MCP Server Quality Scores

Independent quality analysis of 66484 public MCP servers

66484
Discovered
31813
Scored
2112
Verified
16953
Complete

Last updated 4 hours, 17 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
59151
Mallet-Dev
Enables AI agents to edit video using text-based proxies, motion graphics via H…
N/A N/A
59152
tmlksu
MCP server for structural editing of Jupyter notebook cells (list, read, insert…
N/A N/A
59153
antonio-mello-ai
mcp-slack Claim
Enables Slack integration with tools to list channels, read messages, and post …
N/A N/A
59154
brigsd
An MCP server that translates user messages from Portuguese to English and Clau…
N/A N/A
59155
yothunder
Enables browsing and preparing study materials from local documents (PDF, Markd…
N/A N/A
59156
pathrule
mcp Claim
AI coding context for Claude Code, Cursor, and Codex. Path-scoped team memories…
59157
VenkatAdena
Provides weather data including US alerts, US forecasts, and global 5-day forec…
59158
pipeworx-io
Access East Baton Rouge Parish open geospatial data (parcels, addresses, public…
59159
anshikasingh28072006
Enables offline multi-agent security orchestration by providing tools for netwo…
N/A N/A
59160
amamparo
ableton-mcp Claim
MCP server for controlling Ableton Live, enabling AI assistants to interact wit…
N/A N/A
59161
appNucleus
A FastMCP server providing web search, scraping, image extraction, and mail pla…
N/A N/A
59162
cyanheads
Search and fetch ~800K Federal Reserve economic time-series from the FRED API v…
N/A N/A
59163
zhouxiangjing
mcp-ssh Claim
MCP server for remote Linux/Unix server management via SSH, enabling command ex…
N/A N/A
59164
rens1215
A safe and bounded AI-agent security testing framework that enables authorized …
N/A N/A
59165
albert-mr
A comprehensive MCP server for generating sophisticated GenLayer Intelligent Co…
59166
cphoskins
MCP server for the Nimble CRM API, enabling management of contacts, deals, note…
59167
ModelBound
mind-mcp Claim
Exposes a .mind/ folder to MCP agents, enabling reading files, searching memory…
N/A N/A
59168
codemind-ai
CodeMind Claim
An AI Security Guardian MCP server that provides real-time vulnerability scanni…
N/A N/A
59169
qurihara
MCP server for Cosense (formerly Scrapbox) that enables page creation, editing,…
59170
KleirRampage45
hydra-bridge Claim
Enables AI agents to control Hydra Launcher programmatically — search games, ma…
N/A N/A
59171
pavex
Enables token-efficient web reading and HTTP requests for MCP agents, with tool…
59172
AiAgentKarl
Tracks and analyzes AI agent tool calls with event logging, dashboard, per-tool…
59173
wimi321
A standalone MCP server for Windows desktop control, enabling screenshots, mous…
N/A N/A
59174
Eklps
Allows AI assistants to deploy static frontend directories to Surge.sh via a si…
N/A N/A
59175
ebursztein
sprinty Claim
A disciplined-sprint MCP server for AI coding agents, providing structured spri…
N/A N/A
59176
mcp-tool-shop-org
A text-to-speech MCP server with 48 voices across 9 languages, supporting emoti…
N/A N/A
59177
goofun
MCP server that exposes Volcengine OpenAPI as tools, enabling AI agents to inte…
59178
afshinator
An MCP server to search for (free) stock images and videos from pexels.com.
59179
EpleCheck
Enables AI agents to manage git-backed website content through natural language…
59180
SaeMind
Exposes four CMS public datasets as callable tools in Claude conversations, ena…
N/A N/A
59181
agentic-pantheon
Self-hosted MCP server enabling AI agents to manage EVM wallets, check balances…
N/A N/A
59182
DaisukeHori
Enables printing of Yamato B2 Cloud shipping label PDFs to a thermal label prin…
N/A N/A
59183
99rig
A Django MCP server that exposes tools and resources to AI agents using simple …
59184
FLASK-LLNL
FLASK-tools Claim
Provides a collection of MCP servers for computational chemistry tasks includin…
N/A N/A
59185
deivit24
A learning project that wraps a FastAPI app with endpoints for random facts and…
59186
PDF Kit Claim 1
AI-powered PDF tools: fill forms, merge, extract data, and split PDFs
N/A N/A 81
59187 N/A N/A 95
59188
shayanline
msloop-mcp Claim
MCP server that provides read access to Microsoft Loop workspaces and pages by …
N/A N/A
59189
cosjef
Provides conversational access to Keepa's product and sales data for product re…
59190
criblio
A Model Context Protocol server for Confluence Cloud that aggressively trims AP…
59191
engineersonal
Exposes Panaya REST APIs as MCP tools for managing entities like projects, requ…
N/A N/A
59192
UnCooe
Enables AI agents to investigate backend incidents by executing runbooks that g…
59193
ajaleelp
MCP server for a World Cup 2026 prediction game assistant, providing tools for …
N/A N/A
59194
grynn-in
konsol-mcp Claim
MCP server for configuring the konsol Frappe app via the CLI. Enables AI client…
59195
beardfaceguy
codeJung-mcp Claim
MCP server that exposes the self-hosted codeJung code-review service as tools, …
N/A N/A
59196
mrmaciej1
Fill any PDF form with AI agents — ML field detection on scans, visual review l…
N/A N/A
59197
RomiconEZ
Enables automated LLM red teaming by submitting asynchronous test runs, retriev…
59198
HAPPYS1NGH
A Model Context Protocol (MCP) server that provides onchain tools for AI applic…
59199
florian-priegnitz
A-Eyes Claim
MCP server enabling Claude Code to capture screenshots of Windows applications …
N/A N/A
59200
trosinde
Enables AI assistants to interact with Azure DevOps projects, including work it…
N/A N/A
Showing 59151–59200 of 66484 servers