MCP Server Quality Scores

Independent quality analysis of 67291 public MCP servers

67291
Discovered
32351
Scored
2112
Verified
16953
Complete

Last updated 2 hours, 11 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
64851
miharu8686
An MCP server that enables code review by having two LLMs (Claude and GPT-4o) i…
N/A N/A
64852
ruimluis
Tend Claim
Your own network — goals, commitments and interaction history — read-only, from…
64853
8bitsats
A Node.js-based server that integrates with the xAI Grok API to provide AI-driv…
81
64854
k-schmidt
Enables building and uploading structured workouts to Garmin Connect using YAML…
64855
CSOAI-ORG
cybersecurity-ai-mcp MCP server by MEOK AI Labs
N/A N/A
64856
leocaogit
An MCP server that connects to SAP ERP systems via RFC to perform native ABAP s…
N/A N/A
64857
matheusfillipe
ircv3-mcp Claim
An IRCv3 MCP server that enables agents to act as a mini IRC client: read chann…
64858
OdinBot33
AI Agent Astrology — natal charts, transits, cosmic weather, and forecasts for …
N/A N/A 95
64859
berlinbra
A Model Context Protocol (MCP) server that provides access to global news artic…
64860
sidart10
Connects AI assistants to Submagic's video editing API for creating viral short…
64861
ayggdrasil
MCP server for spread-only options execution on Base L2, enabling AI agents to …
N/A N/A
64862
pavex
A persistent graph-database memory server for Claude and other LLM agents, buil…
N/A N/A
64863
amerhhh
Enables workout tracking and coaching within Claude conversations, managing exe…
64864
dandyer
Jobkeepr Claim
Manage jobs, customers, scheduling, estimates and invoices for a field service …
64865
saybil-lab
LinkedIn outreach MCP server — 19 tools for AI agents to prospect, sequence, an…
64866
cap5192
mcpmeraki Claim
N/A N/A 95
64867
MisunK
A Model Context Protocol server that enables creating, editing, and manipulatin…
N/A N/A
64868
SystemCraftsman
Command Line Interface for the Strimzi Kafka Operator
N/A N/A
64869
aykansal
Enables generating presentations, creating from templates, and managing Gamma r…
64870
mubashir1osmani
nasa-ads-mcp Claim
MCP server for the NASA Astrophysics Data System (ADS) enabling searches, paper…
64871
lomartins
Cadence Claim
Detects your work mode and plays Spotify music matched to the task, learning yo…
N/A N/A
64872
Trade-Agent
Trade stocks and crypto on common brokerages (Robinhood, E*Trade, Coinbase, Kra…
81
64873
r0x0d
MCP server for academic research using the OpenAlex API, enabling article searc…
64874
Sebastien-VZN
axomind-mcp Claim
MCP server for Axomind — enables AI assistants to manage activities, mindmaps, …
64875
Cosmicjedi
Enables remote Windows server administration and troubleshooting via WinRM and …
N/A N/A
64876
pmboxbiz
mcp-ssh-live Claim
Interactive, streaming SSH tool for LLM agents that enables spawning long-runni…
N/A N/A
64877
graywrk
Agent Kanban Claim
An AI-native kanban board MCP server where agents pull tasks via the Model Cont…
64878
daviddme
Enables querying U.S. politician stock trades from public disclosures, running …
N/A N/A
64879
datamammoth
A Model Context Protocol (MCP) server that lets AI assistants manage DataMammot…
64880
CerevoxAI
Model Context Protocol server for Cerevox AI that exposes document parsing (Lex…
64881
CarbonCashmere
Crypto intelligence MCP: 104 tools for market data, ML signals, on-chain analyt…
64882
kyo504
krx-cli Claim
Enables AI agents to query real-time and historical Korean stock market data fr…
64883
weeebdev
beszel-mcp Claim
MCP server for Beszel system monitoring that provides tools to list systems, co…
64884
keioseung
DART API를 활용하여 다중 기업의 재무제표 정보를 분석하고 시각화하는 서버로, 매출액, 당기순이익, 총자산 등 다양한 재무 지표를 차트와…
81
64885
andrewnakas
mcp Claim
Send, list, and delete file transfers via DropWarp and get a shareable download…
N/A N/A
64886
fastmcp-me
Provides SQL access to the ANSES Ciqual French food composition database, enabl…
N/A N/A
64887
Local-first security check for AI coding agents: secrets, .env exposure, git-hi…
N/A N/A 81
64888
Rentapad
Analyze images and videos by providing URLs or local file paths. Gain insights …
N/A N/A 95
64889
ebartan
Provide a scaffold for building MCP servers with ease. Accelerate development b…
N/A N/A 95
64890
quinnbmay
apple-mcp Claim
N/A N/A 95
64891
lekt9
Enables AI agents to manage documents and collections in Outline wiki through n…
81
64892
rozbijbank
Rozbij Bank Claim
Compare personal and business bank accounts, savings, and deposits specifically…
81
64893
dschnurbusch
mattergate Claim
A self-hostable MCP permissions gateway for legal-tech systems that connects le…
64894
VictorC55
MCP Demo Claim
A model-agnostic MCP server exposing example tools (add1, multiply2, greet) for…
64895
gatewaybuddy
Airlock Claim
A redaction engine and MCP server that scrubs sensitive identifiers (AWS keys, …
64896
trynullsec
Exposes Nullsec security tooling for scanning and explaining ZK circuits (Circo…
N/A N/A
64897
johnanleitner1
7,000+ live bookable slots across 20 suppliers in 28 cities and 15 countries — …
81
64898
fuahyo
MCP server for automating web scraper maintenance via browser inspection, selec…
N/A N/A
64899
srotzin
Broker-only credit/lending discovery shim for AI agents
64900
th1234th
MCP Server Claim
Enables natural language DevOps automation with Docker, Kubernetes, and AWS int…
Showing 64851–64900 of 67291 servers