MCP Server Quality Scores

Independent quality analysis of 69199 public MCP servers

69199
Discovered
→
33895
Scored
→
2112
Verified
→
16953
Complete

Last updated 24 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
50151
TencentCloudBase
One-stop backend services for WeChat Mini-Programs and full-stack apps. Provide…
— ○ ⏳ — — — — 81 —
50152
Aishu2508
Multi-user Gmail MCP server that enables sending/receiving emails, managing acc…
— ○ ⏳ — — — — — —
50153
eduard256
MCP server for Ozon marketplace that enables AI assistants to search products, …
— ○ ⏳ — — — — — —
50154
8bitsats
A Node.js-based server that integrates with the xAI Grok API to provide AI-driv…
— ○ ⏳ — — — — 81 —
50155
xinhuagu
agent-wiki Claim
An MCP server that enables AI agents to compile, refine, and interlink knowledg…
— ○ ⏳ — N/A N/A — — —
50156
lord-dubious
Enables AI agents to manage WooCommerce stores, including products, orders, cus…
— ○ ⏳ — — — — — —
50157
nadohq
nado-mcp Claim
MCP server for the Nado Protocol on the Ink blockchain, enabling AI assistants …
— ○ ⏳ — N/A N/A — — —
50158
gitRedDev
apigee-mcp Claim
Exposes Apigee X / GCP Management API operations as tools, enabling management …
— ○ ⏳ — — — — — —
50159
pnmcguire480
Cairntir Claim
A local-first, open-source memory system for Claude Code that eliminates cross-…
— ○ ⏳ — N/A N/A — — —
50160
mr.slametrivai
slametrivai Claim
— ○ ⏳ — N/A N/A — 95 —
50161
strzhao
MCP server for managing personal assets (images, files) in Vercel Blob storage,…
— ○ ⏳ — — — — — —
50162
alongkornonline2019
Forge Engine Claim
Design spec + milestones AI coding agents read before building; drift flagged, …
— ○ ⏳ — — — — — —
50163
arsols-labs
MCP server for Forward Email that provides tools to manage email inbox, send ma…
— ○ ⏳ — — — — — —
50164
pipeworx-io
Enables AI agents to query Edmonton's open data portal via the Socrata SODA API…
— ○ ⏳ — — — — — —
50165
rusty4444
shiori-mcp Claim
Enables interaction with Shiori, a self-hosted bookmark and read-it-later manag…
— ○ ⏳ — — — — — —
50166
saopack
DB-MCP Claim
Multi-database SQL validation service with Docker containerization, supporting …
— ○ ⏳ — N/A N/A — — —
50167
aistripes
framebench Claim
Estimated game fps for any GPU or Apple Silicon chip, with the limiter and twea…
— ○ ⏳ — — — — — —
50168
zaakirio
Bellows Claim
Manages a local fleet of llama.cpp GGUF models, enabling AI agents to discover,…
— ○ ⏳ — N/A N/A — — —
50169
cygkichi
MCP server for accessing Japanese government statistics portal 'e-Stat' API, en…
— ○ ⏳ — — — — — —
50170
IsacGama
Enables publishing, updating, and sharing HTML artifacts with strict security i…
— ○ ⏳ — — — — — —
50171
dorkian
Enables git-based version control for n8n workflows with automatic credential r…
— ○ ⏳ — — — — — —
50172
ggilligan12
kibana-mcp Claim
Enables AI assistants to manage Kibana security alerts, rules, and exception li…
— ○ ⏳ — N/A N/A — — —
50173
fernikolic
clawdentials Claim
Trust layer for AI agent commerce — escrow-protected payments, verifiable reput…
— ○ ⏳ — — — — 81 —
50174
runapi-ai
imagen-4-mcp Claim
RunAPI MCP server for the Imagen 4 model line. Create tasks, poll their status,…
— ○ ⏳ — — — — — —
50175
borishalachev1
Nexus MCP Claim
