MCP Server Quality Scores

Independent quality analysis of 69153 public MCP servers

69153
Discovered
→
33861
Scored
→
2112
Verified
→
16953
Complete

Last updated 1 hour, 15 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
53351
automatikstudio
An MCP server that generates conversion-optimized e-commerce product descriptio…
— ○ ⏳ — — — — 81 —
53352
YangSungSim
MCP server offering web scraping, news headlines, weather, and daily quote tool…
— ○ ⏳ — — — — — —
53353
taco-ops
An MCP server that integrates with Siril astronomical image processing software…
— ○ ⏳ — N/A N/A — — —
53354
jdorfman
Enables AI assistants to control CleanShot X for screenshots, recordings, OCR, …
— ○ ⏳ — N/A N/A — — —
53355
redDawne
tidal_mcp Claim
Enables Claude to search, browse, and create playlists on Tidal, including AI-p…
— ○ ⏳ — — — — — —
53356
vennio
Programmable time infrastructure — scheduling and availability tools for AI age…
— ○ ⏳ — — — — 81 —
53357
bakalagoin
Provides real-time monitoring of AI agents, context, usage limits, workflows, f…
— ○ ⏳ — N/A N/A — — —
53358
Moin105
karst Claim
Code context for AI dev tools: pack-scoped, cited code retrieval over MCP.
— ○ ⏳ — N/A N/A — — —
53359
sotayamashita
Converts any OpenAPI/Swagger API specification into MCP tools that AI assistant…
— ○ ⏳ — — — — — —
53360
pipeworx-io
Oecd Claim
OECD MCP — Organisation for Economic Co-operation and Development data
— ○ ⏳ — — — — — —
53361
noahflk
CalmSEO Claim
SEO MCP server for keyword research, SERP analysis, audits, and Search Console …
— ○ ⏳ — — — — — —
53362
elijahdev0
Enables deploying a remote MCP server with OAuth on Cloudflare Workers, allowin…
— ○ ⏳ — N/A N/A — — —
53363
goodandco
A minimal, production-ready MCP server running on AWS Lambda with Streamable HT…
— ○ ⏳ — — — — — —
53364
ds231
Enables GitHub repository and issue management through the Model Context Protoc…
— ○ ⏳ — — — — — —
53365
satheeshkondaveni
FastMCP server providing health check, greeting, and UUID generation tools.
— ○ ⏳ — — — — — —
53366
xiayangqun
A stdio MCP server that enables agents without native vision to ask an OpenAI-c…
— ○ ⏳ — N/A N/A — — —
53367
utkucy
Enables natural language interaction with the Avalanche blockchain through AI a…
— ○ ⏳ — N/A N/A — 95 —
53368
kira4094
Enables Claude Code to analyze images using Zhipu AI's GLM-5V-Turbo vision mode…
— ○ ⏳ — — — — — —
53369
ExtensityAI
ontoloom Claim
MCP server for building and exploring OWL 2 ontologies using AI agents, with to…
— ○ ⏳ — N/A N/A — — —
53370
AbhayVarkad
An MCP server for checking architectural designs against Vastu principles, inte…
— ○ ⏳ — — — — — —
53371
HaD0Yun
gopeak Claim
GoPeak — The most comprehensive MCP server for Godot Engine. 95+ tools, LSP, DA…
— ○ ⏳ — N/A N/A — 95 —
53372
edithatogo
OSF CLI Go Claim
Read-only MCP tools for authenticated Open Science Framework projects and files.
— ○ ⏳ — N/A N/A — — —
53373
Leev1s
aa-mcp Claim
Enables AI agents to query LLM and multimodal model benchmarks, pricing, speed,…
— ○ ⏳ — — — — — —
53374
universal-mcp
Provides a standardized interface for interacting with Cal-com-v2's tools and s…
— ○ ⏳ — — — — — —
53375
