MCP Server Quality Scores

Independent quality analysis of 59042 public MCP servers

59042
Discovered
29891
Scored
2112
Verified
16953
Complete

Last updated 28 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
58851
jackyxia918918
DramaCraft Claim
Integrates with Jianying (CapCut) and Chinese LLMs to automate short drama vide…
N/A N/A
58852
Braullynn
Connects AI agents to Modal.com infrastructure, allowing management of deployme…
N/A N/A
58853
dmitriiweb
Enables fetching and parsing news articles from URLs, extracting title, text, a…
58854
auralogs-ai
Auralogs Claim
Read-only access to Auralogs production logs: search logs, inspect errors, revi…
58855
igor47
notmuchproxy Claim
Enables LLMs to search and read email from a notmuch archive, providing tools f…
N/A N/A
58856
kajaril
EU AI Act sovereignty scanning. Provider residency, registration status, audit …
58857
midnight-rgb
mcp Claim
Domain registrar for AI agents. Search, register, and manage domains via API.
N/A N/A 83
58858
Cleo-Labs-IA
Cleo Skills MCP turns 45 production-grade product-compliance skills into a nati…
58859
davidmosiah
Agent-readiness scorecard for any MCP server: 10 checks, 0-100 score, actionabl…
N/A N/A
58860
duvomike
topt Claim
N/A N/A 95
58861
jmagar
A comprehensive Model Context Protocol server that bridges LLMs with self-hoste…
81
58862
jamesrez
Find where the money is in AI services. See what's earning and find market gaps.
N/A N/A 90
58863
macuse-app
macuse Claim
Bridges AI assistants with native macOS functionality through the Model Context…
N/A N/A 95
58864
kiwoongeom
gmc-mcp Claim
MCP server for Google Merchant Center, providing 126 tools to manage Google Sho…
58865
axel-belfort
Hyperliquid whale tracking API for AI agents. Monitor the top 50 most profitabl…
81
58866
elbpr
## Thinking Toolkit *Twelve structured techniques for diagnosing and resolving…
81
58867
jmcentire
signet-eval Claim
Deterministic policy enforcement and MCP management for AI agent tool calls.
N/A N/A
58868
vladkarpman
MCP server for fast Android device interaction with scrcpy acceleration (~50ms …
N/A N/A 95
58869
Ingest and analyze Terraform modules from multiple repositories for AI RAG syst…
N/A N/A 81
58870
nextauralabs
shelter Claim
AI financial coaching powered by real bank data — cash flow, alerts, and savings
N/A N/A 83
58871
marvennai
Connect AI agents to Marvenn for outbound growth via email, voice, and LinkedIn.
N/A N/A 90
58872
cyanheads
Search LOC digital collections, Chronicling America newspapers (full OCR), and …
N/A N/A
58873
ironclawdevs27
argus Claim
Automated web QA via Chrome DevTools MCP — JS, a11y, security, visual, env diff…
N/A N/A
58874
pipeworx-io
Genius Claim
Genius MCP — songs, artists, annotations metadata
58875
CSOAI-ORG
gods-eye-geospatial-mcp MCP server by MEOK AI Labs
N/A N/A
58876
Evin009
Enables users to interact with GitHub via natural language requests, executing …
58877
chris
Automate GitHub development from task discovery to PR merge with session-based …
N/A N/A 95
58878
Ninar-ctrl
Ninar AI Claim
Audit your brand's visibility across ChatGPT, Gemini, Claude, Perplexity + 6 mo…
58879
delmas41
Render music notation (SVG/MusicXML/MIDI), analyze, search music theory. Free, …
N/A N/A 95
58880
adelaidasofia
Multi-workspace Slack MCP server with draft+confirm safety, vault auto-export, …
N/A N/A
58881
clauxel
Playwright selector risk checks with healing suggestions and receipts.
58882
lekt9
tiktok-mcp Claim
N/A N/A 95
58883
juan-cinto-infracommerce
MCP server for Adobe Commerce Cloud — REST API + SSH, no PHP CLI required
N/A N/A
58884
ToDealMarket
Enables AI agents to perform local session-state checks for TDM, helping decide…
N/A N/A
58885
Memory for AI agents that can't hallucinate — cited or abstains, provable forge…
N/A N/A 81
58886
davidgut1982
lore-mcp Claim
Persistent knowledge layer for AI agents. KB, investigation threads, journal wi…
58887
franlealp1
Enables AI assistants to create, read, and manipulate Microsoft Word documents …
N/A N/A 95
58888
icosaedro-git
ToolSnap MCP Claim
AI agent microtools. fetch_extract: 98.1% token reduction. $0.02 USDC on Base. …
58889
helinakdogan
agent-magnet Claim
Self-learning memory for AI tools. Remembers user preferences and context acros…
58890
clauxel
OAuth scope approvals and consent receipts for remote MCP servers.
58891
andrewschristison
pondlog-usgs Claim
USGS Water Services MCP server. Real-time streamflow, gage height, and site met…
N/A N/A
58892
AIWerk
ClawHub.ai skill catalog: search, browse, inspect, and download skills (token u…
N/A N/A
58893
yeodh10
Provides security tools (prompt injection detection, CVE lookup, version impact…
N/A N/A
58894
data-mindset
Enables generation of various chart types (bar, line, pie, radar, etc.) using Q…
81
58895
itsocialist
Bridges Claude Desktop, Claude Code CLI, and Claude Code for VS Code, enabling …
N/A N/A 95
58896
AIops-tools
Governed Proxmox VE VM/container ops — 23 MCP tools with audit, budget, undo & …
N/A N/A
58897
UK Food Standards Agency + EU Reg 178/2002 + HACCP + allergen labelling complia…
N/A N/A 81
58898
automatikstudio
An MCP server that generates professional and context-aware responses to custom…
81
58899
stanley17112000-1yps
**GetCurrentOffer** is a remote MCP server that lets AI agents search live cred…
81
58900
EmiyaKatuz
Transcribe and understand local audio/video with CrispASR and local models only.
N/A N/A
Showing 58851–58900 of 59042 servers