MCP Server Quality Scores

Independent quality analysis of 41393 public MCP servers

41393
Discovered
29285
Scored
2096
Verified
16952
Complete

Last updated 38 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
36651
aurekai
aurekai-mcp Claim
Aurekai MCP server for akai doctor, manifests, artifacts, feature queries, and …
N/A N/A
36652
JoeMoCode
Enables Claude to search and retrieve Magic: The Gathering card details, prices…
36653
rayss868
TermSSH MCP Claim
Terminal-first SSH access for MCP clients and AI agents, enabling interactive r…
36654
rygwdn
Enables AI assistants to access and interact with macOS Calendar.app events and…
N/A N/A
36655
ihiteshgupta
Enables reading, sending, searching, and managing Gmail through Claude using th…
N/A N/A
36656
Nexisato
swanlab-mcp Claim
Enables read-only access to SwanLab workspaces, projects, runs, and metrics thr…
36657
tosin2013
MCP server for debugging pytest failures, allowing users to register test failu…
36658
lukleh
A secure MCP server providing read-only access to Argo CD instances using brows…
36659
louiscklaw
mcp-hko Claim
Provides access to Hong Kong Observatory weather data APIs, enabling retrieval …
36660
firekula
mcp-bridge Claim
MCP server for Cocos Creator that enables AI tools to automate scene editing, r…
N/A N/A
36661
OyaAIProd
Enables AI assistants to search and analyze vulnerabilities and exploits from m…
36662
catlog22
Integrates with Claude Code to execute AI-powered code analysis and workflow au…
N/A N/A
36663
Johnhyeon
StockLens Claim
Provides AI with real-time stock data from Naver Securities and Yahoo Finance v…
36664
CobraChickenAI
ideahub_mcp Claim
An MCP server for capturing and recalling ideas, designed for both agents and h…
N/A N/A
36665
rodaddy
ProxmoxMCP Claim
A Python-based MCP server for interacting with Proxmox hypervisors, enabling ma…
36666
ktmage
Enables AI assistants to manage Google Tasks (list, create, complete, delete ta…
N/A N/A
36667
kholodihor
Enables AI assistants to create, manage, and track projects with associated tod…
36668
veithly
climux Claim
Unified CLI multiplexer for AI coding agents, enabling orchestration of multipl…
N/A N/A
36669
shubham-01-star
A privacy-first memory layer for AI that securely bridges local knowledge with …
N/A N/A
36670
overlay-one
A Model Context Protocol server that enables AI assistants to manage Google Tas…
36671
Anakintano
figma-mcp Claim
Enables AI agents to read, inspect, and export Figma designs programmatically. …
36672
extinctsion
mcp-py-devto Claim
Enables interaction with dev.to platform through a message-based architecture, …
36673
ch1y1z1
Enables sending push notifications via Bark and PushDeer services, supporting m…
36674
hex
Enables management of TeamCity CI/CD operations through natural language comman…
36675
nokia
Enables AI agents to manage infrastructure through natural language queries to …
36676
Purple-Horizons
A self-hosted Sanity MCP server with full CRUD, atomic transactions, reference …
36677
Grifex-0
poly-git-mcp Claim
Unified MCP server for Git forge management across GitHub, GitLab, Gitea, and B…
N/A N/A
36678
cuongph-dev-work
jira-run-mcp Claim
An MCP server for Jira 8 that enables SSO-authenticated issue management, work …
N/A N/A
36679
ptbsare
Enables LLMs to read, send, and manage emails via POP3 and SMTP with TLS suppor…
36680
bilalrana344
ShaBaas Pay MCP lets AI agents securely create PayTo agreements, initiate payme…
81
36681
tbrennem-source
Provides access to San Francisco public permitting, business, and property data…
81
36682
mark-nelson
US drone airspace intelligence and mission planning. Query 11 FAA data layers, …
81
36683 N/A N/A 95
36684
PierrunoYT
Enables high-quality image generation with advanced text rendering and contextu…
81
36685
mcp-edu
mcp-server Claim
N/A N/A 95
36686 N/A N/A 95
36687
LeoKuPo
xugu-mcp Claim
A Model Context Protocol server for XuguDB with full DDL/DML support, multi-LLM…
36688
fastmcp-me
Enables querying event-driven architecture documentation including domains, ser…
36689
TusharKarkera22
RepoMap Claim
Provides AI assistants with a structured, token-efficient map of a codebase's s…
N/A N/A
36690
spectral-mcp
Spectral Claim
Spectral records HTTP traffic from apps, uses an LLM to understand API calls, a…
N/A N/A
36691
mova-compact
Thin MOVA MCP proxy for bindings, transport resolution, and upstream tools/call…
N/A N/A 70
36692
occirank
Enables SEO analysis by interacting with the Haloscan API, providing keyword re…
36693
jaey-p
An enhanced MCP server for Superthread with comprehensive CRUD operations and o…
36694
Imageomics
SongSage Claim
SongSage is a Model Context Protocol (MCP) server that connects BirdNET-Analyze…
N/A N/A
36695
fashionmascherine-svg
Convert PDFs to structured JSON. Extract invoices, bank statements, contracts, …
36696
owrede
vault-memory Claim
Local-first agentic knowledge layer over Obsidian notes, enabling MCP-aware age…
N/A N/A
36697
applehell
MCP server providing persistent, searchable memory management for AI workflows,…
36698
serversmx
alexa-mcp Claim
An MCP server that lets LLMs control Amazon Alexa devices, including announceme…
N/A N/A
36699
mpress001
Enables Claude Desktop to interact with Hacker News, fetching articles, searchi…
36700
flagify-com
UniMCPSim Claim
A universal MCP simulator that dynamically simulates API interfaces for various…
Showing 36651–36700 of 41393 servers
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