MCP Server Quality Scores

Independent quality analysis of 53551 public MCP servers

53551
Discovered
29753
Scored
2112
Verified
16952
Complete

Last updated 23 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
53351 N/A N/A 95
53352
FunplayAI
stdio bridge for the local Cocos Creator Editor MCP server from FunplayAI/funpl…
N/A N/A
53353
Rule-tiered AST and sqlite-vec capability oracle for A-MEM agent workflows.
N/A N/A 81
53354
SAIHM-Admin
saihm-mcp Claim
Sovereign encrypted persistent memory for AI agents. 8 MCP tools. GDPR erasure.…
N/A N/A
53355
allisonwhilden
An MCP Server that enables interaction with Zoom's API through the Multi-Agent …
N/A N/A 95
53356
anuj754
MCP server providing seamless integration with Instagram's Graph API for busine…
53357
berkayildi
mcp-llm-eval Claim
A local MCP server that packages LLM evaluation gates as reusable CI/CD primiti…
53358
GaoZYun
lumina-docs Claim
A structured document management system using MCP protocol to handle large requ…
N/A N/A
53359
master
Extract DSL from MasterGo design files to analyze structure and generate accura…
N/A N/A 95
53360
rnd-pro
Terminal\[X]MCP is a Model Context Provider (MCP) server that enables intellige…
N/A N/A
53361
takafu
repl-mcp Claim
Enables creation and management of persistent REPL sessions for various languag…
N/A N/A
53362
et-do
Myelin Claim
Myelin provides persistent, brain-inspired memory for AI agents, enabling cross…
N/A N/A
53363
test-mdg
mcp-server Claim
N/A N/A 95
53364
xodn348
ClawPay Claim
Connects AI agents to payment processors (Lithic, Stripe, PayPal) for automated…
N/A N/A
53365
IamRamgarhia
memorybridge Claim
Cross-tool AI memory MCP server for Claude Code, Cursor, Antigravity, Windsurf,…
N/A N/A
53366
Arbogram
trust-gate Claim
Merchant trust verification for agentic commerce. Verify any merchant before au…
N/A N/A 83
53367
jung-jin-lee
paldo-mcp Claim
MCP server providing access to 1M synthetic Korean personas based on KOSIS stat…
N/A N/A
53368
suberbawer
Exposes a suite of 31 AI agents and the Ralph Engine orchestration framework to…
N/A N/A 95
53369
simon-archer
Forwards messages to the Designsystemet assistant endpoint, enabling access thr…
53370
Artoxem
A full-featured Model Context Protocol server that gives AI assistants real-tim…
N/A N/A
53371
FedericoSRT
clickup Claim
N/A N/A 95
53372
nahisaho
MCP server for information collection, text analysis, and content generation, e…
N/A N/A
53373
jsamuel1
An MCP server for programmatically editing Jupyter notebooks, offering 29 tools…
N/A N/A
53374
donald-ada
clickhouse Claim
Enables AI assistants to query and manage ClickHouse databases, supporting SELE…
53375
wspotter
A comprehensive business management server with 36 tools for running an art sup…
81
53376
dzunglaviet
Shopify MCP Claim
Enables natural language management of Shopify stores, including orders, custom…
53377
YoushaaMurhij
Unified local MCP AI Gateway that routes across Groq, OpenRouter, Mistral, and …
81
53378
WillHeadlee
MCP server for Little Green Light CRM. Search donors, log gifts, manage groups …
N/A N/A
53379
noelregis18
A full-stack web application that allows users to upload, view, edit, and delet…
N/A N/A 95
53380
zhongwencool
Enables AI assistants to manage TickTick/Dida365 tasks, projects, and tags thro…
53381
cbuntingde
Integrates with Google CodeWiki to search, fetch, and cache documentation for G…
81
53382
Rexi-sh
Enables AI assistants to interact with the Rexi API through a comprehensive wra…
81
53383
sandraschi
openbci-mcp Claim
MCP server for OpenBCI hardware via BrainFlow, enabling board connection, strea…
N/A N/A
53384
yusukebe
A TODO management MCP server using Cloudflare Workers and D1 database, enabling…
53385
LeonTing1010
Tap Claim
Turn interface operations into deterministic programs. AI forges taps once, the…
81
53386
fireflyfabs
498 MCP tools across 12 industry verticals. Marketplace, escrow, DeFi, legal, h…
81
53387
Alex-eng-ux
MCP server for Microsoft Office file operations. Read, write, and create Excel,…
N/A N/A
53388
varunjain-byte
An MCP server that integrates with GitHub Copilot to analyze Axivion static-ana…
N/A N/A 95
53389
TOOEASY-crew
Enables querying Shopify store data (products, customers, orders) via GraphQL A…
53390
unriddleautomation
xpoz Claim
N/A N/A 95
53391
ArkTechNWA
Provides AI assistants with safe, controlled access to PostgreSQL databases wit…
81
53392
wyre-technology
A legacy MCP server for Avanan cloud email security, providing tools to manage …
53393
nitram509
Enhanced Model Context Protocol (MCP) server for Odoo ERP with advanced tools f…
53394
MCP server providing personalized greetings with AI-powered tools using Spring …
N/A N/A 81
53395
Vibe-Code-Agent
Comprehensive MCP server for analyzing GitHub pull requests, detecting security…
53396
ncsound919
VibeServe Claim
A production-grade MCP server that turns natural language intent into fully-arc…
53397
BACH-AI-Tools
Enables creation, reading, and manipulation of Excel workbooks without Microsof…
81
53398
maithanhduyan
pg-mcp Claim
A Model Context Protocol server for PostgreSQL that enables database operations…
53399
ragalgo
mcp--server Claim
N/A N/A 95
53400
json-contracts
JSON contract registry and validator for structured LLM and agent outputs.
N/A N/A
Showing 53351–53400 of 53551 servers