MCP Server Quality Scores

Independent quality analysis of 66549 public MCP servers

66549
Discovered
31852
Scored
2112
Verified
16953
Complete

Last updated 1 hour, 41 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
38801
nils-holmberg
ipynb-mcp Claim
An agent-agnostic MCP server that lets any AI agent drive a local JupyterLab se…
N/A N/A
38802
AiAgentKarl
Linux system administration via AI agents — MCP server for managing services, p…
N/A N/A
38803
matematicsolutions
tr-eli-mcp Claim
An MCP server for accessing Turkish legislation (laws, regulations, decrees) vi…
38804
ChanthMiao
Integrates Xiaomi MiMo's multimodal API to enable understanding of images, audi…
38805
colin807
wmcp Claim
N/A N/A 95
38806
Fabber-bot
Enables AI assistants to execute commands and transfer files on remote servers …
N/A N/A
38807
OkamiFeng
Enables AI agents to read, edit, and create Microsoft Word documents (.docx) wi…
38808 N/A N/A 95
38809
aws-samples
Provides tools for discovering, building, deploying, and troubleshooting AWS De…
N/A N/A
38810
SilenceEchoLab
PhantomHand Claim
A minimalist browser control engine that allows LLM agents to visually perceive…
N/A N/A
38811
DOsinga
PyKernel MCP Claim
MCP server that provides a persistent IPython kernel for executing Python code …
N/A N/A
38812
riyengar19
Converts files (PDF, DOCX, PPTX, XLSX, images via OCR) and URLs to Markdown, en…
N/A N/A
38813
focusgts
20 tools for Adobe Edge Delivery Services: preview, publish, analytics, and con…
N/A N/A
38814
MCP-Mirror
Enables AI models to retrieve user geolocation information through EdgeOne Page…
81
38815
malkreide
MCP server for education statistics of the Canton and City of Zurich (BISTA), p…
38816
vercel-labs
Helps migrate projects from AI SDK 4.x to 5.0 by generating a migration checkli…
38817
xiaobenyang-com
text-toolkit Claim
Transform and format text quickly to keep content clean, consistent, and readab…
N/A N/A 95
38818
pl728
Enables fetching and reading subscriber-only content from Trade Companion by Ad…
N/A N/A 95
38819
p-l-ta
Calendar.app Claim
List, search, and manage calendar events via macOS Calendar.app across all conf…
N/A N/A
38820
RunRiotComeOn
Exposes forecast lookup tools for consumer spending predictions across regions …
38821
saksham20189575
Enables appending text to Google Docs and creating Gmail drafts, with interacti…
N/A N/A
38822
changeflowhq
Monitor any website and get AI-enriched change intelligence via MCP. Manage sou…
38823
onigeya
An MCP server implementation that integrates with SiYuan Note system, enabling …
N/A N/A 95
38824
maahigoel
ui-mcp Claim
Gives MCP clients access to a registry of elite UI patterns, components, and mo…
N/A N/A
38825
TanLeJS
A Model Context Protocol server that enables AI agents to interact with Backlog…
N/A N/A 95
38826
ginishuh
Model Context Protocol (MCP) server for NovelAI image generation. Create high-q…
N/A N/A
38827
SwePalm
An extensible MCP server and generative UI engine for hosting interactive B2B e…
N/A N/A
38828
crontinel
Connects AI assistants to Crontinel, enabling natural language queries about cr…
N/A N/A
38829
snyk-labs
Enables querying Node.js API documentation, including searching for modules and…
38830
Garl-Protocol
agent-trust Claim
Tamper-evident action receipts, trust scoring & capability tokens for AI agents…
N/A N/A
38831
yummy342
Routes tasks to the optimal AI model based on task type and benchmark scores ac…
N/A N/A
38832
AddyCuber
Ybe Check Claim
Ybe Check – security and compliance orchestrator for AI-generated repositories.
N/A N/A 95
38833
Infall-Insurance
Provides tools for managing Trello boards, lists, and cards via natural languag…
38834
Soul-Brews-Studio
Arra Oracle Claim
MCP server for semantic search over Oracle philosophy using hybrid search (FTS5…
N/A N/A
38835
yogeshsonawane-dev
A FastMCP server for managing and deploying applications on Linux systems. It p…
38836
hipay
MCP server for integrating HiPay's Enterprise payment API, providing tools for …
38837
markmhendrickson
Provides Bitcoin and Stacks wallet operations including sending, receiving, bal…
N/A N/A
38838
HasanJahidul
Full-text search over your shell history (zsh / bash / fish) via SQLite FTS5. L…
N/A N/A
38839
megedtal
outlook_mcp Claim
Connects Claude to Microsoft 365 Outlook and Google Gmail APIs for email search…
38840
lapaduga
MCP server with a web interface for viewing and calling tools via REST API, ena…
38841
mannutech
o1-mcp Claim
Provides access to live swap quotes and routing on the Base network via the o1.…
38842
davidfertube
Altaviz Claim
Enables monitoring and managing multi-platform media buying accounts via natura…
38843
rutvikchandla3
MCP server for local-first lexical code search, providing tools for searching c…
38844
cloud9charts
Knowi-mcp Claim
Knowi’s MCP server gives AI tools full access to the entire analytics workflow.…
38845
sanshanjianke
MCP server for scientific computing with multiple backends (Mathematica, Octave…
N/A N/A
38846
geeks-accelerator
live-music Claim
AI agents experience music as math — stream concerts, react, chat, upgrade tier…
N/A N/A 83
38847
UseVynix
Vynix Claim
Give AI coding agents access to your Vynix visual feedback, bug reports, and AI…
38848
IgniteUI
Unified MCP server for Ignite UI — documentation, API, and CLI scaffolding
N/A N/A 81
38849
debs-obrien
Enables AI agents like GitHub Copilot to retrieve real-time weather data for an…
38850
jamessturges
Exposes a folder of Markdown notes (Obsidian vault or plain .md files) to LLM c…
N/A N/A
Showing 38801–38850 of 66549 servers
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