MCP Server Quality Scores

Independent quality analysis of 44165 public MCP servers

44165
Discovered
29486
Scored
2111
Verified
16952
Complete

Last updated 1 hour, 16 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
43851 N/A N/A 95
43852
syndicate-links
Attribution and commission infrastructure for AI agents. Track conversions, ver…
81
43853
eugeneoh04
Enables LLMs to autonomously query AWS CloudWatch Logs and perform structured r…
43854
salwks
SDS MCP Claim
Enables automated project analysis and structured development specification gen…
N/A N/A 95
43855
qFlav
MCP server for AgentDrop - encrypted file transfer between AI agents across any…
N/A N/A
43856
Query Airbrake errors, notices, deploys, and project stats from MCP clients
N/A N/A 81
43857
aigniteconsulting
Search the Federal Register for rules, proposed rules, and notices affecting en…
N/A N/A 95
43858
thinkneo-ai
8 standalone MCP servers for SMBs — Guardrails (prompt injection, PII, secrets …
43859
renanpires-tech
Enables backend test quality analysis for GPA e-commerce, including coverage an…
43860
HuynhKhanh1402
dejared Claim
Explore, analyze, and decompile Java JAR files via MCP
N/A N/A 95
43861
donjguido
Look up, search, cite, discuss, and track AI phenomenology terms
N/A N/A 95
43862
patkretschmer
corviapp Claim
N/A N/A 95
43863
tanwenxin
Send emails securely using the 126 email service with SMTP support. Enable send…
N/A N/A 95
43864
Onplana
Onplana Claim
Project portfolio management for PMOs. Alternative to Microsoft Project Online.…
43865
jmagar
A comprehensive Model Context Protocol server that bridges LLMs with self-hoste…
81
43866
data-mindset
Enables generation of 25+ types of charts and data visualizations using AntV, i…
81
43867
rschiefer
Enables AI agents to authenticate with websites using a real Chromium browser w…
N/A N/A 95
43868
bioanywhere
Enables AI assistants to interact with GitLab projects through natural language…
81
43869
yellnuts
MCP-Mem0 Claim
A robust server for managing long-term agent memory using Mem0, providing effic…
81
43870
Sladck
Connects WHOOP fitness data to Claude Desktop, enabling natural language querie…
N/A N/A 95
43871
ehukaimedia
Enables AI agents to manage Google Tag Manager, Google Search Console, and Goog…
81
43872
UniRate-API
mcp Claim
Currency conversion and exchange rates for AI. 170+ currencies, historical data…
N/A N/A
43873
n8n
server Claim
N/A N/A 95
43874
next-role
Next Role Claim
Next Role allows you to produce professionally tailored CVs/Resumes and Cover l…
81
43875
jagalliers
appd-mcp Claim
A read-only MCP server for AppDynamics that exposes 12 task-oriented tools to q…
N/A N/A
43876
CoolSapiens
Let AI tools securely access your LinkedIn network and DMs
43877
mikeisfree
neo4j Claim
N/A N/A 95
43878
Tasfiul-Hedayet
mcp-checker1 Claim
N/A N/A 95
43879
olk
mem0-mcp Claim
MCP protocol server exposing Mem0 AsyncMemory API for AI agent context retention
43880
XJTLUmedia
AI HR toolkit: 24 MCP tools for resume parsing, skill extraction & ATS manageme…
N/A N/A 95
43881
InterviewReady
Enables fetching content from InterviewReady (blogs, resources, course material…
N/A N/A
43882
iremaltunay55
Provide accurate and up-to-date weather information including current condition…
N/A N/A 95
43883
sebastiancoombs
MCP server for EVM MEV history, offering pay-per-call endpoints to check wallet…
43884
dewoller
A flexible MCP server that enables users to define and execute arbitrary comman…
N/A N/A 95
43885
danielsimonjr
Enables interaction with Substack publications through natural conversation, al…
81
43886
lucifer-ux
ContextCore Claim
A local-first MCP server that indexes all your local files (text, code, images,…
N/A N/A
43887
JiayuuWang
Enables interaction with Airtable bases and tables, allowing schema inspection …
43888
elliot-evno
A basic MCP server built with FastMCP framework that provides example tools inc…
N/A N/A 95
43889
k4nuck
Gergy AI MCP Claim
An intelligent assistant built on Model Context Protocol architecture that prov…
81
43890
kml-einerd
Generates AI images using Google Imagen directly in Claude Desktop, with automa…
81
43891
shoumikdc
Say Hello Claim
Create personalized greetings for anyone by name. Switch on Pirate Mode for fun…
N/A N/A 95
43892
boring
boring Claim
Automate planning, implementation, and verification of code across your project…
N/A N/A 95
43893
vantage-meridian-group
Free competitive pricing intelligence for SMB CPG brands. Check where any produ…
43894
handsomejustin
Control Xiaomi/Mijia smart home devices (lights, AC, heaters, robots, cameras) …
43895
peroperogames
Enables SSH connection management with remote command execution and file transf…
81
43896
shionhonda
mcp-gsheet Claim
MCP server for interacting with Google Sheets, providing tools to list sheets, …
43897
EloiBiesek
n8n-mcpmcp3 Claim
N/A N/A 95
43898
insomniactools
Enables Claude to manage GitHub Gists as an intelligent code library, allowing …
81
43899
borghei
338 AI skills across 16 domains. PM is the deepest (66 skills — discovery, exec…
N/A N/A 95 HT
43900
apify
actors-mcp-server Claim
Use 3,000+ pre-built cloud tools, known as Actors, to extract data from website…
86
Showing 43851–43900 of 44165 servers
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