MCP Server Quality Scores

Independent quality analysis of 30006 public MCP servers

30006
Discovered
24039
Scored
1224
Verified
16961
Complete

Last updated 3 weeks, 2 days ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
26451
Enables access to scientific simulation documentation and code snippets for sim…
26452
awaybreaktoday
Enables comprehensive interaction with GitHub repositories, including code mana…
81
26453
in-memoria Claim 1
Persistent codebase intelligence that gives AI assistants memory across sessions
N/A N/A 69
26454
orbs-network
Create gasless market, limit, TWAP, stop-loss, take-profit, and delayed-start s…
N/A N/A
26455
Alice0416
Enables University of Toronto students to access academic data from ACORN and Q…
81
26456
kodey-ai
Run SOQL queries against your Salesforce org to explore and retrieve data. Quic…
N/A N/A 95
26457
Shentia
MCP Generate Unit Testing Server An intelligent Model Context Protocol (MCP) s…
N/A N/A 95
26458
swesmith-repos
An MCP server that wraps the Apache Airflow REST API, enabling clients to manag…
81
26459
microsandbox Claim
microsandbox
26460
22 tools to let your AI agent search, triage, and organize your reading list.
N/A N/A
26461
overtimepog
CloakMCP Claim
Stealth browser MCP server — anti-detection Chromium with snapshot-first agent …
N/A N/A
26462
nextauralabs
shelter Claim
AI financial coaching powered by real bank data — cash flow, alerts, and savings
N/A N/A 83
26463
sbb-mcp Claim
Swiss Federal Railways (SBB/CFF/FFS) — train schedules, prices, and ticket links
N/A N/A
26464
A powerful web scraping MCP server built on Scrapy and FastMCP that supports mu…
26465
johankreivi
Hello Claim
Greet people by name with a simple hello. Validate your setup and workflows in …
N/A N/A 81
26466
Gravity MCP Claim
Enables interaction with WordPress Gravity Forms through natural language, allo…
26467
Enables AI assistants to query and explore distributed data across EdgeLake nod…
26468
Read-only MCP for identity resolution and write guardrails.
26469
AusLaw MCP Claim
Enables users to search and retrieve Australian legislation and case law with f…
N/A N/A
26470
jalenzz
A Cloudflare Workers-based implementation of Model Context Protocol server that…
81
26471
lpsDevelopers
LPS MCP Claim
A minimal server that provides Claude AI with secure file system access and seq…
N/A N/A 95
26472
AI-powered Amazon EKS cluster management and troubleshooting
N/A N/A 81
26473
finna.aleksandrovna
testap123 Claim
N/A N/A 95
26474
unisone
Enables semantic search across thousands of indexed educational YouTube videos …
81
26475
theYahia
MCP server for Travelpayouts API -- flight search, popular routes, price calend…
N/A N/A
26476
Airline seat quality scores (1-10) with notes. 61+ configs across 10 US airline…
26477
cerebrixos-org
Domain-specific LLM fine-tuning — sovereign models trained on your data, zero i…
N/A N/A 83
26478
mymcp
hexstrike-ai Claim
N/A N/A 95
26479
digikelly
Search the MOTE AI agent registry for machine-readable businesses.
N/A N/A
26480
Wildcard-Official
deepcontext Claim 1
Advanced codebase indexing and semantic search MCP server
N/A N/A 67
26481
ftaxats
Provide seamless access to SalesHandy API features including user profiles, cam…
N/A N/A 95
26482
mainlayer
A production-ready template for building monetized MCP servers that require per…
26483
kmalakoff
mcp-pdf Claim 1
MCP server for PDF generation using PDFKit
N/A N/A 95
26484
savvyscratch Claim
MCP server for Savvy Scratch — scratch-off lottery game analysis powered by pro…
N/A N/A
26485
heznpc
iconnect Claim 1
MCP server for the entire Apple ecosystem — 123 tools across 14 modules. macOS …
N/A N/A 95
26486 N/A N/A 95
26487
memorymesh Claim 1
Persistent, zero-dependency AI memory using SQLite. Local-first, cross-tool por…
N/A N/A 81
26488
jlowin
FastMCP Claim
A high-level framework for building MCP servers in Python
N/A N/A 95
26489
ragalgo
ragalgo Claim
Get scored daily context for Korean stocks and crypto to reduce hallucinations …
N/A N/A 95
26490
jdubois
A wrapper around the Azure CLI command line that allows you to talk directly to…
81
26491
Semantic API Claim 1
Search and discover any API using natural language. 163+ providers with auto-di…
N/A N/A 69
26492
ubby
mcpdoc Claim
N/A N/A 95
26493
Real-time web search, reasoning, and research through Perplexity's API
N/A N/A 81
26494
unriddleautomation
xpoz Claim
N/A N/A 95
26495
ClearSkye
Enables AI agents to execute server-side JavaScript and perform CRUD operations…
81
26496
fulcrum-governance
fulcrum Claim
AI governance MCP server for policy enforcement, cost control, and observabilit…
N/A N/A 83
26497
wlu03
Enable seamless interaction with Alpaca's trading API through a standardized pr…
N/A N/A 95
26498
ginokino
swarmpay Claim
Payment layer for AI agents. Send USDC, manage escrows on Base blockchain.
N/A N/A
26499
blueskylineassets
Agent observability: structured logging, cost tracking, and compliance audit tr…
N/A N/A 83
26500
codeiva4u
Enables advanced browser automation using real Brave Browser with 49 tools for …
N/A N/A 95
Showing 26451–26500 of 30006 servers
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