MCP Server Quality Scores

Independent quality analysis of 69027 public MCP servers

69027
Discovered
→
33753
Scored
→
2112
Verified
→
16953
Complete

Last updated 4 hours, 37 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
64501
santhoshraje
Fetches and parses on-chain swap transactions from blockchain wallets for LLM-b…
— ○ ⏳ — — — — — —
64502
clauxel
Playwright selector risk checks with healing suggestions and receipts.
— ○ ⏳ — — — — — —
64503
adelaidasofia
lu Claim
lu.ma events MCP server with draft+confirm safety, audit logging, and prompt-in…
— ○ ⏳ — N/A N/A — — —
64504
Allied-Business-Solutions
MCP server providing 75 tools for querying devices, managing alerts, running sc…
— ○ ⏳ — — — — — —
64505
Zfinix
gta_mcp Claim
Enables GTA Online money making with live tools for weekly bonuses, business tr…
— ○ ⏳ — N/A N/A — — —
64506
ncz-os
mnemos Claim
MCP server providing persistent memory, semantic search, versioned storage, web…
— ○ ⏳ — — — — — —
64507
os-tack
fcp-drawio Claim
MCP server that enables LLMs to create and edit draw.io diagrams using high-lev…
— ○ ⏳ — N/A N/A — — —
64508
noufelouan
test Claim
— ○ ⏳ — N/A N/A — 95 —
64509
BlackMount-ai
Construction estimating MCP: 48 tools — materials, labor, cost, structural, MEP…
— ○ ⏳ — N/A N/A — — —
64510
node2flow
n8n-Management Claim 1
MCP server for n8n workflow automation — manage workflows, executions, credenti…
— ○ ⏳ — — — — 81 —
64511
ThinkneoAI
mcp-server Claim
ThinkNEO Control Plane — Enterprise AI governance MCP server with runtime guard…
— ○ ⏳ — — — — 81 —
64512
knsh14
kenall-mcp Claim
MCP server that provides access to the Kenall postal code API for Japanese addr…
— ○ ⏳ — N/A N/A — — —
64513
NovadaLabs
novada-mcp Claim
One MCP server. All web data. Search, scrape, crawl, proxy, and AI research — i…
— ○ ⏳ — — — — — —
64514
Schimmilab
Enables Claude/agents to read, control, and develop IP-Symcon home automation s…
— ○ ⏳ — — — — — —
64515
ahmedEid1
Lumen Claim
Self-hostable agentic-AI LMS: catalog, RAG tutor, FSRS reviews, AI authoring, i…
— ○ ⏳ — N/A N/A — — —
64516
vruum-gtm
mcp Claim
Vruum AI revenue platform — outbound, deals, pipeline & CRM automation over one…
— ○ ⏳ — — — — — —
64517
mikimatsub
swsd Claim
MCP server for SolarWinds Service Desk: tickets, knowledge base, and the servic…
— ○ ⏳ — N/A N/A — — —
64518
ezemiz
emplyx Claim
Emplyx HR Platform - 346+ tools for employees, schedules, time tracking & payro…
— ○ ⏳ — N/A N/A — 83 —
64519
Michelangelo-Z
Doctrine and validators for governable agentic AI products.
— ○ ⏳ — — — — — —
64520
1617110693
Enables image analysis using any OpenAI-compatible vision API, supporting URLs,…
— ○ ⏳ — — — — — —
64521
hedging8563
TokenLab AI gateway: model and price discovery plus OpenAI-compatible Chat Comp…
— ○ ⏳ — — — — — —
64522
Auxin-io
A simple boilerplate MCP server that provides a basic greeting tool for demonst…
— ○ ⏳ — — — — 81 —
64523
n40yuk1
MCP server for fetching latest news from global sources across categories like …
— ○ ⏳ — — — — — —
64524
CROCODILE-CESM
MCP server for debugging regional ocean (MOM6 + CESM) model runs, combining log…
— ○ ⏳ — N/A N/A — — —
64525
JS190-prog
