MCP Server Quality Scores

Independent quality analysis of 69052 public MCP servers

69052
Discovered
→
33772
Scored
→
2112
Verified
→
16953
Complete

Last updated 6 hours, 42 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
62901
ober37
Monitor and automate AC Infinity grow controllers through natural conversation …
— ○ ⏳ — — — — — —
62902
mourabraz
Enables efficient analysis of recorded meetings by transcribing audio, extracti…
— ○ ⏳ — N/A N/A — 95 —
62903
TunnelMind
Tracker / Sigil / Cross-lens — every TunnelMind Data API operation as one MCP s…
— ○ ⏳ — — — — — —
62904
aphraz
A simple MCP server that provides read-only access to Cloudways hosting resourc…
— ○ ⏳ — — — — 81 —
62905
markwharton
Enables natural language time tracking through Claude with markdown file storag…
— ○ ⏳ — N/A N/A — 95 —
62906
oleksii-honchar
mermaid-mcp Claim
Fast Mermaid diagram validation and rendering (PNG/SVG) using jsdom and sharp, …
— ○ ⏳ — — — — — —
62907
TunnelMind
Sigil Claim
Programmatic-advertising supply verification: ads.txt, schain, ATAP receipts, c…
— ○ ⏳ — — — — — —
62908 — ○ ⏳ — N/A N/A — 95 —
62909
Ansvar-Systems
Provides structured access to EU treaties, regulations, directives, and CJEU ca…
— ○ ⏳ — — — — — —
62910
jonasgantner
discord-mcp Claim
Comprehensive Discord MCP server with 66 tools that provides rich message conte…
— ○ ⏳ — N/A N/A — — —
62911
isabelayepes
Weather Claim
Get up-to-date forecasts and US severe weather alerts. Check conditions for any…
— ○ ⏳ — N/A N/A — 95 —
62912
meomeo-dev
shell-as-mcp Claim
Maps shell commands to standard MCP tools using single-file YAML specs.
— ○ ⏳ — N/A N/A — — —
62913
jules-tnk
Enables AI agents to send HTTP requests to any endpoint with full control over …
— ○ ⏳ — N/A N/A — — —
62914
reagost
Nerve blockchain JSON-RPC & REST MCP server for AI Agents. Query balances, tran…
— ○ ⏳ — N/A N/A — 95 —
62915
walianitin
DevPilot MCP Claim
An AI-powered development assistant that enables LLMs to securely interact with…
— ○ ⏳ — N/A N/A — — —
62916
thomasthinks
U.S. college ROI data: 30-yr NPV for 500 colleges, lifetime ROI for 134 majors.…
— ○ ⏳ — N/A N/A — — —
62917
spedas
spedas-mcp Claim
Unified SPEDAS-oriented MCP server for Claude Code and Codex agents, providing …
— ○ ⏳ — N/A N/A — — —
62918
waldium
waldium Claim
— ○ ⏳ — N/A N/A — 95 —
62919
fozagtx
tonmcp Claim
— ○ ⏳ — N/A N/A — 95 —
62920
Followmyself
Enables AI assistants to control FEFLOW 7.5 groundwater simulation software thr…
— ○ ⏳ — N/A N/A — — —
62921
bernardjhuang
agenttune Claim
Personality tuning files for AI agents: 43 MIT-licensed tunings + 5 inline pers…
— ○ ⏳ — — — — — —
62922
ope-olatunji
Renders SVG to PNG so AI agents can see the SVG they generate.
— ○ ⏳ — N/A N/A — — —
62923
pipeworx-io
Provides access to City of San Clemente GIS open geospatial data (ArcGIS), enab…
— ○ ⏳ — — — — — —
62924
fastmcp-me
IcebergMCP Claim
Enables natural language interaction with Apache Iceberg Lakehouse tables throu…
— ○ ⏳ — — — — — —
62925
itonskie
Lathe Claim
Local MCP server that shapes tailored resume PDFs with live browser preview.
