MCP Server Quality Scores

Independent quality analysis of 54421 public MCP servers

54421
Discovered
29776
Scored
2112
Verified
16952
Complete

Last updated 1 hour, 22 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
52201
getmasv
masv Claim
Provides tools to use MASV API. MASV is reliable and secure large file transfer…
N/A N/A
52202
sarveshtalele
A self-hostable MCP server that turns a folder of skills into callable tools vi…
52203
Bettertoo2
Enables natural language-driven ANSYS simulations (Fluent, Mechanical, Geometry…
N/A N/A
52204
abdulhadi-98
Official MCP server that enables interaction with ElevenLabs Text to Speech and…
52205
FedWiebe
Enables contact searches within the Federated Directory system by name or email…
81
52206
saju-from-seoul
Saju from Seoul — Korean Four Pillars (사주) over MCP: compute 년·월·일·시 pillars, F…
81
52207
BACH-AI-Tools
Provides tools to scrape, extract structured data, and crawl webpages, with acc…
81
52208
itsanamune
Analyze search engine results, conduct keyword research, and perform competitor…
N/A N/A 95
52209 N/A N/A 95
52210
DillonRich
Iron Cannon Claim
An MCP-powered compliance copilot for SaaS stacks, enabling structured audit wo…
N/A N/A
52211
oliver-charles-rene-grabner-hju9
Composer Claim
<p align="center"> <img src="https://github.com/OliverGrabner/composer-mcp/ra…
N/A N/A 95
52212
mirabilitum
SkillStrata Claim
Enables automatic discovery and reuse of tools from Claude Code execution trace…
N/A N/A
52213
codeislaw101
katzilla Claim
300+ free public & government data sources behind one API key, for AI agents.
N/A N/A 83
52214
The-Focus-AI
Enables natural language interaction with Plausible Analytics data to query tra…
52215
aravind-tronix
Enables interaction with SQLite databases, filesystem, AWS IAM, and Gmail throu…
N/A N/A
52216
ilo.begashvili
browserbase Claim
N/A N/A 95
52217
justinritchie
Enables AI-assisted clan analysis for Clash of Clans by reading official API da…
52218
jowpereira
MCP Gateway Claim
A secure bridge that allows Large Language Models (LLMs) to interact with corpo…
81
52219
mandalazenwave
fillin Claim
81
52220
bliss-fox
Enables building production-grade RAG systems with agentic reasoning, hybrid re…
N/A N/A
52221
gerald4277
Enables visual annotation on web pages for Claude Code, allowing element select…
N/A N/A
52222
MCP-Mirror
Enables malware analysis through terminal command execution with specialized to…
N/A N/A 95
52223
leedonwoo2827-ship-it
Converts subtitles or text into a single 1080×1620 infographic card (HTML+PNG) …
N/A N/A
52224
nicktrujillo
Provide a flexible MCP server implementation that enables integration of LLMs w…
N/A N/A 95
52225
ethancod1ng
A Model Context Protocol (MCP) server that enables AI assistants to search, ret…
N/A N/A 95
52226
ethos-zero
A local-first shared memory layer for MCP-aware agents like Claude, Codex, and …
N/A N/A
52227
pranavkarthik10
Enables Claude to interact with Canvas LMS to manage coursework, track assignme…
81
52228
MakiDevelop
Enables AI agents to monitor and debug browser runtime errors, console logs, an…
N/A N/A
52229
gapra
useVyre component context for AI agents — valid props, variants, anti-patterns,…
N/A N/A
52230
xiagaohui
A local, open-source look‑alike of Claude Code's Artifacts feature, enabling pe…
N/A N/A
52231
axel-belfort
Email sending API for AI agents. Send transactional emails programmatically — t…
81
52232
Chronolapse411
Solana token safety oracle for AI agents and trading bots. Byte-level SPL mint …
52233 N/A N/A 95
52234
Stevegriswoldatl
Book Sandals, Beaches, and cruises through Pixie Vacations with co-branded book…
52235
xmkoh
An offline MCP server that provides LangChain and LangGraph documentation searc…
52236
alichherawalla
Animated b-roll overlays for short-form video. Paste a script, get an mp4. Free…
N/A N/A
52237
MCP-Mirror
Enables querying and retrieving merit records and official reports of Korean in…
N/A N/A 95
52238
nehaRoy25
Offers real-time stock prices, sector and historical analysis, top performers f…
52239
solana-foundation
Enables AI agents to access and search up-to-date Solana documentation, get can…
52240
hostsmith
Enables AI agents to deploy static files and get live HTTPS URLs instantly, wit…
52241
airmang
Enables reading, editing, and creating Korean HWPX documents through python-hwp…
N/A N/A 95
52242
mrmos
Enables LLMs to control Ableton Live via OSC and the Model Context Protocol, su…
N/A N/A
52243
evantahler
membot Claim
Provides a persistent, versioned, and searchable context store for AI agents wi…
N/A N/A
52244
llyfn
MCP server for the Spotify Web API — gives Claude and other AI assistants tools…
52245
BackyardBrains
Enables interaction with Xero accounting API for financial reporting, sales ana…
N/A N/A
52246
jambonz
This server exposes jambonz verb schemas and developer documentation as MCP too…
52247
mpazaryna
A Cloudflare Workers-based MCP server that enables connecting AI assistants lik…
N/A N/A 95
52248
chenyuan35
AI Reasoning Cache & Consensus Layer with 11 MCP tools via Streamable HTTP.
52249
istekapp
Enables AI assistants to interact with Istek API Client for managing workspaces…
N/A N/A 95
52250
chrischall
homes-mcp Claim
homes.com real-estate for Claude — search, property details, photos, compare, m…
N/A N/A
Showing 52201–52250 of 54421 servers