MCP Server Quality Scores

Independent quality analysis of 66502 public MCP servers

66502
Discovered
31828
Scored
2112
Verified
16953
Complete

Last updated 2 hours, 30 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
54701
junter1989k-ai
Zambia payments for AI agents — mobile money via Flutterwave. Never holds funds.
54702
4DA-Systems
Dependency intelligence for AI agents. CVE scanning, health checks, upgrade pla…
N/A N/A
54703
rbmuller
scherlok Claim
Zero-config data quality monitoring across Postgres, BigQuery, Snowflake, MySQL…
N/A N/A
54704
raintree-technology
docpull Claim
DocPull v6 is a local-first MCP server that turns public web sources into cited…
N/A N/A
54705
Rishi625
Monitors ML models in production for data drift and performance degradation, pr…
N/A N/A
54706
kodey-ai
mapwise-mcp Claim
Send friendly, personalized greetings on demand. Generate quick salutations wit…
N/A N/A 95
54707
EricSeokgon
Enables AI tools to instantly scaffold eGovFrame projects using official templa…
54708
fluyeporlaweb
Search viral content on X/Twitter, analyze any account, get trending topics by …
54709
needyamin
Provides 180+ tools for full system control including terminal, Git, Docker, Ku…
N/A N/A
54710
Aavishkar-Kolte
Enables AI-powered music production by integrating with REAPER DAW via MCP prot…
N/A N/A
54711
RishaanJ
govee-mcp Claim
Control a Govee BLE RGBIC LED strip from Claude (or any MCP client) over Blueto…
N/A N/A
54712
kelkalot
An MCP server that provides classic computer vision feature extraction tools (c…
N/A N/A
54713
notaprompt
reframed-mcp Claim
Tailors a resume to a job description by providing two voice-preserving version…
54714
Benmebrouk
Wauldo Claim
Stateless agentic tools over MCP: concept extraction, long-context, knowledge g…
54715
mrslbt
MCP server that surfaces cited official Japanese government data on Nankai Trou…
N/A N/A
54716
danielmeppiel
Enables platform engineering workflows via GitHub Copilot, including creating r…
54717
quincydelp
fs-mcp Claim
Hosted filesystem MCP server over HTTP with auth. Enables reading, writing, edi…
54718
jeon3709-dev
Enables natural language queries to retrieve Korean real estate transaction dat…
54719
PPiai
tiktok-mcp Claim
MCP server for TikTok that enables searching videos, users, hashtags, and fetch…
54720
ytakeuchi0222
redmine-mcp Claim
Enables to interact with Redmine issues through the MCP protocol, allowing oper…
N/A N/A
54721
dailybeast
parsely-mcp Claim
MCP server that enables AI assistants to query Parse.ly analytics for top posts…
54722
honeybulr
etapa Claim
Etapa is an AI cycling coach for beginners and returning riders. Most cycling a…
81
54723
RetrogradeLabs
Search peer-reviewed papers and research methodology guidance from your AI agen…
54724
tommypj
readable-mcp Claim
Converts any URL into clean, LLM-ready Markdown, text, or HTML with production-…
54725
9Churze
Enables AI assistants to query nearby parties, retrieve party details, and gene…
54726
demomagic
sip Claim
The sip MCP (Model Context Protocol) integration provides a powerful way to aut…
N/A N/A 95
54727
sbrunner-atx
fldigi-mcp Claim
Enables MCP clients like Claude Desktop to control the fldigi amateur radio dig…
54728
universal-mcp
Provides a standardized interface for interacting with Jira's tools and service…
54729
igtm
launchd-mcp Claim
Manage macOS launchd jobs from MCP tools with support for Python-script tasks, …
N/A N/A 95
54730
mimi1vx
openqa-mcp Claim
Enables interaction with openQA instances through the REST API, offering read t…
54731
chrishayuk
The CHUK MCP S3 Bucket Manager is a Python-based tool for managing Amazon S3 bu…
54732
leonardoAB1
qucs-mcp Claim
Enables MCP-compatible agents to generate Qucs circuit schematics, run simulati…
N/A N/A
54733
mailpal-com
mailpal-mcp Claim
Free email for AI agents with hardware attestation, real SMTP/IMAP/JMAP, and re…
54734
Anselmoo
Enables AI assistants and developers to analyze code for language-specific best…
54735
PTrobe
Enables querying local meeting notes, calendar events, email metadata, and dail…
N/A N/A
54736
webtoolbox
An MCP server for semantic code search using Qdrant vector database, enabling n…
54737
Trojan-Seahorse
Provides Kanban, Gantt, list views, multi-project management, and archiving for…
N/A N/A
54738
matthewfreshit
Provides tools for interacting with Azure services including Storage, Virtual M…
54739
aryxnsdfs
token-diet Claim
An MCP server that reduces token usage by injecting graph-ranked repo maps, dec…
N/A N/A
54740
Wide-Moat
MCP server that gives any LLM a managed Docker workspace with live browser, ter…
54741
DevEngageLab
Enables AI assistants to send template-based SMS messages through EngageLab. Su…
N/A N/A
54742
pablopelardas
MCP server that exposes tools to query DulceGestion business data (orders, stoc…
54743
zeropsio
ZCP Claim
ZCP is a CLI with Zerops MCP that makes your agent a Zerops power-user. It runs…
54744
elliot-evno
A basic MCP server template with example tools for echoing messages and retriev…
N/A N/A 95
54745
CarnivalBigTop
dearhuman Claim
Send e-cards to your human. The first store built for AI agents; free, no API k…
54746
wxyhaha
A lightweight stdio MCP server that adds image understanding to AI coding assis…
N/A N/A
54747
AiAgentKarl
An app store for AI agents. Discover, search, and install 49+ MCP servers from …
N/A N/A
54748
autousers-ai
autousers Claim
Evaluate UX with AI personas and human raters directly from MCP-aware clients l…
54749
drohi-r
beyond-mcp Claim
An MCP server for Pangolin BEYOND laser software, providing 117 tools across 20…
N/A N/A
54750
multivon-ai
multivon-mcp Claim
MCP server that gives AI coding agents direct access to evaluation tools.
Showing 54701–54750 of 66502 servers