MCP server with X402 payment integration, enabling AI agents to access paid too…
— ○ ⏳ — N/A N/A — — —
50176
withakay
This is a Model Context Protocol (MCP) server that allows AI assistants to inte…
— ○ ⏳ — N/A N/A — — —
50177
Evil-Bane
eyebrowse Claim
Stealthy, LLM-drivable browser engine — a Python library + 85-tool MCP server o…
— ○ ⏳ — N/A N/A — — —
50178
yigitkonur
mcp-parasut Claim
MCP server for Parasut Turkish accounting platform, enabling management of invo…
— ○ ⏳ — N/A N/A — — —
50179
GeekMai90
Agent-friendly CLI and MCP server for TickTick and Dida365 task management APIs…
— ○ ⏳ — — — — — —
50180
toutcreer
FINOPTIMA Claim
AI trading agent: multi-pool AMM, 4 strategies, marketplace, copy trading. 35 t…
— ○ ⏳ — N/A N/A — 83 —
50181
robgrappler
An MCP server that analyzes your unique Twitter voice to generate, manage, and …
— ○ ⏳ — — — — 81 —
50182
hughedward
Provides complete browser automation capabilities for AI agents via 44 tools, i…
— ○ ⏳ — N/A N/A — — —
50183
UVU-Store
A Model Context Protocol server that provides comprehensive access to the Shopi…
— ○ ⏳ — — — — — —
50184
uppinote20
ghost-mcp Claim
MCP server for managing Ghost blogs from AI coding editors. Create, edit, publi…
— ○ ⏳ — N/A N/A — — —
50185
olojiang
Enables interactive feedback sessions in Cursor with support for multiple chat …
— ○ ⏳ — N/A N/A — — —
50186
caikiji
mcp-ssh Claim
MCP server for SSH remote execution, file transfer, and file editing with autom…
— ○ ⏳ — — — — — —
50187
drapon
Enables parsing of PSD files and extraction of layer information, design tokens…
— ○ ⏳ — N/A N/A — — —
50188
arnavranjan005
Socket.IO-style telemetry for MCP servers. Instrument a tool call with a few li…
— ○ ⏳ — N/A N/A — — —
50189
counterpoint-studio
Inspect local audio files — playback, metadata, loudness, spectrogram.
— ○ ⏳ — N/A N/A — — —
50190
joe-watkins
Provides accessibility acceptance criteria for 51 web and 42 native components …
— ○ ⏳ — — — — 81 —
50191
cshara1
Enables AI agents to safely and structurally edit Jupyter Notebook (.ipynb) fil…
— ○ ⏳ — N/A N/A — — —
50192
Perseus-Computing-LLC
Brings live project context into Slack via MCP, enabling developer teams to che…
— ○ ⏳ — — — — — —
50193
Xiao-rx
An MCP server that enables AI agents to directly manage GitHub repositories, in…
— ○ ⏳ — N/A N/A — — —
50194
husw725
API to MCP Claim
Converts any REST API endpoints into MCP tools, enabling AI clients like Cursor…
— ○ ⏳ — N/A N/A — — —
50195
stellarpunk
Control telescopes, cameras, and focusers with AI through natural language, usi…
— ○ ⏳ — — — — — —
50196
AliProgrammin
MCP server that lets AI agents call APIs without ever seeing the credentials, u…
— ○ ⏳ — N/A N/A — — —
50197
Sayali467
Enables interaction with Gmail and Google Docs via MCP, including email search,…
— ○ ⏳ — — — — 81 —
50198
vinkius-labs
The official Model Context Protocol adapter for Salesforce Commerce Cloud (B2C)…
— ○ ⏳ — — — — — —
50199
philipp-mlr
monica-mcp Claim
MCP server for Monica CRM providing 29 tools to manage contacts, activities, no…
— ○ ⏳ — — — — — —
50200
cyanheads
Fleet discovery for the cyanheads MCP ecosystem — semantic search + install sni…
— ○ ⏳ — — — — — —
Showing 50151–50200 of 69199 servers