MCP Server Quality Scores

Independent quality analysis of 53551 public MCP servers

53551
Discovered
29763
Scored
2112
Verified
16952
Complete

Last updated 43 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
53001
nityeshaga
Enables Claude Code to manage Hetzner Cloud servers, including creating, deleti…
53002
moechehabb
Arthur Claim 1
An MCP server that enables developers to summon AI development team agents dire…
N/A N/A 95
53003
rmednitzer
mcpx Claim
A Model Context Protocol server for complete shell and SSH mastery, enabling co…
53004
Vvkmnn
An MCP server for deterministic prompt optimization in Claude Code. Score promp…
53005
jacobpixleratgather
A Model Context Protocol server for Bitbucket Cloud that lets agents read pull …
53006
kevinmeyvaert
A reference server implementation for the Model Context Protocol that enables A…
81
53007
26APR2004
project-01 Claim
N/A N/A 95
53008
axel-belfort
Cron expression parser API for AI agents. Parse, validate, and explain cron exp…
N/A N/A 95
53009
zzp203268
lark Claim
N/A N/A 95
53010
sandsaber
A universal MCP server for spawning agents with any OpenAI-compatible LLM, supp…
53011
unisone
Enables semantic search across thousands of indexed educational YouTube videos …
81
53012
cowboy-samurai
caldera-mcp Claim
Connects MCP-compatible AI clients to a MITRE Caldera adversary emulation platf…
53013
abdulhadi-98
mautic-mcp Claim
A lightweight MCP server that connects Claude AI to Mautic marketing automation…
53014
gepappas98
mcprice Claim
finance crypto
81
53015
cboxdk
Enables AI assistants to manage Statamic CMS content, including blueprints, ent…
53016
jessicayanwang
frankmcp Claim
N/A N/A 95
53017
Shiverion
An MCP-only server for evidence-based EPC tender screening that enables AI agen…
N/A N/A
53018
mocha06
mcp-desktop Claim
macOS desktop automation enabling AI agents to screenshot, switch apps and tabs…
N/A N/A
53019
shandut
Enables AI assistants to programmatically customize Shopify Plus checkout brand…
53020
marcelxv
Enables deploying and connecting to MCP servers on Cloudflare Workers with OAut…
53021
alersandroy-art
MCP server providing tools to list, search, and manage Forex currency pairs, al…
N/A N/A
53022
tamasPetki
Local-first crypto portfolio aggregation across exchanges (Bybit, Binance), EVM…
53023
nielspeter
Enables real-time code analysis for JavaScript, TypeScript, and Python through …
N/A N/A
53024
ahmetbarut
Enables AI agents to interact with Jira Cloud, including listing boards and iss…
53025
hslee16
Archy Claim
Architectural sensor for Python codebases. Scores structural health (modularity…
N/A N/A
53026
charliecpeterson
edamcp Claim
An MCP server for Exploratory Data Analysis that automatically profiles dataset…
N/A N/A
53027
fegalvezg
skaut-mcp Claim
Tech product recommendations for Chile with real prices in CLP.
N/A N/A 95
53028
ARJ999
Enables AI agents to query and retrieve public statistical data from Data Commo…
81
53029
AjithJS99
solana-mcp Claim
Enables AI agents to interact with the Solana blockchain for DeFi, NFTs, and We…
N/A N/A
53030
anh7
webdev-mcp Claim
Provides web development tools including taking screenshots and listing screens…
N/A N/A
53031
hello-uvza
SansFiction Claim
Search, discover, and manage books across multiple sources. Connect Claude, Cha…
81
53032
tembo-io
Tembo Cloud API Claim
Provide a standardized interface for integrating with the Tembo Cloud platform.
N/A N/A 100
53033
getzikra
zikra Claim
Persistent memory MCP server for Claude Code — self-hosted, n8n + PostgreSQL + …
53034
s2tconsulting
Enterprise-grade MCP tools for AWS infrastructure, security compliance, AI work…
N/A N/A 95
53035
mvavassori
Provides a comprehensive set of mathematical functions as MCP tools, enabling l…
N/A N/A
53036
BLD933
Enables AI agents to interact with QGIS, supporting project management, layer i…
N/A N/A
53037
bassDaddyDevices
able-mcp Claim
An MCP server for parsing and analyzing Ableton Live .als project files offline…
N/A N/A
53038
haf
mcp Claim
MCP-native AI SRE: ask what's broken in production, get a reviewed GitHub fix P…
53039
p-pouget
MCP server for materials science monitoring, searching ArXiv preprints and Open…
N/A N/A
53040
FornixII
Enables digital forensics investigation by exposing SANS SIFT tools (The Sleuth…
N/A N/A
53041
Aryansingh-ai
A basic MCP server that provides arithmetic tools (add, subtract) and a greetin…
N/A N/A
53042
Alg0-labs
Transforms Claude AI into a personal crypto portfolio analyst, enabling wallet …
53043
tenequm
claude-kb Claim
Enables searching and retrieving Claude Code conversation history via hybrid se…
N/A N/A
53044
jmvigueras
MCP server for managing Fortinet FortiCNAPP via AI agents, enabling vulnerabili…
53045
kaznak
Enables Claude AI to interact with Prometheus Alertmanager for alert retrieval,…
53046
rich-jojo
Web Task Claim 1
Browser tasks, sessions, and recipes for MCP and HTTP automation.
N/A N/A 83
53047
rozbijbank
Rozbij Bank Claim
Compare personal and business bank accounts, savings, and deposits specifically…
81
53048
kashvipahuja-dev
Enables secure remote access to a Playwright-based MCP server with authenticati…
N/A N/A
53049
drquandary
A sophisticated academic manuscript revision system that provides surgical, lin…
N/A N/A
53050
rweisssieker-xp
Integrates PTC Windchill and Creo Parametric with LLM-based clients via the Mod…
N/A N/A
Showing 53001–53050 of 53551 servers