— ○ ⏳ — N/A N/A — — —
62926
veevortexiq
vortex-iq Claim
Read-only access to your VortexIQ store data: audits, KPIs, alerts, Brand DNA, …
— ○ ⏳ — — — — — —
62927
MaruPelkar
Vaaya Claim 1
Paid APIs and tokenized shares for agents. Prepaid funding, including authorize…
— ○ ⏳ — — — — 67 —
62928
waggle
Waggle Claim
Connects to a comprehensive directory of A2A agents for semantic discovery and …
— ○ ⏳ — — — — 81 —
62929
WaveSpeedAI
mcp Claim
Run any model on the live WaveSpeed catalog: image, video, audio, 3D.
— ○ ⏳ — — — — — —
62930
cherryaugusta
A Windows-first Python MCP server for Gmail that reads unread emails and create…
— ○ ⏳ — N/A N/A — — —
62931
adityapatel143
Manages employee leave with Claude Desktop via natural language. Enables checki…
— ○ ⏳ — — — — — —
62932
lauechlo
Connects Claude to Spotify for music discovery, playlist creation, and collecti…
— ○ ⏳ — — — — 81 —
62933
gerard-kanters
Enables AI assistants to perform controlled Linux system administration tasks l…
— ○ ⏳ — N/A N/A — 95 —
62934
re-port-flow
Generate PDF reports (invoices, contracts, statements) from [ReportFlow](https:…
— ○ ⏳ — — — — — —
62935
dokdosolutions-us
jam Claim
🍓🫙 MCP server for Toast POS — restaurant operations, inventory, orders, analyti…
— ○ ⏳ — N/A N/A — — —
62936
pmat-agent Claim 1
Zero-config AI context generation and code quality toolkit with Claude Code Age…
— ○ — N/A N/A — 81 —
62937
pipeworx-io
Enables users to browse curated technology feeds and fetch any RSS/Atom/RDF fee…
— ○ ⏳ — — — — — —
62938
junter1989k-ai
Vietnam payments for AI agents — MoMo wallet QR, ATM, cards. Zero-setup sandbox…
— ○ ⏳ — — — — — —
62939
ssmancha
Jeikin Claim
Accessibility compliance for AI coding tools. WCAG 2.2 reviews with shared evid…
— ○ ⏳ — — — — — —
62940
Maxed-OSS
maxed-mcp Claim
MCP server providing deterministic accounting tools for AI agents, including ba…
— ○ ⏳ — N/A N/A — — —
62941 — ○ ⏳ — N/A N/A — 95 —
62942
dk123579
Enables AI assistants to manage architectural decisions through CRUD operations…
— ○ ⏳ — — — — 81 —
62943
chris
Automate GitHub development from task discovery to PR merge with session-based …
— ○ ⏳ — N/A N/A — 95 —
62944
xnetcat
rs232-mcp Claim
Enables AI assistants to interact with Cisco routers and switches over serial c…
— ○ ⏳ — N/A N/A — — —
62945
Kadenzo
kadenzo-mcp Claim
Schedule, manage, generate, and analyze social posts across 11 networks (Instag…
— ○ ⏳ — — — — — —
62946
Aavishkar-Kolte
Enables AI-powered music production by integrating with REAPER DAW via MCP prot…
— ○ ⏳ — N/A N/A — — —
62947
Anakior
atlas-mind Claim
Self-hosted git-native knowledge base with an MCP endpoint your AI reads, write…
— ○ ⏳ — — — — — —
62948
traffiy
MCP server for managing Google Ads, Meta Ads, LinkedIn Ads, and TikTok Ads via …
— ○ ⏳ — — — — — —
62949
kyle-visner
AvianSuite Claim
AI agents run business processes on your business data. Every change is attribu…
— ○ ⏳ — — — — — —
62950
CSOAI-ORG
Tone Rewriter Ai MCP server. Tools: analyze tone, rewrite tone, compare tones. …
— ○ ⏳ — N/A N/A — — —
Showing 62901–62950 of 69052 servers