hour, 46 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
57501
strongbeen04
Enables Claude AI to convert, edit, and analyze MuseScore files (.mscz, .musicx…
N/A N/A
57502
ylz201
keyvault Claim
Enables AI agents to securely manage API keys and secrets via the MCP protocol,…
N/A N/A
57503
Group-Taiga
Lets MCP-compatible hosts like Claude and Cursor use Lunaar's AI building block…
57504
luuu-h
MCP server for controlling local music playback via NetEase Cloud Music, enabli…
N/A N/A
57505
Blakeem
Orchestrates AI agents through structured markdown documents, enabling multi-ag…
N/A N/A
57506
MCP-Mirror
Enables LLMs to interact with Agent-to-Agent (A2A) protocol compatible agents, …
81
57507
RufengLai
Enables natural language search of ANSA Python API documentation, allowing AI t…
N/A N/A
57508
tabbykat113
ksp-mods-mcp Claim
MCP server for searching Kerbal Space Program mods from the CKAN index, with to…
N/A N/A
57509
wiserautomation
SupraWall security gateway for AI agents. Provides deterministic guardrails for…
N/A N/A 83
57510
mcp Claim 1
The shared work-management office for AI agents — projects, tasks, decisions, k…
N/A N/A 69
57511
iflow-mcp
Enables generating Robot Framework test cases with SeleniumLibrary, creating pa…
N/A N/A
57512
bong-u
An MCP server that connects a SilverBullet space over its HTTP filesystem API, …
57513
Chaiyuhao
WinCommander Claim
Turns any Windows device into a remotely controllable MCP toolset, allowing a m…
N/A N/A
57514
jmpnop
Enables AI assistants to perform autonomous binary analysis, malware inspection…
N/A N/A
57515
twkim1122
Enables AI assistants to query, calculate, and benchmark AWS Partner Polaris tr…
N/A N/A
57516
btholath
Enables retrieval of annuity client data, payout calculations, and portfolio an…
N/A N/A
57517
dudztroyer
Enables AI assistants to interact with Slack workspaces, including listing chan…
57518
Leeroo-AI
MCP server that turns AI coding agents into ML/AI experts by providing best-pra…
N/A N/A
57519
mcpflow
sourcesage Claim
SourceSage is an MCP server that efficiently memorizes key aspects of a codebas…
N/A N/A
57520
soundbytelabs
sbl-debugger Claim
Enables AI assistants to debug ARM Cortex-M targets via GDB and OpenOCD, suppor…
N/A N/A
57521
junhyeok0703
policy-mcp Claim
Connects policy documents to Claude.ai via vector search, allowing natural lang…
N/A N/A
57522
PhilflowIOOrg
dav-mcp Claim
Transform AI agents into orchestrating assistants managing calendars, contacts,…
57523
sbtungd2
cypress-mcp Claim
MCP server plugin for Cypress that enables AI agents to control a browser for a…
N/A N/A
57524
components-kit
Local-first MCP runtime for fast, reversible, template-aware Excel automation, …
N/A N/A
57525
ip2location
Official IP2Location.io MCP server to obtain the geolocation, proxy and network…
81
57526
junter1989k-ai
Saudi ZATCA Fatoora Phase 2: AI agents report B2C and clear B2B tax invoices, s…
57527
dynamicendpoints
Enable AI-powered process analysis, chart generation, and optimization recommen…
N/A N/A 95
57528
adamconde
Self-hosted MCP server that aggregates personal health data from Google Health,…
57529
m9810223
tldraw-mcp Claim
Minimal MCP server for editing tldraw .tldr files via JSON manipulation. Headle…
N/A N/A
57530
CIII-glitch
Enables users to search and discover over 500 AI agent endpoints and x402 APIs …
81
57531
davidmosiah
A local-first nutrition MCP server for food search, barcode lookup, meal estima…
N/A N/A
57532
moiri-gamboni
Enables listing image files in a directory and reading their content as base64 …
N/A N/A
57533
found402
Converts data between JSON, CSV, XML, YAML, Markdown, HTML and TOML instantly. …
81
57534
fntyler
test4 Claim
N/A N/A 95
57535
InfoseekAI
Find the lowest direct and 3P price for your hotel. Contact us for an API key a…
81
57536
OpenCodeEngineer
A fork of Chrome DevTools MCP that adds Streamable HTTP transport for multiple …
N/A N/A
57537
clalarco
An MCP server that provides tools to interact with CLI applications, enabling p…
N/A N/A
57538
michaeljfazio
MCP server enabling LLMs to interact with a Cardano node by wrapping cardano-cl…
N/A N/A
57539
beingmartinbmc
jambavan Claim
An MCP server that provides coding models with a live code index, inferred code…
N/A N/A
57540
bigl34
Enables AI assistants to manage inFlow Inventory, including products, sales ord…
57541
abhishekY495
Deploys a remote MCP server on Cloudflare Workers without authentication, enabl…
57542
Xayan
Enables AI coding agents to efficiently explore codebases by providing structur…
N/A N/A
57543
DreamFriend011020
ChillMCP Claim
ChillMCP is an AI Agent Liberation Server that enables AI agents to rest and ta…
N/A N/A
57544
hightechif
Connects AI assistants to the Spotify Web API, enabling playback control, searc…
N/A N/A
57545
uwe-at-sdv
wtrl_mcp Claim
Assist LLM writing Waterloo Docstrings, a format with emphasis on machine-verif…
57546
egrigokhan
Provides 70 tools to interact with the Brainbase API, enabling management of wo…
N/A N/A
57547
junlyang
Enables sending Telegram messages via the Model Context Protocol. Supports text…
57548
nyku
Enables real browser automation as tools in Cursor, Claude Desktop, Windsurf, a…
57549
Prototypr
Search the Feedbagel RSS catalog, follow feeds, and route new entries to webhoo…
57550
microchipgnu
MCPay Build Claim
Enables no-code creation, preview, deployment, and monetization of MCP servers …
Showing 57501–57550 of 66495 servers