MCP Server Quality Scores

Independent quality analysis of 30006 public MCP servers

30006
Discovered
24039
Scored
1224
Verified
16961
Complete

Last updated 3 weeks, 1 day ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
28551
Abraxas1010
Secure USDC payments for AI agents on Base blockchain with budget controls and …
N/A N/A 83
28552
bencousins22
ok Claim
N/A N/A 95
28553
svd-ai-lab
Matlab MCP Server in python
N/A N/A
28554
indxr Claim
A fast codebase indexer and knowledge wiki for AI agents.
N/A N/A
28555
alpic-ai
skybridge Claim
Skybridge is a framework for building ChatGPT & MCP Apps
N/A N/A
28556
WebRTCGame
A graph-friendly relational server that stores project memory, tasks, and metad…
28557
NivaucchuRabuessa
Find every adverb in your text to tighten prose and enforce style guides. Highl…
N/A N/A 95
28558
rezapex
Enables interaction with Shopify store data via GraphQL API, providing tools fo…
81
28559
xiaobenyang-com
json-rpc Claim
Discover available methods on any JSON-RPC endpoint. Invoke methods with custom…
N/A N/A 95
28560
xiaobenyang-com
Streamline development by automating code generation and fixes, file operations…
N/A N/A 95
28561
gott150
obsidian-mcp Claim
N/A N/A 95
28562
zerox12311
context7 Claim
N/A N/A 95
28563
automatikstudio
Provides comprehensive website auditing for SEO, performance, accessibility, an…
81
28564
Playwright-os
Enables browser automation through Playwright using accessibility tree snapshot…
N/A N/A 95
28565
masflame
afrikure-mcp Claim
N/A N/A 95
28566 N/A N/A 95
28567
@Kapeli
dash-mcp-server Claim
N/A N/A 95
28568
automatikstudio
Generates inclusive, bias-free job descriptions by leveraging Claude AI to dete…
81
28569
bioanywhere
Enables AI applications to interact with the Base Network blockchain and Coinba…
81
28570
null
Find relevant Smart‑Thinking memories fast. Fetch full entries by ID to get com…
81
28571 N/A N/A 95
28572
sven-borkert
Provides centralized knowledge management for projects, allowing users to store…
N/A N/A 95
28573
MCP-Mirror
Enables image generation using Google's Gemini 2 API with customizable paramete…
81
28574
robawolf
n8nmcp Claim
N/A N/A 95
28575
checklist-day
checklist Claim
Machine-first beacon of operational ground truth for AI agents. Library regist…
28576
barflotek
Connects AI assistants to over 30 business tools like Gmail, Slack, and Airtabl…
28577
heliojff
A dynamic server that automatically discovers and executes scripts from a tools…
N/A N/A 95
28578
Safra1976
mcp_trello Claim
N/A N/A 95
28579
MCP server for querying Factry Historian.
N/A N/A 61
28580
rob-long
Enables AI-powered debugging through structured logging with pattern recognitio…
81
28581 N/A N/A 95
28582
repaera
chat Claim
Chat Client for Your Service's MCP Server
N/A N/A
28583
MARUCIE
authbox Claim
Zero-knowledge password manager with MCP credential gateway. BIP-39 seed phrase…
N/A N/A
28584
romudille-bit
AgentPay — x402 crypto data gateway on Stellar. 10 live pay-per-call tools: tok…
28585
onllm-dev
onUI Claim
Annotate elements, draw regions, and ship cleaner UI faster.
N/A N/A
28586
nach-dakwale
Domain registration for AI agents. Check availability, buy domains (Stripe or x…
28587
lovelts
lark-mcp Claim
An MCP server that enables AI assistants to search, read, create, and update Fe…
28588
28 plugins and MCP servers for Claude Code — TDD, multi-agent orchestration, it…
N/A N/A
28589
scispot-repo
mcp Claim
Turn any LLM into your lab assistant: search samples, track experiments, analyz…
28590
melihguven98
Enables interaction with the PeopleBox Applicant Tracking System (ATS) to manag…
81
28591
co-browser
An MCP server running inside a trusted execution environment (TEE) via Gramine,…
81
28592
optimusbasti
Provides tools for managing Docker containers, Compose stacks, and system resou…
28593
cnohall
Audit any website for privacy, security, accessibility, and performance issues …
28594
marketplace Claim 1
AI Agent Marketplace — Search, execute, chain, and sell 3,000+ agents via MCP. …
67
28595
XBTFX
Enables AI agents to trade forex, metals, indices, and cryptocurrencies via the…
28596
matt1as
Enables AI assistants to search and analyze Swedish real estate data from Booli…
81
28597
ArkTechNWA
Enables AI assistants to interact with Docker containers through safe, permissi…
N/A N/A 95
28598 N/A N/A 95
28599
daedalus
mcp-rs232 Claim
An MCP server that exposes RS232 serial port connectivity
N/A N/A
28600
alejoacelas
Provides access to over 140 articles from the AntiEntropy Resource Portal cover…
Showing 28551–28600 of 30006 servers
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