MCP Server Quality Scores

Independent quality analysis of 69261 public MCP servers

69261
Discovered
→
33926
Scored
→
2112
Verified
→
16953
Complete

Last updated 4 hours, 4 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◐ Assessed Scores
24351
ag2-mcp-servers
An MCP Server that provides natural language access to Google's Firebase Realti…
D 52 4⁄4 ◐ ⏳ 45 55 — 21 82 —
24352
hiandy24
mcp_example ⚡ Claim
Greet users by name and compute sums in a snap. Streamline demos, onboarding, a…
D 52 3⁄3 ◐ ⏳ 30 N/A N/A 31 95 —
24353
jmagar
Docker Manager MCP ⚡ Claim
Enables AI assistants to manage Docker containers, deploy stacks, and monitor s…
D 52 4⁄4 ◐ ⏳ 42 53 — 31 81 —
24354
fefergrgrgrg
create-mcp ⚡ Claim
CLI to set up and deploy MCP Servers to Cloudflare Workers in seconds. Just wri…
D 52 4⁄4 ◐ ⏳ 54 27 N/A 42 81 —
24355
foryourhealth111-pixel
Vibe-Skills Claim
An integrated AI capability stack with 340 skills, MCP entry points, agent work…
D 52 4⁄3 ◐ ⏳ 58 0 N/A 61 91 — PO
24356
ZuchGuillotine
Materials MCP ⚡ Claim 1
A Model Context Protocol server that provides access to materials databases thr…
D 52 4⁄4 ◐ ⏳ 41 55 — 26 84 —
24357
smilish67
Web-based video editing platform that provides direct editing functionality thr…
D 52 4⁄3 ◐ ⏳ 50 33 N/A 22 95 —
24358
flickleafy
Enables AI applications to automatically analyze local repositories and create …
D 52 4⁄4 ◐ ⏳ 58 28 — 37 78 —
24359
harold-moncaleano
A web application that enables users to interact with AWS Bedrock language mode…
D 52 4⁄4 ◐ ⏳ 54 46 — 19 81 —
24360
polarisxb
SQL MCP Server ⚡ Claim
Enables read-only interaction with SQL databases through MCP, providing databas…
D 52 4⁄4 ◐ ⏳ 42 22 — 75 77 —
24361 D 52 4⁄3 ◐ ⏳ 42 38 N/A 30 95 —
24362
skills
Learn how to use MCP Servers with GitHub Copilot
D 52 4⁄3 ◐ ⏳ 46 17 N/A 51 95 —
24363
soulmaten7
potal Claim
Total landed cost API for cross-border commerce. 240 countries, 113M+ tariff re…
D 52 4⁄3 ◐ ⏳ 48 41 N/A 34 83 —
24364
tallackn
A template MCP server that provides weather forecasting functionality by fetchi…
D 52 4⁄4 ◐ ⏳ 60 32 — 25 81 —
24365
tutumomo
A Python-based MCP server that provides coordinate conversion between latitude/…
D 52 4⁄4 ◐ ⏳ 54 41 — 26 81 —
24366
ag2-mcp-servers
An MCP server that enables interaction with the Groundhog Day API, auto-generat…
D 52 4⁄4 ◐ ⏳ 45 57 — 21 81 —
24367
ag2-mcp-servers
An MCP Server that provides access to Google's Search Console API, allowing use…
D 52 4⁄3 ◐ ⏳ 45 47 N/A 21 90 —
24368
Beefsupreme21
Strava MCP Server ⚡ Claim
Enables AI assistants to retrieve and display Strava activity data including wo…
D 52 4⁄3 ◐ ⏳ 48 37 N/A 21 95 —
24369
ag2-mcp-servers
An MCP Server that provides access to Google Cloud Life Sciences API, enabling …
D 52 4⁄4 ◐ ⏳ 45 55 — 21 80 —
24370
crew-of-one
MCP Atlassian ⚡ Claim 1
An MCP server that enables AI assistants to interact with Atlassian Jira and Co…
D 52 4⁄4 ◐ ⏳ 33 43 — 55 81 —
24371
ag2-mcp-servers
An MCP server that enables interaction with Klarna's Payments API, allowing app…
D 52 4⁄4 ◐ ⏳ 45 57 — 21 80 —
24372
madhikarma
A server that enables Cursor AI to generate code from Figma components by conne…
D 52 4⁄3 ◐ ⏳ 60 7 N/A 41 95 —
24373
ag2-mcp-servers
An MCP server that enables programmatic interaction with Google Groups Migratio…
D 52 4⁄4 ◐ ⏳ 45 57 — 21 78 —
24374
pshivapr
selenium-mcp ⚡ Claim
Selenium Tools for MCP
D 52 5⁄5 ◐ ⏳ 62 62 0 76 64 —
24375
willhou
AdMob MCP Server ⚡ Claim
Connects Claude to the Google AdMob API to provide a conversational interface f…
