MCP Server Quality Scores

Independent quality analysis of 30006 public MCP servers

30006
Discovered
24039
Scored
1224
Verified
16961
Complete

Last updated 2 weeks, 1 day ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
28401
sachitrafa
YourMemory Claim
YourMemory is an MCP server that uses biological forgetting curves to automatic…
28402
AI visibility monitoring. 23 tools, 8 LLM platforms, Magic Link auth. Free tier.
28403
AI memory with 53 tools. Knowledge Graph, semantic search, Magic Link auth. Fre…
28404
jmagar
A comprehensive Model Context Protocol server that bridges LLMs with self-hoste…
81
28405
whit3rabbit
SpecForged Claim
Create and evolve clear software specifications from requirements and design to…
N/A N/A 95
28406
stevenayl
A server that provides AI assistants programmatic control of Safari browser on …
N/A N/A 95
28407
oregpt
Enables AI agents to interact with GitLab repositories, monitor documentation c…
81
28408
varunajaytawde28-design
Axiom-hub Claim
Persistent decision memory and contradiction detection for AI coding agents. En…
N/A N/A
28409
daedalus
MCP server that exposes a Telegram bot
N/A N/A
28410
tomoyasu-sasaki
Expo MCP Server Claim 1
A Model Context Protocol server designed to streamline Expo and React Native de…
N/A N/A 95
28411
Rekl0w
Discovers, inspects, and executes requests against OpenAPI or Swagger APIs dire…
28412
everford
Fetcher MCP Claim
A server that allows fetching web page content using Playwright headless browse…
N/A N/A 95
28413
zackbissell
A server that acts as a bridge between Claude and local Xcode projects, enablin…
N/A N/A 95
28414
globau
Model Context Protocol server for Firefox DevTools - enables AI assistants to i…
N/A N/A 95
28415
Pixel-Funnel
Assert Claim
Run real Playwright E2E tests from your AI coding agent.
28416
sandriaas
Analyze Google Search Console performance with rich dimensions, advanced filter…
N/A N/A 95
28417
Fadil369
A deployment template for hosting remote Model Context Protocol servers on Clou…
28418
dravidsajinraj-iex
Generate high-quality images from text prompts using Leonardo AI's advanced mod…
N/A N/A 95
28419
guigas66
Enables searching and retrieving flight information using Duffel API, supportin…
81
28420 N/A N/A 95
28421
fmangot
Enables AI assistants to perform structured, step-by-step reasoning by breaking…
81
28422
mike
test1 Claim
N/A N/A 95
28423
63 MCP tools for loyalty programs, rewards, and member operations with HITL app…
28424
dungeonroll0
On-chain D&D 1v1 combat on Base. Register agents, wager ETH, fight. Loser dies …
N/A N/A 81
28425
xiaobenyang-com
star Claim
查询星座的性格特征、守护星与元素等要点。获取每日运势,并根据生日快速确定你的星座。匹配两人星座看配对指数,计算并解读你的上升星座。
N/A N/A 95
28426
pinkpixel-dev
MCP server that allows AI agents to fetch and process llms.txt documentation fr…
28427
TGPCQuotes
A Cloudflare Workers-hosted MCP server that provides basic mathematical operati…
81
28428
ebartan
Provide a scaffold for building MCP servers with ease. Accelerate development b…
N/A N/A 81
28429
smith-horn
Skillsmith Claim
Discover, install, and manage Claude Code skills via MCP with 14,000+ curated s…
N/A N/A
28430
@csanad-bc
testmcp Claim
N/A N/A 95
28431
Baskaran03528
Enables Claude to interact directly with Figma Desktop for creating UI componen…
N/A N/A
28432
Interactive programming teacher using Scrimba's methodology for 10x retention
N/A N/A 81
28433
Auxin-io
Generate a ready-to-run Python 'Hello, World!' script with streamable output. Q…
N/A N/A 95
28434
NguyenTrinh3008
Auto-converts FastAPI endpoints into MCP tools for semantic search, data ingest…
81
28435
NewsHUb-MCP
NewHUB Claim
Real-time news aggregation, search, NLP sentiment analysis, and personalized pr…
81
28436
roundtable
Roundtable Claim
Your AI Board of Directors. Run multi-model debates where GPT-4o, Claude, Gemin…
81
28437
adithyalabs-ind
An integration server that connects to gpt-image-1 and Gemini imagen4 models, a…
N/A N/A 95
28438
rasta26
Enables querying and managing Azure Log Analytics workspaces using KQL (Kusto Q…
81
28439
su-record
An all-in-one development toolkit that integrates 10 popular MCPs with comprehe…
N/A N/A 95
28440
Dg09402
npx Claim
N/A N/A 95
28441
ejec2 Claim
MCP server para El Cheff - punto de venta para restaurantes
28442
StudiousXiaoYu
oracle-link Claim 1
Oracle MCP Query Server (Node.js) - Read-only SELECT via MCP
N/A N/A 83
28443
jangsubong78
Kickstart a TypeScript project with ready-to-use features for calculations, gre…
N/A N/A 95
28444
divineapi
Official MCP server for Western Astrology by Divine API. 53 tools covering Nata…
N/A N/A 95
28445
devsung94
A minimal starter for building OpenAI Apps SDK compatible MCP servers that supp…
81
28446
keboola
interact with Keboola Connection Data Platform. This server provides tools for …
N/A N/A 95
28447
Yet Another Yandex Wiki MCP Server.
N/A N/A
28448
MCP-Mirror
Enables interaction with MinIO object storage through a standardized Model-Cont…
81
28449
navin
AI assistants are powerful, but sometimes you still need the human touch — a re…
N/A N/A 95
28450
ScopeBlind
protect-mcp Claim
Security gateway for MCP servers. Wraps any MCP server with per-tool policies (…
Showing 28401–28450 of 30006 servers
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