MCP Server Quality Scores

Independent quality analysis of 53551 public MCP servers

53551
Discovered
29763
Scored
2112
Verified
16952
Complete

Last updated 36 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
53151
bughide011
test111
N/A N/A 95
53152
jmagar
Arcane MCP Claim
AI-powered Docker management server that enables natural language control of en…
53153
ZHANG-923-ZE
origin-MCP Claim
Enables AI assistants to control Origin 2025b for scientific plotting via natur…
N/A N/A
53154
felipemarcon-TTI
MCP server for tracking nutrition meals and workouts, integrating with claude.a…
53155
hnizdiljan
Integrates with EasyProject API to manage projects, tasks, users, time tracking…
53156
ishan-maheshwari
DicePDF Claim
Local-first PDF tools for AI agents: merge, split, extract, render, compress. F…
N/A N/A
53157
damagethundercat
PureData-MCP Claim
Control and live-patch Pure Data from AI agents via the Model Context Protocol.
N/A N/A
53158
dasunmihiranga
An MCP server that automates code review by providing syntax checking, code exp…
53159
mdowis
anansi Claim
A self-healing web scraper built for hostile sites: selectors repair themselves…
N/A N/A
53160
consumeobeydie
Enables AI tools to access Arc Testnet blockchain data, including USDC balances…
53161
AnnasMazhar
pyspark-mcp Claim
SQL to PySpark conversion, AWS Glue job generation, and Spark code optimization.
N/A N/A
53162
faizbawa
MCP server giving AI agents full SSH access with persistent sessions, structure…
53163
Gonzih
Exposes the Balanced Intelligence Convergence Pipeline as MCP tools for multi-L…
53164
vladimir
software3 Claim
N/A N/A 95
53165
cargoffer
Freight marketplace MCP server for European road logistics. Search and manage f…
53166
adithya1012
Provides access to NASA's public APIs including Astronomy Picture of the Day, M…
53167
coreviz
CoreViz MCP Claim
Exposes a visual library with semantic search, tagging, editing, and management…
N/A N/A
53168
Deep-Intelligent-Pharma
A server that provides translation capabilities using TranslationX API, enablin…
N/A N/A
53169
pinnedai
pinnedai-mcp Claim
Stops your AI from re-introducing bugs, leaking provider keys, or weakening tes…
N/A N/A
53170
brendadeeznuts1111
Provides betting intelligence and analytics tools including exposure, CLV, shar…
53171
olegzhr
Simulates security attacks by providing LLM attack test payloads to validate Mo…
53172
ploughran
A mock MCP server for small parcel operations, providing tools to track package…
53173
glassBead-tc
A production-ready MCP server for Airtable that enables programmatic management…
53174
degibug-del
laserbrain Claim
Enables AI to sense, tend, and communicate with a continuous weather field simu…
N/A N/A
53175
puxu-msft
neighbors Claim
Enables multiple Claude Code sessions to communicate and coordinate through bro…
N/A N/A
53176
darkelf1004
myproject Claim
N/A N/A 95
53177
tw-haiven
Connects AI tools to your organization's Haiven prompts, allowing seamless acce…
N/A N/A
53178
mattcoatsworth
A comprehensive MCP server for managing Zendesk Support, Talk, Chat, and Guide …
53179
praveenc
Model Context Protocol (MCP) server for web content fetching and extraction. En…
53180
malkreide
MCP server connecting AI models to Swiss Federal Food Safety and Veterinary Off…
53181
Polly2014
An MCP server that intelligently splits large pull requests into multiple small…
N/A N/A
53182
Hesccc
Enables AI models to safely execute pre-defined Linux shell commands with a whi…
N/A N/A
53183
nimbus21
Lets AI coding agents control and inspect a live Chrome browser via MCP, provid…
N/A N/A
53184
tonycai
Provides a lightweight MySQL database interface via stdio, enabling query execu…
N/A N/A
53185
huangmy157
shopify Claim
N/A N/A 95
53186
vanppsa
Classifies development task complexity (LIGHT/MEDIUM/HEAVY) and recommends the …
53187
kcaitech
A server based on Model Context Protocol that processes and parses design files…
N/A N/A 95
53188
Thaylo
astrograph Claim
An MCP server that detects duplicate code using AST graph isomorphism, blocking…
N/A N/A
53189
ertekinno
arena-mcp Claim
Enables AI agents to interact with Are.na for creative research and knowledge c…
53190
avac22
OpenAI-compatible gateway and native MCP server for Xiaomi MiMo models, enablin…
53191
miloira
Enables AI assistants to search local files on Windows using the Everything sea…
N/A N/A
53192
arizen-dev
deepseek-mcp Claim
Enables using DeepSeek models as a small, cheap supervised worker from any MCP-…
53193
MAX208V
Deploy a remote MCP server on Cloudflare Workers without authentication, enabli…
53194
CooperCyberCoffee
This MCP server connects Claude Desktop to OpenCTI for AI-augmented threat inte…
N/A N/A
53195
devops-autotools
MCP Gateway Claim
A TypeScript gateway that aggregates multiple MCP servers into a single endpoin…
53196
BauplanLabs
Enables AI assistants to interact with Bauplan lakehouse operations, including …
53197
lab-dados
Public MCP server for querying Brazilian court jurisprudence, processes, and co…
53198
richashworth
tlaplus-mcp Claim
Exposes the TLA+ toolchain (TLC, SANY, PlusCal, TLATeX) as structured JSON tool…
N/A N/A
53199
DionBenFernandes-Dev
Enables arithmetic operations (add, subtract, multiply, divide) through a custo…
53200
CyprianFusi
A research assistant server that enables saving, organizing, and retrieving res…
N/A N/A
Showing 53151–53200 of 53551 servers