MCP Server Quality Scores

Independent quality analysis of 50103 public MCP servers

50103
Discovered
29726
Scored
2112
Verified
16952
Complete

Last updated 8 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
49501
CognitionAI
Enables AI assistants to interact with Metabase's analytics platform, managing …
49502
gkrauchunas-arlo
MCP server for Atlassian Confluence integration with Claude Code, enabling sear…
N/A N/A
49503
DanielTomaro13
An MCP server that exposes sports-data APIs from multiple providers (AFL, Sport…
49504
openmost
Enables AI models to interact with Matomo analytics through a complete MCP serv…
N/A N/A 95
49505
zedbs1975-maker
excel Claim
IA for excel
N/A N/A 95
49506
jamestelfer
Sandy Claim
Provides a sandboxed environment for AI coding agents to execute TypeScript AWS…
N/A N/A
49507
steveramos21
AI-DBA Claim
Universal database copilot for diagnostics, operations, and performance analysi…
49508
sapientsai
Enables AI assistants to interact with Microsoft 365 services (users, mail, cal…
49509
WinstonFassett
An MCP server that enables searching Genius.com for artists, songs, and albums,…
49510
mehulbhattml-ui
A minimal Python MCP server with tool endpoints and Playwright Page Object Mode…
N/A N/A
49511
universal-mcp
Provides a standardized interface for interacting with Jira's tools and service…
49512
SerhiiMaksymiv
Enables AI assistants to query, create, and manage Targetprocess entities like …
49513
CSOAI-ORG
job-description-ai-mcp MCP server by MEOK AI Labs
N/A N/A
49514 N/A N/A 95
49515
node2flow
n8n-Management Claim 1
MCP server for n8n workflow automation — manage workflows, executions, credenti…
81
49516
myaitoken
myai-mcp Claim
Decentralized AI inference on Base: OpenAI-compatible chat via community GPUs, …
N/A N/A
49517
DeloraProtocol
Delora MCP Claim
Delora MCP server for cross-chain quotes, supported chains, tokens, and tools.
49518 N/A N/A 95
49519
willianpinho
Read-only static scanner for MCP / agent-gateway production-readiness. The `sca…
N/A N/A
49520 N/A N/A 95
49521
Cometdev312
Enables fast real-time web search and access to premium data from trusted sourc…
49522
groovyBugify
MCP Server Claim
A region-independent backend service for AWS operations with credential validat…
49523
Geun-Oh
This server enables interaction with Amazon S3 buckets for listing and retrievi…
49524
nananek
so-dsc Claim
Enables AI assistants to remotely control Sony DSC cameras via the Camera Remot…
N/A N/A
49525
hostman-cloud
Enables deploying applications to Hostman, creating VPCs, databases, and floati…
49526
NewPlanetWW
FastMCP commerce server starter: product catalog, search, and checkout. Deploy …
49527
MarcellM01
TinySearch Claim
Shrink the web for your local LLMs! Provides web research capabilities to low r…
49528
appmashop
MaShop MCP Claim
Build, deploy and manage MaShop e-commerce projects from Claude, Cursor or any …
49529
Treevu-ai
Commerce for AI agents. 24 MCP tools. 68 retailers (38 verified), 8 countries, …
N/A N/A
49530
Trainzilla
Manage clients, plans, sessions, habits, and billing on Trainzilla via one-clic…
49531
WillHsiaoNYC
Enables AI assistants to query NYC capital project data (schedule, budget, life…
N/A N/A
49532
sandraschi
FreeCAD MCP Claim
Enables AI agents to perform CAD operations through FreeCAD, including part con…
N/A N/A
49533
928871247
一个基于FastMCP协议的文件向量化服务,支持自动目录监控、多格式文件处理和高效向量搜索,帮助构建个人或团队知识库。
81
49534
pipeworx-io
mcp-biorxiv Claim
Enables querying bioRxiv and medRxiv preprints, including metadata, publication…
49535
effinrich
Exposes Radix Primitives' parts, props, and accessibility contracts to AI codin…
N/A N/A
49536
claygeo
Local-first MCP server for agents that need to work across multiple Gmail and M…
N/A N/A
49537
jobswithgpt
Search remote and onsite jobs through the public Corvi Careers MCP server.
81
49538
vuhai2002
Generates images through ChatGPT's web backend and assembles them into full-ble…
N/A N/A
49539
cbuntingde
Enterprise-grade MCP (Model Context Protocol) server for detecting secrets and …
81
49540
hermai-ai
hermai-mcp Claim
Dedicated Hermai MCP server for schema lookup, request intake, and workflow cla…
N/A N/A
49541
Prudai
Dutch case law over MCP: search & fetch uitspraken by ECLI (Rechtspraak Open Da…
N/A N/A
49542
piatra-automation
Enhanced MCP server for sending native macOS notifications with terminal-notifi…
N/A N/A
49543
whelp99-code
Automates three core workflows for Sangfor Engineer: project all-in-one (Excel …
N/A N/A
49544
adityash8
Enables management of OpenAI Ads campaigns, ad groups, ads, and insights throug…
49545
Casterdly
Live crypto market signals for AI agents: perp liquidations, funding, OI positi…
49546
mcpanalytics
Statistical analysis platform — upload CSV or connect GA4/GSC, run 77+ validate…
81
49547
dagucloud
dagu Claim
Local-first workflow engine with a Web UI for small teams. Define DAGs in a dec…
N/A N/A 95
49548
friendlygeorge
MCP server for Sentry — error tracking, issues, releases, events, and projects …
N/A N/A
49549
rudraneel93
mcp-guardian Claim
Security and governance proxy for MCP infrastructure. Enforces YAML-configurabl…
N/A N/A
49550
cyanheads
FCC broadband availability, coverage analysis, and digital divide data for US g…
Showing 49501–49550 of 50103 servers
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