MCP Server Quality Scores

Independent quality analysis of 67286 public MCP servers

67286
Discovered
32326
Scored
2112
Verified
16953
Complete

Last updated 2 hours, 52 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
57751
gunvertugberk
A powerful MCP server for Microsoft SQL Server that connects AI assistants dire…
57752
axel-belfort
HTML to Markdown converter API for AI agents. Convert HTML to clean Markdown: s…
81
57753
smartmemory
Stratum MCP Claim
Structured execution for coding agents: contracts, postconditions, gates, guard…
N/A N/A
57754
Elizabeth1979
An accessibility expert MCP server that provides AI coding assistants with real…
N/A N/A
57755
im-voracity
A Python MCP server for Metabase that enables AI assistants to query databases,…
N/A N/A
57756
calebe
Bardo Claim
An identity & continuity platform for AI agents.
57757
NORTHTEKDevs
Praxis Claim
Gives AI assistants a reliable memory for proven, verified skills, enabling the…
N/A N/A
57758
SourireConcept
An enterprise-grade MCP server providing integrated system prompts and context …
81
57759
NLACE-COM
Enables searching products, comparing prices, and building optimal shopping lis…
N/A N/A
57760
lingochunk
Turns a coding agent into a language tutor grounded in your LingoChunk listenin…
57761
Yossof0
Exposes a word combination engine with tools to generate permutations and check…
57762
rashmi-star
Enables playing and controlling full music tracks from Audius with an inline vi…
N/A N/A
57763
CloneYourProj0
MCP server for Xiaohongshu automation, enabling feed browsing, search, note pub…
57764
Ramanand-tomar
Enables AI agents to create, edit, and export IEEE research papers as PDFs, wit…
57765
yuanlang12
MCP server integrating ClassIn API to let AI assistants manage users, courses, …
N/A N/A
57766
van-reflect
Privacy-first AI memory system with MCP server for managing user-authored memor…
57767
Veedubin
Local-first semantic memory server with project indexing for AI assistants. It …
N/A N/A
57768
prmichaelsen
An MCP server that provides comprehensive event management and ticketing capabi…
N/A N/A
57769
aycandv
klayout-mcp Claim
Read-only MCP server for KLayout that opens GDS/OAS layouts, inspects geometry …
N/A N/A
57770
FreakyLetsFail
Omniscience Claim
Enables LLMs to efficiently navigate large codebases by providing surgical acce…
N/A N/A
57771
zzhan111
ma-browser Claim
MCP server that lets AI agents use your real browser as an API, accessing any w…
N/A N/A
57772
modao-dev
Enables HTML code generation from design descriptions, detailed design specific…
57773
Arhimage
ladder-mcp Claim
Windows-first MCP bridge for Kimi Code CLI, exposing code analysis, editing, se…
N/A N/A
57774
ZWingett
marketplace Claim
Search and discover credentialed operational systems on the GallanDigital marke…
57775
yashsrivastava16
AgentTrace Claim
MCP server for tracing, logging, and debugging multi-agent systems by capturing…
57776
shikato
mcp-instana Claim
Enables seamless interaction with the IBM Instana observability platform, allow…
N/A N/A
57777
jeffreyteoh78
MCP server for interacting with Rustici LRS via xAPI, enabling statement retrie…
57778
bartolli
codanna Claim
Local code intelligence MCP server and CLI for AI coding agents
N/A N/A
57779
ros-claw
Enables AI agents and LLMs to interact with Vicon motion capture systems for re…
N/A N/A
57780
mathewcsims
Enables full read/write control over Apple Mail.app and Calendar.app on macOS, …
N/A N/A
57781
gauransh18
personal-mcp Claim
Exposes personal portfolio data as tools for Claude to answer questions about t…
57782
aymandakir-gh
piu-copy-mcp Claim
GrowthHackers copywriting prompts (Meta/Google Ads, email, VSL) as MCP tools — …
57783
Type-zero-labs
actual-mcp Claim
Enables agents to read and edit budgets in Actual Budget via natural language, …
57784
youcanautomate-yca
appium-mcp Claim
Professional mobile test automation framework with AI-powered test generation, …
N/A N/A
57785
Code-MonkeyZhang
Enables AI agents to control NetEase Cloud Music playback, login, search, and g…
N/A N/A
57786
CNSLabs
MCP server for defining, validating, deploying, and operating Shodai machine-re…
57787
falegria86
Connects Zoho Projects with Claude AI to manage projects, tasks, time tracking,…
N/A N/A
57788
FortripEngineering
Enables LLMs to search and book flights across 300+ airlines, manage travel ord…
81
57789
xueca
An MCP server that provides code quality checks for AI coding assistants, inclu…
N/A N/A
57790
ajiadiyudha
Enables deploying a remote MCP server on Cloudflare Workers with OAuth, allowin…
N/A N/A
57791
Reculi
file operation
N/A N/A 95
57792 N/A N/A 95
57793
RunhuaHuang
VisionPower Claim
A portable image-understanding MCP server that lets agents analyze local images…
57794
Hokonoken
mcp-vmware Claim
MCP server for managing VMware vCenter (vSphere 7/8) with 39 tools covering VMs…
57795
cascodigital
Enables LLM clients to read and search your own WhatsApp messages stored in a l…
57796
ladyiceberg
Audits your Claude Code memory store with 4-dimension quality scoring and actio…
N/A N/A
57797
nickcheban
pihole-mcp Claim
MCP server for Pi-hole v6.x that provides direct API proxying and composite too…
57798
kamath
AgentMail Claim
Create inboxes and send emails. Manage threads, labels, and replies to keep con…
N/A N/A 95
57799
TJ-Neary
CoreRag Claim
Enables Claude Desktop to perform local-first semantic search, ingest documents…
N/A N/A
57800
rcarrascosps
Enables management of Oracle WebLogic Server domains using WLST, including serv…
Showing 57751–57800 of 67286 servers