MCP Server Quality Scores

Independent quality analysis of 69224 public MCP servers

69224
Discovered
→
33895
Scored
→
2112
Verified
→
16953
Complete

Last updated 6 hours, 49 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◐ Assessed Scores
21151
matbel91765
gis-mcp-server ⚡ Claim
Geospatial tools for AI agents: geocoding, routing, elevation, spatial analysis…
B 71 4⁄3 ◐ ⏳ 78 58 N/A 56 87 —
21152
portainer
A powerful MCP server that enables AI assistants to seamlessly interact with Po…
B 71 4⁄4 ◐ ⏳ 80 45 — 76 82 —
21153
goodfel10w
welcometextgenerator ⚡ Claim 1
B 71 3⁄3 ◐ ⏳ 66 N/A N/A 48 95 —
21154
jacksun911
megalaunch-mcp ⚡ Claim
AI-powered meme token launch service on Solana/pump.fun. Create tokens with AI-…
B 71 3⁄3 ◐ ⏳ 72 — — 55 83 —
21155
kimsb2429
Production-ready RAG + MCP demo: eval-in-CI merge gate, Langfuse traces, struct…
B 71 3⁄3 ◐ ⏳ 64 N/A N/A 50 95 —
21156
mikusnuz
npm-mcp ⚡ Claim 1
MCP server for npm package management — 36 tools for publish, version, search, …
B 71 3⁄3 ◐ ⏳ 61 N/A N/A 71 83 —
21157
Ruashots
Enables AI assistants to manage UniFi network infrastructure through 50+ tools …
B 71 4⁄4 ◐ ⏳ 94 62 — 29 81 —
21158
itsalfredakku
Enables comprehensive PostgreSQL database management through natural language i…
B 71 4⁄4 ◐ ⏳ 100 61 — 22 81 —
21159
mindsdb
mindsdb Claim
Connect and unify data across various platforms and databases with [MindsDB as …
B 71 4⁄3 ◐ ⏳ 64 60 N/A 69 92 —
21160
testomatio
Testomatio MCP Server ⚡ Claim 1
A Model Context Protocol server that enables AI assistants like Cursor to inter…
B 71 4⁄4 ◐ ⏳ 77 68 — 50 81 —
21161
xinxinhenaixin
emailfinder-mcp ⚡ Claim
Find verified professional emails by name, domain, LinkedIn, or role.
B 71 3⁄3 ◐ ⏳ 72 N/A N/A 55 83 —
21162
mikusnuz
dynadot-mcp ⚡ Claim 1
MCP server for the Dynadot domain registrar API — 60 tools for domain search, r…
B 71 3⁄3 ◐ ⏳ 69 — — 59 83 —
21163
d-kimuson
claude-crew ⚡ Claim
A CLI tool for enhancing Claude Desktop with additional capabilities and workfl…
B 71 4⁄3 ◐ ⏳ 60 65 N/A 81 84 —
21164
335234131
agent-browser-mcp ⚡ Claim
Enables AI agents to directly control your real Chrome browser with full contex…
B 71 3⁄3 ◐ ⏳ 62 N/A N/A 54 95 —
21165
Ichigo3766
A server that enables AI assistants to create and edit PowerPoint presentations…
B 71 4⁄4 ◐ ⏳ 94 50 — 47 81 —
21166
azza39925
Kali MCP Server ⚡ Claim
Enables AI assistants to perform authorized penetration testing and security as…
B 71 4⁄3 ◐ ⏳ 84 60 N/A 32 95 —
21167
Appsilon
TealFlowMCP ⚡ Claim 1
Enables LLMs to discover, understand, and generate Teal R Shiny applications fo…
B 71 4⁄3 ◐ ⏳ 69 56 N/A 64 95 —
21168
ttpears
Enables interaction with BookStack knowledge management systems through the Boo…
B 71 4⁄4 ◐ ⏳ 80 66 — 53 80 —
21169
mikepenz
adbfriend Claim
Android ADB CLI tool including integrated MCP Server with common adb actions us…
B 71 3⁄3 ◐ ⏳ 54 N/A N/A 68 95 —
21170
drumst0ck
uploadkit Claim
B 71 3⁄3 ◐ ⏳ 50 N/A N/A 73 95 —
21171
cyanheads
mailchimp-mcp-server ⚡ Claim 1
Mailchimp via MCP: draft, test, and send campaigns; manage audiences and subscr…
B 71 3⁄3 ◐ ⏳ 76 N/A N/A 57 75 —
21172
Leonine-Studios
Enables interaction with Microsoft Outlook for managing emails and calendars th…
B 71 4⁄4 ◐ ⏳ 84 72 — 33 81 —
21173
marykovziridze
screaming-frog-mcp ⚡ Claim
Screaming Frog SEO Spider headless crawls, data export, and technical SEO audit…
B 71 3⁄3 ◐ ⏳ 66 N/A N/A 48 95 —
21174
mattlong-plux
hostaway ⚡ Claim
Hostaway PMS: reservations, listings, calendars, financials, and guest messagin…
B 71 3⁄3 ◐ ⏳ 78 N/A N/A 42 83 —
