MCP Server Quality Scores

Independent quality analysis of 67197 public MCP servers

67197
Discovered
32318
Scored
2112
Verified
16953
Complete

Last updated 2 hours, 59 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
46151
noahmott
Provides comprehensive World of Warcraft guild analytics, player character anal…
81
46152
mlava
Agent Ready Claim
Agent Ready is an AI agent readability scanner — point it at any public URL and…
81
46153
oscarthedev15
A Model Context Protocol (MCP) server for interacting with the Sepolia Ethereum…
N/A N/A
46154
kruschdev
An advanced MCP server for reflective chain-of-thought with Semantic Plausibili…
46155
xiaobenyang-com
Extract and analyze images from files, links, and embedded images to understand…
N/A N/A 95
46156
Risedial
Dynamic AI persona management for Claude with file-based storage. Switch betwee…
N/A N/A
46157
sabbour
Exposes Agentweaver runs and outcomes as MCP tools for Claude Desktop and compa…
46158
littlebearapps
AI-powered WordPress management that enables creating and editing posts, pages,…
81
46159
swesmith-repos
MiniMax MCP Claim
Enables interaction with MiniMax AI APIs for text-to-speech, voice cloning, vid…
81
46160
closermethod
Provides structured templates for security questionnaires, RFP responses, and c…
46161
upriver-ai
upriver Claim
Know what's gaining traction online: breakout topics in tech, sports & politics…
46162
ageborn-dev
Enables AI agents to manage Vapi Voice AI platform resources such as assistants…
46163
mrosata
codetex-mcp Claim
A commit-aware code context manager for LLMs that indexes Git repositories into…
N/A N/A
46164
sheiscypher
Passive website security and trust auditor that checks for security, SEO, AI su…
81
46165
SGudbrandsson
A unified MCP gateway that reduces context token usage by exposing all services…
46166
ShubhamDbug
Excel MCP Claim
Enables AI clients to read, write, and manage Excel workbooks (.xlsx/.xlsm) dir…
N/A N/A
46167
nassie256
Local Windows ambient context (presence, foreground app, battery) as privacy-ga…
N/A N/A
46168
sandeepmallareddy
A Model Context Protocol server that enables Claude to fully manage Google Cale…
N/A N/A
46169
lilycip
obra-cfo Claim
Local-first MCP that runs an investment committee on your pitch and scores fund…
N/A N/A
46170
agentveil-protocol
Trust, identity, and reputation infrastructure for AI agents. Register agents w…
46171
shyn-labs
shyn Claim
Local-first ambient memory for your Mac — pages, meetings, notes, encrypted on-…
N/A N/A
46172
lestercoyoyjr
Centralaizer Claim
A local-first, privacy-preserving centralized memory hub for AI agents — MCP-co…
N/A N/A
46173
tailor-platform
MCP server for managing Tailor Platform resources via tools like create, update…
46174
DevSkillsIT
Enables AI assistants to interact with Veeam Backup & Replication infrastructur…
N/A N/A
46175
ricardodeazambuja
A universal browser automation MCP server using Playwright, enabling programmat…
N/A N/A
46176
cachly-dev
mcp-server Claim
AI dev brain: persistent memory, lessons, semantic search for Claude, Cursor, C…
N/A N/A 95
46177
adibhattar95
A lightweight, plugin-based MCP server for trading and fund analysis using Upst…
N/A N/A
46178
MorganFisher2007
Noemic Claim
Someone to talk to, for your user: coaches, mentors, accountability partners. F…
46179
nodejsmcp Claim 1
A Forgejo MCP Server
N/A N/A 76
46180
gunvertugberk
A powerful MCP server for Microsoft SQL Server that connects AI assistants dire…
46181
Obi49
colber-mcp Claim
Trust + coordination infrastructure for the agent economy. 27 tools across 6 Co…
N/A N/A
46182
smartmemory
Stratum MCP Claim
Structured execution for coding agents: contracts, postconditions, gates, guard…
N/A N/A
46183
Elizabeth1979
An accessibility expert MCP server that provides AI coding assistants with real…
N/A N/A
46184
im-voracity
A Python MCP server for Metabase that enables AI assistants to query databases,…
N/A N/A
46185
NORTHTEKDevs
Praxis Claim
Gives AI assistants a reliable memory for proven, verified skills, enabling the…
N/A N/A
46186
calebe
Bardo Claim
An identity & continuity platform for AI agents.
46187
Atypical-Consulting
RoselineMCP Claim
MCP server for C# code analysis and automated fixing using Roslyn analyzers and…
N/A N/A
46188
NLACE-COM
Enables searching products, comparing prices, and building optimal shopping lis…
N/A N/A
46189
Yossof0
Exposes a word combination engine with tools to generate permutations and check…
46190
lingochunk
Turns a coding agent into a language tutor grounded in your LingoChunk listenin…
46191
rashmi-star
Enables playing and controlling full music tracks from Audius with an inline vi…
N/A N/A
46192
SourireConcept
An enterprise-grade MCP server providing integrated system prompts and context …
81
46193
prmichaelsen
An MCP server that provides comprehensive event management and ticketing capabi…
N/A N/A
46194
CloneYourProj0
MCP server for Xiaohongshu automation, enabling feed browsing, search, note pub…
46195
junter1989k-ai
Turkey payments for AI agents — Turkish cards / taksit via iyzico. Never holds …
46196
Ramanand-tomar
Enables AI agents to create, edit, and export IEEE research papers as PDFs, wit…
46197
yuanlang12
MCP server integrating ClassIn API to let AI assistants manage users, courses, …
N/A N/A
46198
van-reflect
Privacy-first AI memory system with MCP server for managing user-authored memor…
46199
Veedubin
Local-first semantic memory server with project indexing for AI assistants. It …
N/A N/A
46200
CSOAI-ORG
license-checker-ai-mcp MCP server by MEOK AI Labs
N/A N/A
Showing 46151–46200 of 67197 servers
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