MCP Server Quality Scores

Independent quality analysis of 66484 public MCP servers

66484
Discovered
31817
Scored
2112
Verified
16953
Complete

Last updated 1 hour, 25 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
58901
ToDealMarket
Enables AI agents to perform local session-state checks for TDM, helping decide…
N/A N/A
58902
RimeetMavani
A system integrating two independent MCP servers for Google Calendar and Google…
58903
ProsodyAI
Exposes ProsodyAI documentation, SDK references, REST API reference (OpenAPI), …
58904
Mallet-Dev
Enables AI agents to edit video using text-based proxies, motion graphics via H…
N/A N/A
58905
tmlksu
MCP server for structural editing of Jupyter notebook cells (list, read, insert…
N/A N/A
58906
antonio-mello-ai
mcp-slack Claim
Enables Slack integration with tools to list channels, read messages, and post …
N/A N/A
58907
brigsd
An MCP server that translates user messages from Portuguese to English and Clau…
N/A N/A
58908
yothunder
Enables browsing and preparing study materials from local documents (PDF, Markd…
N/A N/A
58909
pathrule
mcp Claim
AI coding context for Claude Code, Cursor, and Codex. Path-scoped team memories…
58910
VenkatAdena
Provides weather data including US alerts, US forecasts, and global 5-day forec…
58911
pipeworx-io
Access East Baton Rouge Parish open geospatial data (parcels, addresses, public…
58912
anshikasingh28072006
Enables offline multi-agent security orchestration by providing tools for netwo…
N/A N/A
58913
amamparo
ableton-mcp Claim
MCP server for controlling Ableton Live, enabling AI assistants to interact wit…
N/A N/A
58914
appNucleus
A FastMCP server providing web search, scraping, image extraction, and mail pla…
N/A N/A
58915
cyanheads
Search and fetch ~800K Federal Reserve economic time-series from the FRED API v…
N/A N/A
58916
zhouxiangjing
mcp-ssh Claim
MCP server for remote Linux/Unix server management via SSH, enabling command ex…
N/A N/A
58917
rens1215
A safe and bounded AI-agent security testing framework that enables authorized …
N/A N/A
58918
albert-mr
A comprehensive MCP server for generating sophisticated GenLayer Intelligent Co…
58919
cphoskins
MCP server for the Nimble CRM API, enabling management of contacts, deals, note…
58920
ModelBound
mind-mcp Claim
Exposes a .mind/ folder to MCP agents, enabling reading files, searching memory…
N/A N/A
58921
codemind-ai
CodeMind Claim
An AI Security Guardian MCP server that provides real-time vulnerability scanni…
N/A N/A
58922
qurihara
MCP server for Cosense (formerly Scrapbox) that enables page creation, editing,…
58923
KleirRampage45
hydra-bridge Claim
Enables AI agents to control Hydra Launcher programmatically — search games, ma…
N/A N/A
58924
pavex
Enables token-efficient web reading and HTTP requests for MCP agents, with tool…
58925
AiAgentKarl
Tracks and analyzes AI agent tool calls with event logging, dashboard, per-tool…
58926
wimi321
A standalone MCP server for Windows desktop control, enabling screenshots, mous…
N/A N/A
58927
Eklps
Allows AI assistants to deploy static frontend directories to Surge.sh via a si…
N/A N/A
58928
ebursztein
sprinty Claim
A disciplined-sprint MCP server for AI coding agents, providing structured spri…
N/A N/A
58929
mcp-tool-shop-org
A text-to-speech MCP server with 48 voices across 9 languages, supporting emoti…
N/A N/A
58930
goofun
MCP server that exposes Volcengine OpenAPI as tools, enabling AI agents to inte…
58931
afshinator
An MCP server to search for (free) stock images and videos from pexels.com.
58932
EpleCheck
Enables AI agents to manage git-backed website content through natural language…
58933
SaeMind
Exposes four CMS public datasets as callable tools in Claude conversations, ena…
N/A N/A
58934
agentic-pantheon
Self-hosted MCP server enabling AI agents to manage EVM wallets, check balances…
N/A N/A
58935
DaisukeHori
Enables printing of Yamato B2 Cloud shipping label PDFs to a thermal label prin…
N/A N/A
58936
99rig
A Django MCP server that exposes tools and resources to AI agents using simple …
58937
FLASK-LLNL
FLASK-tools Claim
Provides a collection of MCP servers for computational chemistry tasks includin…
N/A N/A
58938
deivit24
A learning project that wraps a FastAPI app with endpoints for random facts and…
58939
PDF Kit Claim 1
AI-powered PDF tools: fill forms, merge, extract data, and split PDFs
N/A N/A 81
58940 N/A N/A 95
58941
shayanline
msloop-mcp Claim
MCP server that provides read access to Microsoft Loop workspaces and pages by …
N/A N/A
58942
cosjef
Provides conversational access to Keepa's product and sales data for product re…
58943
criblio
A Model Context Protocol server for Confluence Cloud that aggressively trims AP…
58944
engineersonal
Exposes Panaya REST APIs as MCP tools for managing entities like projects, requ…
N/A N/A
58945
UnCooe
Enables AI agents to investigate backend incidents by executing runbooks that g…
58946
ajaleelp
MCP server for a World Cup 2026 prediction game assistant, providing tools for …
N/A N/A
58947
grynn-in
konsol-mcp Claim
MCP server for configuring the konsol Frappe app via the CLI. Enables AI client…
58948
beardfaceguy
codeJung-mcp Claim
MCP server that exposes the self-hosted codeJung code-review service as tools, …
N/A N/A
58949
mrmaciej1
Fill any PDF form with AI agents — ML field detection on scans, visual review l…
N/A N/A
58950
RomiconEZ
Enables automated LLM red teaming by submitting asynchronous test runs, retriev…
Showing 58901–58950 of 66484 servers