21175
DeDeveloper23
Codebase MCP ⚡ Claim 2
A Model Context Protocol server that enables AI agents to retrieve and understa…
B 71 4⁄4 ◐ ⏳ 69 72 — 55 83 —
21176
danielecr
realssh-mcp ⚡ Claim 1
MCP server for SSH remote command execution
B 71 3⁄3 ◐ ⏳ 69 N/A N/A 44 95 —
21177
SKeval
mcp-dev-tools ⚡ Claim
Integrates AI into software development workflows by providing three MCP tools:…
B 71 3⁄3 ◐ ⏳ 82 N/A N/A 19 95 —
21178
NJP6969
Enables AI assistants to interact with the IIIT Hyderabad Mess Management Syste…
B 71 4⁄4 ◐ ⏳ 86 63 — 45 81 —
21179
Yarlan1503
mcp-memory ⚡ Claim
A drop-in replacement for Anthropic's memory server that utilizes SQLite to ens…
B 71 3⁄3 ◐ ⏳ 64 N/A N/A 50 95 —
21180
CSOAI-ORG
robotics-control-mcp MCP server by MEOK AI Labs
B 71 3⁄3 ◐ ⏳ 72 N/A N/A 37 95 —
21181
steve228uk
metro-mcp ⚡ Claim 1
A plugin-based MCP server for React Native runtime debugging, inspection, and a…
B 71 3⁄3 ◐ ⏳ 49 N/A N/A 77 95 —
21182
blevinstein
Integration platform for aviation data sources including weather, NOTAMs, airpo…
B 71 4⁄4 ◐ ⏳ 92 70 — 25 81 —
21183
gaviwhatsapp
whatsapp ⚡ Claim
Send WhatsApp messages from Cursor, Claude Code, and Codex via MCP.
B 71 3⁄3 ◐ ⏳ 84 N/A N/A 32 83 —
21184
metricprovenance
Runtime governance enforcement for AI agents. Validates data payloads against s…
B 71 3⁄3 ◐ ⏳ 72 N/A N/A 38 95 —
21185
Cbrown35
Enables comprehensive integration with Mautic marketing automation platform, pr…
B 71 4⁄4 ◐ ⏳ 90 63 — 38 80 —
21186
openaccountants
Open-source AI accounting skills, checked by licensed accountants jurisdiction …
B 71 3⁄3 ◐ ⏳ 64 — — 51 95 —
21187
wkoutre
Linear MCP Server ⚡ Claim
Enables AI assistants to interact with Linear's project management system throu…
B 71 4⁄4 ◐ ⏳ 94 62 — 30 82 —
21188
wimwoeber
Connects Daylite CRM to Claude Code via the CalDAV interface to manage tasks an…
B 71 4⁄3 ◐ ⏳ 76 72 N/A 35 90 —
21189
wyattowalsh
MCP-Crawl4AI ⚡ Claim 1
A Model Context Protocol server that enables AI systems to crawl and scrape the…
B 71 4⁄4 ◐ ⏳ 69 57 — 80 81 —
21190 B 71 4⁄3 ◐ ⏳ 86 41 N/A 64 87 —
21191
crispvibe
A multi-format MCP server that enables reading and generating Office, PDF, text…
B 71 3⁄3 ◐ ⏳ 62 N/A N/A 55 95 —
21192
bnomei
Kirby MCP Claim
CLI-first MCP server for Composer-based Kirby CMS projects that enables IDE or …
B 71 3⁄3 ◐ ⏳ 48 — — 77 95 —
21193
reetp14
OpenAlex MCP Server ⚡ Claim 1
Provides access to OpenAlex's catalog of 240M+ scholarly works, enabling search…
B 71 4⁄4 ◐ ⏳ 90 57 — 42 82 —
21194
kirkderp
Rogue Binary MCP ⚡ Claim
Rust MCP server for binary analysis and reverse engineering.
B 71 3⁄3 ◐ ⏳ 60 N/A N/A 56 95 —
21195
Whatsonyourmind
oraclaw Claim
Decision intelligence MCP — 17 tools (optimize, simulate, predict, score, graph…
B 71 3⁄3 ◐ ⏳ 60 N/A N/A 73 83 —
21196
afrise
MCPSharp Claim
MCPSharp is a .NET library that helps you build Model Context Protocol (MCP) se…
B 71 3⁄3 ◐ ⏳ 54 N/A N/A 68 95 —
21197
JubaKitiashvili
context-mem ⚡ Claim 1
Persistent memory for AI agents — 98%+ retrieval recall, 99% token savings, 44 …
B 71 3⁄3 ◐ ⏳ 54 N/A N/A 68 95 —
21198
ahmedrowaihi
Provides Azure DevOps integration through MCP, enabling management of projects,…
B 71 4⁄4 ◐ ⏳ 84 70 — 36 81 —
21199
mcpshim
mcpshim Claim
Turn remote MCP servers into local command workflows.
B 71 4⁄3 ◐ ⏳ 90 41 N/A 53 92 —
21200
efremidze
swift-patterns-mcp ⚡ Claim 1
An MCP server providing curated Swift and SwiftUI best practices from leading i…
B 71 4⁄3 ◐ ⏳ 51 68 N/A 78 95 —
Showing 21151–21200 of 69224 servers
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