armatrix
twitter-mcp Claim
A lightweight Twitter MCP server for Claude Code with 17 tools for reading and …
— ○ ⏳ — — — — — —
53376
Cledar
flink-mcp Claim
Enables interaction with Apache Flink clusters via the SQL Gateway, allowing qu…
— ○ ⏳ — — — — — —
53377
NahidAkhter
Provides access to the GNews API for searching news articles and getting top he…
— ○ ⏳ — — — — — —
53378
jacobcxdev
MCP server that integrates Google Gemini CLI with AI assistants, enabling large…
— ○ ⏳ — N/A N/A — — —
53379
redhat-cne
Monitors and analyzes Precision Time Protocol (PTP) systems in OpenShift cluste…
— ○ ⏳ — — — — — —
53380
Manas8114
MCP server for Kickbacks.ai that pays developers ad revenue from AI coding agen…
— ○ ⏳ — — — — — —
53381
Rckl88
LLM cost optimization. Audit your calls, prove savings, route to the cheapest q…
— ○ ⏳ — N/A N/A — 95 —
53382
LAbreuBroadvoice
Count occurrences of any character in your text to quickly gauge frequency. Tog…
— ○ ⏳ — N/A N/A — 95 —
53383
kurokeita
A Model Context Protocol (MCP) server template built with mcp-framework, provid…
— ○ ⏳ — N/A N/A — — —
53384
devinraylittle-boop
Review-only MCP server for stock, options, and crypto screening, trade planning…
— ○ ⏳ — — — — — —
53385
aashu91
A zero-dependency MCP server that bridges AI agents to Robinhood Chain and Arbi…
— ○ ⏳ — N/A N/A — — —
53386
m-reynaldo35
Post-quantum document anchoring for AI agents. Anchor any SHA-256 hash to Algor…
— ○ ⏳ — — — — — —
53387
linares222
myfitnesspal Claim
Retrieves MyFitnessPal nutrition data including daily summaries, meal breakdown…
— ○ ⏳ — — — — — —
53388
arthurb2l
Bilingual (EN+ZH) education data: 299 universities, 234 intl schools, degree-RO…
— ○ ⏳ — — — — — —
53389
lancelin111
Enables AI assistants to automatically upload videos to Douyin (TikTok China) c…
— ○ ⏳ — N/A N/A — — —
53390
jooyoungseo
Enables LLMs to extract bibliographic metadata from URLs and identifiers like D…
— ○ ⏳ — — — — 81 —
53391
danielJL-altius
Enables cross-store price comparison and recipe-driven cart automation for Isra…
— ○ ⏳ — N/A N/A — — —
53392
sanjibani
MCP server for PracticePanther legal practice management software. Enables read…
— ○ ⏳ — — — — — —
53393
samarthanalytics-sj
Production-grade MCP server for the Google Tag Manager API v2 with read-only GA…
— ○ ⏳ — — — — — —
53394
Yasir-Khan-7
Provides educational tools for developers to learn programming concepts, review…
— ○ ⏳ — N/A N/A — — —
53395
Delegueinu
onlyswaps Claim
DEX meta-aggregator for AI agents. Best prices from 15+ aggregators across 13 c…
— ○ ⏳ — N/A N/A — 95 —
53396
mnooseman
Enables exploration and decompilation of Minecraft source code, allowing users …
— ○ ⏳ — N/A N/A — — —
53397 — ○ ⏳ — N/A N/A — 95 —
53398
zhuyansen
Enables AI agents to search, audit, and install open-source AI skills and MCP s…
— ○ ⏳ — — — — — —
53399
fulcrai
SKP mcp Claim
SkinKnowledgeBase provides source-backed skincare question answering and produc…
— ○ ⏳ — — — — — —
53400
LakshmiSravyaVedantham
claude-colab Claim
Enables Claude Code to execute shell commands, Python code, and file transfers …
— ○ ⏳ — N/A N/A — — —
Showing 53351–53400 of 69153 servers