D 52 4⁄3 ◐ ⏳ 62 0 N/A 53 91 —
24376
RickyQzh
Enables interaction with 163 email accounts through IMAP/SMTP protocols. Suppor…
D 52 4⁄4 ◐ ⏳ 60 35 — 22 81 —
24377
AlexandreProenca
Enables comprehensive management of Tiendanube and Nuvemshop stores, supporting…
D 52 4⁄4 ◐ ⏳ 66 35 — 27 71 —
24378
the-artinet-project
cli Claim
An interactive command-line interface that uses the Agent2Agent (A2A) & Model C…
D 52 3⁄3 ◐ ⏳ 34 N/A N/A 23 95 —
24379
steveydevey
A JSON-RPC server that simplifies managing KVM virtual machines by providing a …
D 52 4⁄4 ◐ ⏳ 56 36 — 32 76 —
24380
Ayancodes2003
Claude-powered warehouse management system that coordinates inventory, AGVs, an…
D 52 4⁄4 ◐ ⏳ 48 56 — 16 81 —
24381
rebots-online
Transforms text or web content into structured knowledge graphs using local AI …
D 52 4⁄3 ◐ ⏳ 42 38 N/A 28 95 —
24382
iceage2114
Provides threat intelligence and vulnerability research tools by integrating wi…
D 52 4⁄3 ◐ ⏳ 56 27 — 27 90 —
24383
ag2-mcp-servers
An MCP Server that enables interaction with Ticketmaster's Discovery API for ac…
D 52 4⁄4 ◐ ⏳ 45 61 — 21 76 —
24384
DavidHolguin
Enables interaction with Supabase databases and n8n workflows through a JSON-RP…
D 52 4⁄4 ◐ ⏳ 42 63 — 16 81 —
24385
gabrielekarra
mcp-anything ⚡ Claim
One command to turn any codebase into an MCP server
D 52 4⁄3 ◐ ⏳ 60 17 N/A 31 94 —
24386
vionwinnie
A Model Context Protocol server that enables language models to interact with A…
D 52 4⁄3 ◐ ⏳ 41 33 N/A 36 95 —
24387
sms03
An intelligent server that processes and evaluates resumes by extracting struct…
D 52 4⁄4 ◐ ⏳ 48 52 — 22 81 —
24388
reyisjones
GIMP MCP Claim
Generates images from text descriptions using Stable Diffusion AI, integrated w…
D 52 4⁄4 ◐ ⏳ 64 28 — 27 81 —
24389
ss497254
FoodDash Claim 1
An MCP server and app that enables users to browse restaurants, view menus, man…
D 52 4⁄3 ◐ ⏳ 41 41 N/A 27 95 —
24390
fitcloud
Zendesk MCP Server ⚡ Claim
Enables AI agents to interact with Zendesk ticket data for customer support ana…
D 52 4⁄4 ◐ ⏳ 42 55 — 27 80 —
24391
lvhungdev
GitLab MCP ⚡ Claim
Enables AI assistants to manage GitLab projects by providing tools for issues, …
D 52 4⁄3 ◐ ⏳ 48 32 N/A 32 92 —
24392
kongks5798-coder
k-arena Claim
World's first AI-native financial exchange for autonomous AI agents. Real-time …
D 52 3⁄3 ◐ ⏳ 26 N/A N/A 39 95 —
24393
kishanrao92
Enables interactive Kubernetes cluster monitoring and troubleshooting through n…
D 52 4⁄4 ◐ ⏳ 60 35 — 21 81 —
24394
scmcphub
SCMCP ⚡ Claim 1
An MCP server that enables scRNA-Seq analysis through natural language, providi…
D 51 4⁄4 ◐ ⏳ 45 17 — 63 82 —
24395
ag2-mcp-servers
An MCP server for accessing India's National Digital Health Mission (NDHM) Heal…
D 51 4⁄4 ◐ ⏳ 45 52 — 21 81 —
24396
199-mcp
Gives Claude access to multiple AI models (Gemini, OpenAI, OpenRouter, Ollama) …
D 51 4⁄4 ◐ ⏳ 60 32 — 23 81 —
24397
Helm-Protocol
openttt-pot ⚡ Claim
Proof-of-Time transaction ordering verification for AI agents. 5 MCP tools.
D 51 4⁄3 ◐ ⏳ 60 0 N/A 47 92 —
24398
pansin
Browser MCP Server ⚡ Claim 1
A Model Context Protocol server for browser automation that uses Puppeteer to p…
D 51 4⁄3 ◐ ⏳ 27 47 N/A 38 95 —
24399
lin2000wl
Serena MCP Server ⚡ Claim
A coding agent toolkit that transforms LLMs into coding assistants capable of w…
D 51 4⁄4 ◐ ⏳ 48 27 — 50 80 —
24400
lithtrix
lithtrix ⚡ Claim
Memory Consolidation for AI agents — search, memory, browser, commons. Free tri…
D 51 3⁄3 ◐ ⏳ 42 N/A N/A 25 83 —
Showing 24351–24400 of 69261 servers
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