MCP Server Quality Scores

Independent quality analysis of 30006 public MCP servers

30006
Discovered
24039
Scored
1224
Verified
16961
Complete

Last updated 3 weeks, 3 days ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
24601
jdubois
A wrapper around the Azure CLI command line that allows you to talk directly to…
81
24602
ragalgo
ragalgo Claim
Get scored daily context for Korean stocks and crypto to reduce hallucinations …
N/A N/A 95
24603
memorymesh Claim 1
Persistent, zero-dependency AI memory using SQLite. Local-first, cross-tool por…
N/A N/A 81
24604
heznpc
iconnect Claim 1
MCP server for the entire Apple ecosystem — 123 tools across 14 modules. macOS …
N/A N/A 95
24605
savvyscratch Claim
MCP server for Savvy Scratch — scratch-off lottery game analysis powered by pro…
N/A N/A
24606
kmalakoff
mcp-pdf Claim 1
MCP server for PDF generation using PDFKit
N/A N/A 95
24607
mainlayer
A production-ready template for building monetized MCP servers that require per…
24608
ftaxats
Provide seamless access to SalesHandy API features including user profiles, cam…
N/A N/A 95
24609
Wildcard-Official
deepcontext Claim 1
Advanced codebase indexing and semantic search MCP server
N/A N/A 67
24610
cerebrixos-org
Domain-specific LLM fine-tuning — sovereign models trained on your data, zero i…
N/A N/A 83
24611
Airline seat quality scores (1-10) with notes. 61+ configs across 10 US airline…
24612
unisone
Enables semantic search across thousands of indexed educational YouTube videos …
81
24613
finna.aleksandrovna
testap123 Claim
N/A N/A 95
24614
AI-powered Amazon EKS cluster management and troubleshooting
N/A N/A 81
24615
lpsDevelopers
LPS MCP Claim
A minimal server that provides Claude AI with secure file system access and seq…
N/A N/A 95
24616
jalenzz
A Cloudflare Workers-based implementation of Model Context Protocol server that…
81
24617
Read-only MCP for identity resolution and write guardrails.
24618
Gravity MCP Claim
Enables interaction with WordPress Gravity Forms through natural language, allo…
24619
A powerful web scraping MCP server built on Scrapy and FastMCP that supports mu…
24620
sbb-mcp Claim
Swiss Federal Railways (SBB/CFF/FFS) — train schedules, prices, and ticket links
N/A N/A
24621
nextauralabs
shelter Claim
AI financial coaching powered by real bank data — cash flow, alerts, and savings
N/A N/A 83
24622
overtimepog
CloakMCP Claim
Stealth browser MCP server — anti-detection Chromium with snapshot-first agent …
N/A N/A
24623
22 tools to let your AI agent search, triage, and organize your reading list.
N/A N/A
24624
microsandbox Claim
microsandbox
24625
Shentia
MCP Generate Unit Testing Server An intelligent Model Context Protocol (MCP) s…
N/A N/A 95
24626
kodey-ai
Run SOQL queries against your Salesforce org to explore and retrieve data. Quic…
N/A N/A 95
24627
in-memoria Claim 1
Persistent codebase intelligence that gives AI assistants memory across sessions
N/A N/A 69
24628
Privacy compliance scanning for AI coding tools. Detects tracking tech, cookies…
N/A N/A
24629
csharp-sdk Claim
The official C# SDK for Model Context Protocol servers and clients. Maintained …
N/A N/A
24630
danielcregg
Manage RosettaHUB user AWS accounts — budgets, AWS CLI, access control.
N/A N/A 83
24631
git-fabric
A central tool aggregator that routes and orchestrates multiple fabric apps thr…
81
24632
iterationlayer
Composable APIs for document extraction, image transformation, and document & s…
24633
theYahia
MCP server for UniSender API — email lists, campaigns, contacts. API key auth.
N/A N/A
24634
mcp Claim
Supermodel Model Context Protocol server. Generate code graphs in Cursor, Codex…
N/A N/A
24635
weilink Claim
Zero-dependency Python SDK for WeChat Bot (iLink protocol) — text, image, video…
N/A N/A
24636
AlexAI-MCP
OpenCrab Claim
OpenCrab provides an MCP interface for the MetaOntology OS, enabling structured…
24637
ai-forge-mcp Claim
565 AI-callable tools across 16 MCP servers. Full-pipeline AAA game asset produ…
N/A N/A
24638
cognitivemyriad
Stale-proof repository memory with citations + just-in-time verification + TTL …
N/A N/A 83
24639
weather-mcp Claim 1
A simple MCP server for getting weather information.
N/A N/A 81
24640
dejared Claim
Explore, analyze, and decompile Java JAR files via MCP
N/A N/A
24641
GavMason
ani-mcp Claim
A smart MCP server for AniList that gets your anime/manga taste - not just API …
N/A N/A 83
24642
ivangrynenko
Provides AI agents with access to 284+ development best practices, security gui…
N/A N/A 95
24643
pumperly-mcp Claim
MCP server for Pumperly — query fuel prices, find stations, and plan routes
N/A N/A
24644
quack2025
Survey data analysis: crosstabs with significance, ANOVA, correlation, Excel ex…
24645
MCP server for Telegram Archive — search messages, browse chats, and access his…
N/A N/A
24646
simondale00
mastra-test Claim
N/A N/A 95
24647
MeirKaD
Find current information across major search engines and extract web pages into…
N/A N/A 95
24648
mcp-capstone Claim
MCP server exposing Capstone 5.0.7 disassembly framework
N/A N/A
24649
MCP server for DeLonghi ECAM espresso coffee machines via local network
N/A N/A
24650 N/A N/A 95
Showing 24601–24650 of 30006 servers
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