MCP Server Quality Scores

Independent quality analysis of 30006 public MCP servers

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30006
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24039
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1224
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16961
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Last updated 3 weeks ago

Grade Distribution

Score Distribution

🔍
# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
28801
casestudies
Search, analyse, and compare thousands of real company case studies. Built for …
 — ○ ⏳ — — — — — —
28802
craftsw-rjso
mcp Claim
Company knowledge, services, case studies, pricing, and tools for craftable sof…
 — ○ ⏳ — — — — — —
28803
zemi-gh
Exposes common CTF and cybersecurity tools (crypto, forensics, malware analysis…
 — ○ — N/A N/A — 95 —
28804
RyanNg Claim
Cipher is an opensource memory layer specifically designed for coding agents. C…
 — ○ ⏳ — N/A N/A — — —
28805
topdev424
Enables AI assistants to control and automate Unreal Engine through a native C+…
 — ○ ⏳ — N/A N/A — — —
28806
cyanheads
Search arXiv, fetch paper metadata, and read full-text content. STDIO & Streama…
 — ○ ⏳ — — — — — —
28807
youna12345
claude-mcp Claim
— ○ ⏳ — N/A N/A — — —
28808
MeteorGeminy
Enables AI agents to semantically search GitHub repository documentation by aut…
 — ○ ⏳ — — — — — —
28809
CindyGao8
An MCP server that enables the analysis of CSV and Parquet files by providing t…
 — ○ ⏳ — N/A N/A — — —
28810
toshipon
kaizen-lab Claim
KaizenLab is an AI-native hypothesis validation platform for product teams runn…
 — ○ ⏳ — — — — — —
28811
dylanroscover
Embody Claim
MCP server embedded in TouchDesigner with 45 tools for creating operators, sett…
 — ○ ⏳ — N/A N/A — — —
28812
GraysonCAdams
spotify-mcp Claim
An MCP server that enables users to control Spotify playback, search for music,…
 — ○ ⏳ — — — — — —
28813
bioanywhere
Enables AI assistants to interact with GitLab projects through natural language…
 — ○ ⏳ — — — — 81 —
28814
XJTLUmedia
AI Answer Copier — Convert Markdown to PDF, DOCX, HTML, LaTeX, CSV, JSON, XML, …
 — ○ ⏳ — N/A N/A — — —
28815
AtlasCloudAI
Atlas Cloud MCP Server enables developers to access state-of-the-art AI models …
 — ○ ⏳ — — — — — —
28816
srishtivverma
— ○ — N/A N/A — 95 —
28817
omega-suite-finance
— ○ ⏳ — N/A N/A — 95 —
28818
oseni99
A minimal Model Context Protocol server implementation that provides tools for …
 — ○ — — — — 81 —
28819
protae5544
websites Claim
— ○ ⏳ — N/A N/A — 95 —
28820
PhpCodeArcheology
PHP static analysis MCP server with 11 tools for querying 60+ code quality metr…
 — ○ ⏳ — N/A N/A — — —
28821
erp.precise
saifs-ai Claim
— ○ — N/A N/A — 95 —
28822
mcp-jira-server Claim 2
MCP server for self-hosted Jira instance with Personal Access Token authenticat…
 — ○ — N/A N/A — 81 —
28823
juancvergara1
Enables Claude to interact with WhatsApp Business for reading, searching, and s…
 — ○ ⏳ — N/A N/A — — —
28824
makalin
SecureMCP Claim
SecureMCP is a security auditing tool designed to detect vulnerabilities and mi…
 — ○ ⏳ — N/A N/A — — —
28825
raysonmeng
agent-bridge Claim
A local bridge for bidirectional collaboration between Claude Code and Codex. 连…
 — ○ ⏳ — N/A N/A — — —
28826
crunchtools
MCP Slack Claim
Secure read-only MCP server for Slack workspaces
 — ○ ⏳ — N/A N/A — — —
28827
narrateai
NarrateAI Claim
Stop recording your voice. NarrateAI adds professional voiceover to silent scre…
 — ○ ⏳ — — — — — —
28828
crevio
Crevio Claim
AI that runs your business so you don't have to.
 — ○ ⏳ — N/A N/A — — —
28829
doobidoo
Static server that provides persistent tool-specific context and rules for AI m…
 — ○ — N/A N/A — 95 —
28830
Generate identity-locked 4K images and 5-second vertical videos from a single r…
 — ○ ⏳ — — — — — —
28831
groovy-web
MCP server for comprehensive AI testing, evaluation, and quality assurance
 — ○ ⏳ — N/A N/A — — —
28832
vedastro
Vedic astrology calculations powered by [VedAstro.org](https://vedastro.org). A…
 — ○ ⏳ — — — — — —
28833
mehmetnadir
cdpilot Claim
Zero-dependency browser automation CLI with 40+ commands. Navigate, click, fill…
 — ○ ⏳ — N/A N/A — — —
28834
Epistates
MCPSafari Claim
MCPSafari: Native Safari MCP Server for AI Agents
 — ○ ⏳ — N/A N/A — — —
28835
outtolunch Claim
Daily world briefing that tells AI assistants what's actually happening right n…
 — ○ ⏳ — — — — — —
28836
Auto-repair middleware for crypto trading bots. Automatically detects and fixes…
 — ○ ⏳ — — — — — —
28837
sigai
— ○ — — — — 81 —
28838
dharun-rd
weather Claim
An MCP server for weather information.
 — ○ ⏳ — N/A N/A — — —
28839
Sashimi-grade flash-frozen fish from Hua Hin, Thailand. Search inventory, check…
 — ○ ⏳ — — — — — —
28840
DevDrops Claim
DevDrops is a universal MCP server exposing multiple production data tools acro…
 — ○ ⏳ — — — — — —
28841
chestnutforty
Provides backtesting-compliant financial data including company financials, his…
 — ○ ⏳ — — — — 81 —
28842
markswendsen-code
crunchyroll Claim
MCP server for Crunchyroll anime streaming - search anime, manage watchlist, tr…
 — ○ ⏳ — N/A N/A — — —
28843
yoojoohans-jpg
demo Claim
— ○ — N/A N/A — 95 —
28844
Qasper Claim
Search, get info, check availability, get price quotes, send inquiries, and boo…
 — ○ ⏳ — — — — — —
28845
Mastercard
Access Mastercard Developers APIs, documentation, and API specifications throug…
 — ○ ⏳ — N/A N/A — — —
28846
deepwired
Jira MCP server with scoped API tokens via api.atlassian.com gateway
 — ○ ⏳ — N/A N/A — — —
28847
ShyaM-SqS
Exposes GitHub repository actions (listing PRs/issues, creating issues, merging…
 — ○ — N/A N/A — 95 —
28848
amalinakurniasari
Automate Figma from your workflow to design at the speed of thought. Create, st…
 — ○ — N/A N/A — 95 —
28849
ArkTechNWA
Connects AI assistants to GitHub Actions workflows to monitor CI/CD pipelines, …
 — ○ ⏳ — — — — 81 —
28850
cuongpo
Enable seamless interaction with the Rootstock blockchain through a standardize…
 — ○ — N/A N/A — 95 —
Showing 28801–28850 of 30006 servers
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