MCP Server Quality Scores

Independent quality analysis of 44440 public MCP servers

44440
Discovered
29486
Scored
2111
Verified
16952
Complete

Last updated 1 hour, 25 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
44201
kirvigen
Unofficial Notion server via the private API (token_v2): full read/write across…
N/A N/A
44202
InfoseekAI
Search Google, Skyscanner, Skiplagged, Booking.com in real time. Get your API k…
81
44203
winccoa-tools-pack
A Model Context Protocol server that bridges AI assistants with WinCC OA projec…
N/A N/A
44204
guzus
Enables real-time search of X.com (Twitter) posts, users, threads, and trends v…
44205
dvcrn
Enables interaction with TripIt travel planning service, allowing users to mana…
44206
chat-prompt
Searches knowledge from the GPTers AI study community with filtering by date, a…
44207
yash194
Recall Claim
MCP server providing AI agents with a typed-edge graph memory layer that enable…
44208
anboyu-alt
Analyzes Korean DART (Financial Supervisory Service) public disclosures to dete…
44209
MCP-Mirror
Enables AI models to retrieve user geolocation information through EdgeOne Page…
81
44210
denio
test Claim
N/A N/A 95
44211
Jau-app
Provides persistent memory capabilities for AI assistants, enabling storage, re…
44212
qontinui
Enables AI to inspect and interact with UI elements, supporting control mode fo…
N/A N/A
44213
mailpal-com
Free email server for AI agents with hardware attestation, enabling agents to s…
44214
amahpour
Enables AI agents to interact with Arduino boards for compiling, uploading sket…
N/A N/A
44215
cod-api
Exposes REST API endpoints defined in an OpenAPI Specification as MCP tools, al…
44216
superradcompany
Connects AI agents to microsandbox for creating lightweight sandboxes, executin…
N/A N/A
44217
didengren
Provides semantic search and knowledge base management for the micro-app micro-…
N/A N/A
44218
aequitas-labs
matcha money Claim
Develop your ritual for financial wellness. Connect your accounts, automate yo…
81
44219
GonzaloRando03
MCP server for Redmine project management, enabling tools for managing projects…
44220
DottedSign-Official
A DottedSign MCP server that enables AI assistants (Claude, ChatGPT) to manage …
N/A N/A
44221
Ceki-me
Ceki Claim
Hire specialists by the hour — search, schedule, and pay via MCP protocol.
44222
sunhye
Get real-time weather conditions and short-term forecasts across Korea. Check t…
N/A N/A 95
44223
AlaeddineMessadi
A multimodal local memory MCP server that lets AI agents search across text, PD…
N/A N/A
44224
meimakes
pokeclaw Claim
Enables MCP clients to spawn and control Codex CLI and Claude Code sessions on …
44225
InfraMCP
MCP server for VMware vSphere infrastructure management, enabling VM operations…
N/A N/A
44226
retospect
precis-mcp Claim
A uniform API for agents to read, write, and search across papers, documents, c…
N/A N/A
44227
xiaobenyang-com
Generate cryptographically secure integers, floats, bytes, UUIDs, strings, bool…
N/A N/A 95
44228
markus
Convo Claim
Access your meeting transcripts, summaries, and action items from any AI assist…
81
44229
DrBaher
MCP server for compare-cli: contract version diff/redline and a drift gate as a…
N/A N/A
44230
freeplayai
freeplay-mcp Claim
Enables AI agents to interact with Freeplay, an ops platform for AI engineering…
44231
bakissation
Gives MCP clients access to Google Workspace (Gmail, Drive, Calendar, Sheets, D…
N/A N/A
44232
nicolasramos
odooclaw-mcp Claim
MCP server for Odoo 18 that provides 85 tools for CRUD operations, business act…
44233
Project-Navi
Open-source AI code review MCP server for local git diff auditing with determin…
44234
jianlins
An MCP server that provides full-text search over documentation using Whoosh, e…
N/A N/A
44235
drawio
Draw.io Claim
Generates and displays interactive diagrams to visualize complex systems and wo…
81
44236
wyre-technology
MCP server for SpamTitan email security — manage quarantine, allowlists, blockl…
44237
eibrahim
Read-only Mac mini AI operator setup offer with queue, pricing, and buyer-route…
44238
bitranox
glintefy Claim
Provides comprehensive code quality analysis and automated fixing, available as…
N/A N/A
44239
kky42
codex-as-mcp Claim
Delegates work from MCP clients (like Claude Code) to the Codex CLI, allowing s…
N/A N/A
44240
tobyandrews1985
Basketeer Claim
Personal UK Tesco grocery account over MCP: search, basket, slots, orders, and …
N/A N/A
44241
clauxel
A paid remote MCP for OpenAI Codex memory MCP, built to return verdicts, receip…
44242
negillett
AllocContext Claim
Portfolio-aware crypto context for AI agents. Discover holdings, market, sentim…
44243
erikrubstein
monarch-mcp2 Claim
Unofficial MCP server for Monarch Money that exposes tools for managing account…
44244
JeromyJSmith
Enables Claude to interact with cognee for cognitive augmentation, supporting l…
N/A N/A
44245
aby0
A 4-stage reading companion that helps users set reading goals, discover books,…
N/A N/A
44246
aerovfx
Colab MCP Claim 1
An MCP server that bridges local AI agents to Google Colab notebooks, enabling …
N/A N/A 95
44247
dgtalquantumleap-ai
Reddit and Nairaland keyword monitoring with AI reply drafts.
N/A N/A 83
44248
xtdexw
Logo MCP Claim
An intelligent website logo extraction system built on the Model Context Protoc…
81
44249
simplifyaimm
A production-style MCP server that lets Claude Desktop search your local docume…
N/A N/A
44250
0xCJT
A local-first personal AI agent infrastructure that extends Claude Desktop with…
N/A N/A
Showing 44201–44250 of 44440 servers
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