MCP Server Quality Scores

Independent quality analysis of 57357 public MCP servers

57357
Discovered
29814
Scored
2112
Verified
16953
Complete

Last updated 2 hours, 8 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
54951
lithtrix
Identity, memory, trust, and swarm primitives for AI agents. MIRC base always f…
N/A N/A
54952
yigitkonur
Provide a stateful, session-based calculator server with robust streamable HTTP…
N/A N/A 95
54953
Rakesh1002
reposcout Claim
Discover, enrich, and rank GitHub repos for an objective with weighted, evidenc…
N/A N/A
54954
comeonzhj
Automatically extracts actionable methodologies from articles and URLs, stores …
N/A N/A
54955
strudel-mcp Claim
Provides Strudel reference documentation as MCP tools for AI coding assistants,…
N/A N/A
54956
mattgierhart
Espresso MCP Claim
Find great espresso cafes worldwide with curated data and transparent quality s…
N/A N/A
54957
Adgentek
adsmcp Claim
MCP-native ad server. Monetize AI chatbots and agents with conversational ads.
54958
Litash
Enables AI agents to access real-time market data, manage Moomoo trading accoun…
N/A N/A
54959
gluestack
Enables integration of Gluestack components with Claude Desktop and Cursor IDE …
N/A N/A
54960
12211725-star
A real security scanning MCP server for medical information systems, supporting…
54961
JigsawStack
Detect Objects using JigsawStack's AI Models.
N/A N/A 95
54962
brasil-mcp
A privacy-first MCP server providing 14 offline Brazilian utilities including d…
N/A N/A
54963
powerbi-plus Claim
MCP server for building and inspecting Power BI report visuals by editing PBIR …
N/A N/A
54964
mednabouli
Automatically generates typed React hooks for Next.js projects by crawling API …
N/A N/A 95
54965
404F0X
colab-mcp Claim
Local-first MCP server for controlling Google Colab as a development, shell, fi…
N/A N/A
54966
Enablement-Engineering
gobbler-mcp Claim
Converts YouTube videos, audio, documents, and web pages to clean markdown with…
N/A N/A
54967
phasespace-labs
Palinode Claim
Git-versioned markdown memory for AI agents: save, search, compact, lint, and a…
N/A N/A
54968
npow
Provides tools to search, get trending, random, and translate GIFs using the Gi…
54969
EvandroSchechtel
Connects AI agents to the WhatsApp Business Cloud API, allowing them to send me…
81
54970
nimbusapi
Real-time and historical exchange rates for 160 fiat, crypto, and precious meta…
81
54971
xiexie-qiuligao
A local evidence recorder that captures screenshots, recordings, notes, and sum…
N/A N/A
54972
phelps-matthew
Enables Claude to access and search a local Zotero library by querying metadata…
N/A N/A 95
54973 N/A N/A 95
54974
farukkolip
TikTok creator toolkit for AI assistants. Four tools: download watermark-free v…
54975
davidmosiah
Privacy-first unofficial Google Health API v4 MCP server for health, sleep, act…
N/A N/A
54976
piebro
An MCP server to use the fal.ai APIs to generate images and videos.
54977
abhisavakar
CodeImpact Claim
An MCP server that indexes your codebase and gives AI assistants persistent und…
N/A N/A
54978
MkTurner74
botverse-mcp Claim
Video transcoding (MP4, WebM, ProRes, GIF, MP3) and document conversion (PDF, D…
54979
ArkTechNWA
Connects AI assistants to GitHub Actions workflows to monitor CI/CD pipelines, …
81
54980
CSOAI-ORG
MEOK Enterprise Compliance Checker — EU AI Act, DORA, GDPR automated gap analys…
N/A N/A
54981
georgejeffers
An MCP server for interacting with the Etsy API, enabling listing management, s…
N/A N/A
54982
fastmcp-me
Enables web search using Perplexity AI's API, allowing users to search the web …
54983
MCP-Mirror
Provides comprehensive access to 471+ DigitalOcean API endpoints, enabling AI a…
81
54984
hGf-hansheng
ca Claim
N/A N/A 95
54985
AbhishantMOE
A Flask-based MCP server designed for testing deployment on Google App Engine. …
81
54986
matheswarwan
MCP server for Salesforce Interaction Studio that enables listing and managing …
54987
ThaiTrevor
gold-mcp Claim
MCP server for XAUUSD gold market data + 4-tier trading toolkit (TA, backtest, …
N/A N/A
54988
balajinrrbgm
Veritas MCP Claim
Enables AI agents to conduct evidence-grounded forensic triage of compromised h…
N/A N/A
54989
VariousBuilder
An MCP server that generates answers using Gemini 2.0 and Google Search, provid…
54990
Djsand
RenderProof Claim
A local-first MCP server that captures rendered web evidence including screensh…
N/A N/A
54991
ModelBound
Local-first MCP server for agent skills. Validate, lint, diff, and convert acro…
N/A N/A
54992
Musaraf-M
sentinal-mcp Claim
Redis health, BullMQ queue monitoring, memory analysis, and slow query diagnost…
N/A N/A
54993
bsozen-4wm5
HashLock OTC Claim
Institutional-grade OTC crypto trading with HTLC atomic settlement on Ethereum,…
81
54994
fetchai
Graph-native persistent memory for AI agents — 33 MCP tools, zero-LLM writes.
54995
xiaobenyang-com
Generate cryptographically secure integers, floats, bytes, UUIDs, strings, bool…
N/A N/A 95
54996
JHSeo-git
Provide a simple and easy-to-run MCP server implementation that supports stdio …
N/A N/A 95
54997
udjin-labs
mnemostack Claim
Durable hybrid memory for AI agents. Combines vector search, BM25, temporal ret…
N/A N/A 95
54998
opencolin
An MCP server enabling AI agents to interact with the 0G blockchain, including …
54999
barvhaim
Unofficial Model Context Protocol (MCP) server that enables LLMs to build and e…
N/A N/A
55000
lemaitregabinpro-creator
conversion image to webp/avif with 402 payement required, 0.001 and 0.0005 afte…
81
Showing 54951–55000 of 57357 servers