MCP Server Quality Scores

Independent quality analysis of 69135 public MCP servers

69135
Discovered
→
33849
Scored
→
2112
Verified
→
16953
Complete

Last updated 1 hour, 24 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
55401
sejongjeong
Enables LLM agents to control NVIDIA Run:AI infrastructure by dynamically searc…
— ○ ⏳ — N/A N/A — — —
55402
CSOAI-ORG
The WAF for agents. Pattern-based + heuristic firewall scans prompts, RAG docum…
— ○ ⏳ — — — — — —
55403
daniel-ddtech
Adlicio Claim
Scrape customer comments and reviews from Reddit, YouTube, Amazon, TikTok, and …
— ○ ⏳ — — — — — —
55404
fieldcure
rag Claim
MCP RAG server with hybrid search, multi-KB support, and AI-powered chunk conte…
— ○ ⏳ — N/A N/A — — —
55405
catfish-1234
sessionmem Claim
Local-first memory layer for AI coding assistants. Watches your coding sessions…
— ○ ⏳ — N/A N/A — — —
55406
balloonf
An advanced SSH session manager that allows Claude to establish and manage mult…
— ○ ⏳ — — — — 81 —
55407
dragonejt
MCP Server for Apache Iceberg, enabling users to read, query, and manipulate da…
— ○ ⏳ — — — — 81 —
55408
jrokeach
A lightweight MCP server that handles git operations on behalf of AI coding ass…
— ○ ⏳ — N/A N/A — — —
55409
Kaanthan24
AI marketplace — flights, tours, activities, transport & more via MCP. No auth …
— ○ ⏳ — — — — — —
55410
mlava
Agent Ready Claim
Agent Ready is an AI agent readability scanner — point it at any public URL and…
— ○ ⏳ — — — — 81 —
55411
odds-api-io
Enables AI assistants to access sports betting odds data from 265+ bookmakers a…
— ○ ⏳ — — — — — —
55412
caron14
Validates BigQuery SQL syntax and performs dry-run analysis without executing q…
— ○ ⏳ — — — — — —
55413
iamadk
Manage your GitHub repositories effortlessly. Create, update, and search for fi…
— ○ ⏳ — N/A N/A — 95 —
55414
promobase
A typed MCP server that wraps the Google Ads API v20, enabling AI agents to man…
— ○ ⏳ — — — — — —
55415
billingengine
Create invoices and customers and record payments in BillingEngine from any MCP…
— ○ ⏳ — N/A N/A — — —
55416
zbrdc
Delia Claim
Routes AI tasks to appropriate local LLM models (quick, coder, MoE, thinking) w…
— ○ ⏳ — — — — 81 —
55417
flowency-live
Enables AI assistants to search and create venues and artists, and create event…
— ○ ⏳ — N/A N/A — — —
55418
netty-linux
Production MCP server for querying the official Meta Ad Library API to search a…
— ○ ⏳ — — — — — —
55419
mrinalghosh
MCP server that lets Claude drive a running TouchDesigner instance to create op…
— ○ ⏳ — N/A N/A — — —
55420
EthanSky2986
Enables Claude Code to send and receive messages via Telegram for remote intera…
— ○ ⏳ — N/A N/A — 95 —
55421
auspham
Provides persistent memory for MCP-compatible agents (like Copilot CLI) to save…
— ○ ⏳ — N/A N/A — — —
55422
AlexanderWillner
things-mcp Claim
A CLI MCP server for Things 3, enabling programmatic access to todos and projec…
— ○ ⏳ — N/A N/A — — —
55423
onvaou-app
Address geocoding and bike, scooter, motorcycle, wheelchair and walking routes …
— ○ ⏳ — N/A N/A — — —
55424
Auxin-io
nyc-friend Claim
— ○ ⏳ — N/A N/A — 95 —
55425
andreapede
MCP server for searching and retrieving Magic: The Gathering card information v…
— ○ ⏳ — N/A N/A — — —
55426
Muqaram0
Provides structured pentesting methodology knowledge base with 7 read-only tool…
— ○ ⏳ — — — — — —
55427
stolostron
A Model Context Protocol server that enables AI applications to interact with J…
— ○ ⏳ — N/A N/A — — —
55428
kattatzu-resources
MCP Server Claim
A robust server implementing the Model Context Protocol with SSE and STDIO tran…
— ○ ⏳ — — — — — —
55429
edkdev
Enables AI assistants to securely trade on Hyperliquid perpetual exchange, incl…
— ○ ⏳ — — — — — —
55430
INOTECH-ecbiesek
sienge-mcp Claim
— ○ ⏳ — N/A N/A — 95 —
55431
martin-delivered
This server enables AI to match Figma design nodes with React components from S…
— ○ ⏳ — — — — — —
55432
pakbusapp
PakBus Claim
Bus and metro journeys, departures, routes, fares and service changes in Pakist…
— ○ ⏳ — — — — — —
55433
seven-hills-software
Enables querying Shopify App Store intelligence including 17,000+ apps, 829,000…
— ○ ⏳ — — — — — —
55434
wdavidce
Enables AI assistants to autonomously interact with Kommo CRM, providing tools …
— ○ ⏳ — — — — — —
55435
cakemail
An MCP server that provides AI agents with direct access to authoritative Cakem…
— ○ ⏳ — — — — — —
55436
VecGrep
VecGrep Claim
Semantic code search MCP server that reduces token usage by ~95% by returning t…
— ○ ⏳ — N/A N/A — — —
55437
keeploopapp
Keeploop Claim
Mail, Calendar, Messages, Notes, Contacts, Slack on your Mac for AI. Remote nee…
— ○ ⏳ — — — — — —
55438
chrismbryant
A lightweight journal/memory system for Claude Code with no ML dependencies, us…
— ○ ⏳ — N/A N/A — — —
55439
ai-research
Airesearch Claim
— ○ ⏳ — N/A N/A — — —
55440 — ○ ⏳ — N/A N/A — 95 —
55441
First-party funnel, rage-click, checkout, A/B test, and page-speed CRO intellig…
— ○ — N/A N/A — 81 —
55442
beydemirfurkan
tweetly Claim
An MCP server that enables AI agents to automate actions on X (Twitter) through…
— ○ ⏳ — — — — — —
55443
vignitin
Enables natural language management of Juniper Apstra datacenter networks, incl…
— ○ ⏳ — — — — — —
55444
ageugyn
Connects AI assistants to GLPI IT Service Management, enabling ticket managemen…
— ○ ⏳ — — — — — —
55445
nfs-mym
manoj-mcp Claim
A personal MCP server that enables Claude to interact with Jira, Confluence, Gm…
— ○ ⏳ — — — — — —
55446
NeerajG03
Enables AI assistants to save and recall information from files or free-form no…
— ○ ⏳ — N/A N/A — — —
55447
nourpups
meta-mcp Claim
Read-only MCP server for Meta (Facebook) Graph API, enabling access to Marketin…
— ○ ⏳ — — — — — —
55448
moxus
Enables interaction with Intervals.icu data, including activities, wellness, an…
— ○ ⏳ — — — — — —
55449
maxkuminov
obsidian-mcp Claim
Self-hosted MCP server for Obsidian with semantic + full-text search over Postg…
— ○ ⏳ — N/A N/A — — —
55450
benswork-space
Live listings, sold prices and resale scores from GovAuctions.app, the public s…
— ○ ⏳ — — — — — —
Showing 55401–55450 of 69135 servers