MCP Server Quality Scores

Independent quality analysis of 43459 public MCP servers

43459
Discovered
29462
Scored
2111
Verified
16952
Complete

Last updated 1 hour, 22 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
41601
felippeyann
agentfi Claim
Crypto transaction tools for AI agents. 28 MCP tools covering swaps (Uniswap V3…
41602
zekebuilds-lab
Minimal MCP server demonstrating L402 pay-per-call with Depth-of-Identity reput…
41603
jamesdowzard
MCP Apps POC Claim
A proof-of-concept demonstrating interactive UI capabilities for MCP servers th…
81
41604
pawel-up
Enables AI assistants to run, list, and analyze Lupa test suites, returning str…
N/A N/A
41605
russelenriquez-agile
Enables interaction with Tableau Cloud and Tableau Server through the REST API,…
81
41606
clawmem-ai
An MCP server that leverages a GitHub-compatible API as a durable memory store …
N/A N/A
41607
Bubbii-NOH
Enables AI assistants like Claude to interact with Databricks workspaces throug…
81
41608
checklist-day
checklist Claim
Machine-first beacon of operational ground truth for AI agents. Library regist…
81
41609
MCP-Mirror
Provides detailed character analysis for text, counting total characters, chara…
N/A N/A 95
41610
samueloladji
Vaultak Claim
Runtime security for AI agents. Score your agent's risk level across 5 dimensio…
81
41611
befdaynow
beks Claim
N/A N/A 95
41612
@jusik.lee.233
js_smithery-mcp Claim
N/A N/A 95
41613
rjlopezai
VERITAS Claim
Multi-model consensus verification for AI agent pipelines. 5 MCP tools: verify_…
N/A N/A 95
41614
circlesac
Serves Markdown documentation as an MCP server, enabling AI agents to answer qu…
41615
axel-belfort
NFT metadata lookup API for AI agents. Get name, image URL, attributes, descrip…
81
41616
ihiteshgupta
Enables reading, sending, searching, and managing Gmail through Claude using th…
N/A N/A
41617
lukleh
A secure MCP server providing read-only access to Argo CD instances using brows…
41618
TencentCloudBase
One-stop backend services for WeChat Mini-Programs and full-stack apps. Provide…
81
41619
VReippainen
Enables AI assistants to access and analyze your Hevy workout data, including w…
41620
product-on-purpose
MCP server exposing 40 best-practice product management skills plus workflows a…
41621
JihunBlue
Enables intelligent task assignment to developers using hybrid AI algorithms th…
81
41622
stock-vibes
meeting-mcp Claim
AI scheduling assistant for agents. Timezone conversion, public holidays for 10…
41623 N/A N/A 95
41624
Maxli53
Provides 115+ MCP tools for comprehensive WooCommerce store management includin…
81
41625
simen
mcp-see Claim
Enables AI agents to analyze images through vision AI providers (Gemini, OpenAI…
81
41626
untitled-developers
An MCP server providing AI agents with full access to the Shopify Admin API via…
41627
huangmiuXyz
A TypeScript-based Model Context Protocol server that integrates with Volcengin…
81
41628
minghsuy
ctscout Claim
Enables named-entity attribution from Certificate Transparency logs (OV/EV only…
41629
MRUK31
A demonstration MCP server that simulates server management actions for Contabo…
81
41630
PaymanAI
Provides AI assistants like Claude or Cursor with access to Payman AI's documen…
N/A N/A 95
41631
beomsu317
notion Claim
N/A N/A 95
41632
swesmith-repos
An MCP server that wraps the Apache Airflow REST API, enabling clients to manag…
81
41633
FVEFWFE
attiomcp Claim
N/A N/A 95
41634
Motaboy96
Manage calendars and events in your Google account from your workspace. List, s…
N/A N/A 95
41635
FedericoSRT
clickup Claim
N/A N/A 95
41636
@praveenislive
weather_mcp Claim
N/A N/A 95
41637
shandut
Enables AI assistants to programmatically customize Shopify Plus checkout brand…
41638
AjithJS99
solana-mcp Claim
Enables AI agents to interact with the Solana blockchain for DeFi, NFTs, and We…
N/A N/A
41639
temurkhan13
Safe-upgrade advisor for OpenClaw. Detects current version, checks the deployme…
N/A N/A
41640
TusharKarkera22
RepoMap Claim
Provides AI assistants with a structured, token-efficient map of a codebase's s…
N/A N/A
41641
Hzzy2O
Generate high-quality images using AI with seamless integration into your appli…
N/A N/A 95
41642
SuReaper
A template repository for bootstrapping Model Context Protocol (MCP) servers wi…
81
41643
fran2018-ctrl
A basic MCP server for testing with echo, datetime, and calculator tools.
41644
bioanywhere
Enables AI assistants to interact with GitLab projects, allowing users to query…
81
41645
kscz0000
Automatically generates Chinese README documentation and mind maps for project …
N/A N/A 95
41646
adamruzicka
MCP server to interact with Foreman (Red Hat Satellite) instances, enabling man…
N/A N/A
41647
Trashwbin
Manage and summarize text notes efficiently using a simple MCP server. Create n…
N/A N/A 95
41648
bhayanak
MCP server enabling AI assistants to interact with the Qualys vulnerability man…
N/A N/A
41649
helpvisor
A local MCP server that connects Claude Desktop to your HelpPilot tenant on pil…
41650
harn1shmodi
VSGuard Claim
Add proactive OWASP ASVS security guidance to coding AI agents to write secure …
N/A N/A 95
Showing 41601–41650 of 43459 servers
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