Safe local MCP server for Windows to list, read, search, patch, backup, and ver…
— ○ ⏳ — N/A N/A — — —
64526
mywhoosh-community
Enables seamless interaction with MyWhoosh API for managing workouts, training …
— ○ ⏳ — N/A N/A — — —
64527
cole-h06
Omneum Claim
Evaluate your agent's context for unreliable sources, dependencies, redundant a…
— ○ ⏳ — N/A N/A — — —
64528
ICS-cz
clariBI Claim
AI business intelligence: sign up, ingest data, run analyses, generate reports …
— ○ ⏳ — — — — — —
64529
sevoniva
Read-only MCP gateway for OceanBase that enables secure inspection of OceanBase…
— ○ ⏳ — — — — 81 —
64530
nikshepsvn
Enables cross-chain transactions (swap, send, balance) on 10 blockchains from a…
— ○ ⏳ — — — — — —
64531
RawsTourix
MCP server combining KudaGo and Nominatim APIs with configurable stdio or strea…
— ○ ⏳ — — — — — —
64532
snjyor
Provide real-time cryptocurrency market data from Binance directly to AI agents…
— ○ ⏳ — N/A N/A — 95 —
64533
jaejin0me
Jumpstart building TypeScript-based integrations with ready-made examples for g…
— ○ ⏳ — N/A N/A — 95 —
64534
Glitchcraft-Inc
Provide comprehensive marketing analytics and AI-powered insights by integratin…
— ○ ⏳ — N/A N/A — 95 —
64535
jordanhindo
Lore Claim
Enables infinite searchable memory for coding agents across sessions, allowing …
— ○ ⏳ — N/A N/A — — —
64536
hieudt-thehumaninc
mindcore-mcp Claim
Enables AI-powered chat and DeFi operations (swap, transfer) via MCP-compliant …
— ○ ⏳ — — — — — —
64537
huangmy157
shop Claim
— ○ ⏳ — N/A N/A — 95 —
64538
tcccanada
Enables natural language interaction with PostgreSQL databases through MCP tool…
— ○ ⏳ — — — — — —
64539
jmendozaperez-godaddy
An MCP server implementation that enables generation of Google Ads content thro…
— ○ ⏳ — — — — 81 —
64540
Tuatara-Tec
ATA Travel Claim
ATA Travel: agent-first direct booking for accommodations, hotels, and vacation…
— ○ ⏳ — — — — — —
64541
Aman-Amith-Shastry
Perform advanced numerical computations and array manipulations using NumPy thr…
— ○ ⏳ — N/A N/A — 95 —
64542
JWTseng
grok-mcp Claim
Integrates Grok AI into Claude Code to enable real-time X/Twitter search and de…
— ○ ⏳ — N/A N/A — 95 —
64543
AleemHaider
Enables reading, publishing, commenting, direct messaging, and pulling insights…
— ○ ⏳ — — — — — —
64544
themineworks
B2B and local lead gen: verified emails, site contacts, Maps and Yellow Pages l…
— ○ ⏳ — — — — — —
64545
fuahyo
MCP server for automating web scraper maintenance via browser inspection, selec…
— ○ ⏳ — N/A N/A — — —
64546
wengbin21
Enables AI agents to interact with the freee accounting API, offering tools for…
— ○ ⏳ — — — — — —
64547
mako10k
Adds async processing to any MCP server, with timeout, task management, and sub…
— ○ ⏳ — N/A N/A — — —
64548
cyanheads
Search anime/manga, franchise watch order, schedule, characters, rankings, stud…
— ○ ⏳ — N/A N/A — — —
64549
ulucaydin
Enables users to query and manage New Relic account data and features through n…
— ○ ⏳ — — — — — —
64550
that-lucas
tts-mcp Claim
Profile-driven MCP server for Google Cloud Text-to-Speech that exposes tools to…
— ○ ⏳ — N/A N/A — — —
Showing 64501–64550 of 69027 servers