MCP Server Quality Scores

Independent quality analysis of 66518 public MCP servers

66518
Discovered
31827
Scored
2112
Verified
16953
Complete

Last updated 7 hours, 10 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
48851
thebigredgeek
Enables natural language control of Spotify, including search, playback, and de…
48852
hbui290
Crawl and archive VOZ threads, with search and summarization capabilities for A…
N/A N/A
48853
yashhsm
hip4-mcp Claim
Provides read-only tools for discovering, analyzing, and monitoring Hyperliquid…
48854
APonkratov
MCP server for Yandex Tracker API.
N/A N/A
48855
AlexHramovich
A Model Context Protocol (MCP) server that enables Claude Desktop to interact w…
N/A N/A
48856
ia23a-lachnita
ui-diff-mcp Claim
Enables comparison of mobile app screenshots against design mockups, with Calor…
48857
daniloneto
MCP server for Bitbucket Cloud, focused on pull-request review workflows
48858
kooetimu1999
fdd Claim
N/A N/A 95
48859
ucsdsu
Enables AI assistants to create, manage, and discover family gift registries. U…
N/A N/A
48860
merciless-artist
else_when Claim
N/A N/A 95
48861
GenAICPA
A Model Context Protocol server that provides access to the GLEIF REST API for …
48862
kimkun07-k
Controls Visual Studio 2022 through MCP using COM/DTE automation, enabling file…
N/A N/A
48863
k-l-lambda
An MCP server that reads decrypted cookies from a running Chrome instance via t…
N/A N/A
48864
praveendhra
Enables AI assistants to perform DevOps tasks including Kubernetes management, …
48865
a-g-e-n-t-s
Comprehensive quest orchestration system with KĀDI broker integration, multi-ch…
48866
Casperjuel
aula-mcp Claim
This server enables MCP clients (LLMs) to access data from the Danish school pl…
48867
a-g-e-n-t-s
A secure and scalable Git MCP server giving AI agents powerful version control …
48868
florinel-chis
gomag-mcp Claim
A Model Context Protocol server for the Gomag Public API that provides 48 typed…
48869
baixinyao2011-beep
Local management console and permission wrapper for integrating Google Search C…
N/A N/A
48870
IQAIcom
Enables AI agents to discover and analyze prediction markets, execute trades, a…
48871
sikienzl
Self-hosted MCP server using Ollama for local AI-powered code analysis, refacto…
N/A N/A
48872
aanandharuban
Enables AI agents to create and edit Zoho Analytics chart reports, run SQL quer…
48873
walac
perf-mcp Claim
Enables LLMs to analyze Linux perf data files using 26 perf analysis commands, …
N/A N/A
48874
King-Proplan
ProPlan Claim
MCP server for project planning inside Claude. It tracks progress, knows your c…
48875
bluemot
CRAG-MCP Claim
A Model Context Protocol server that builds and queries a config-aware code gra…
N/A N/A
48876
emaland
Enables AI assistants like Claude to search and retrieve technical documentatio…
N/A N/A
48877
erikzrekz
Enables AI assistants to control a browser for web automation tasks like naviga…
N/A N/A
48878
MCP server providing personalized greetings with AI-powered tools using Spring …
N/A N/A 81
48879
entityadam
ComfyUI MCP Claim
Generate and manage ComfyUI media through the Model Context Protocol.
N/A N/A
48880
microsoft
windows_mcp Claim
N/A N/A 95
48881
justinlime
Easy MCP RAG Claim
An MCP server for RAG using Qdrant that automatically indexes documents from di…
48882
pipeworx-io
Provides computed (DFT) materials structures and thermodynamic properties throu…
48883
jimiaki7
aster-guard Claim
Enables scanning MCP server configurations for security risks like prompt injec…
N/A N/A
48884
vladimir
software3 Claim
N/A N/A 95
48885
atfinke
Unofficial MCP server for Eight Sleep, reverse-engineered from observed mobile …
N/A N/A
48886
baobab-tech
Enables AI assistants to search, explore, and query Calgary's open data portal …
N/A N/A
48887
hichammoods
Generates frontend UI code from text descriptions, screenshots, or iterative re…
N/A N/A
48888
codewithabdulrahman
Enables AI-powered YouTube content management using Claude Code to orchestrate …
N/A N/A
48889
Artoxem
A full-featured Model Context Protocol server that gives AI assistants real-tim…
N/A N/A
48890
silverze
nutstore-mcp Claim
MCP server for Nutstore cloud storage, enabling AI assistants to manage files v…
N/A N/A
48891
vinay1359
Dual-mode tool server for controlling Spotify through terminal or AI assistants…
48892
gregorizeidler
Enables natural language queries for Porto Alegre's public transport system, in…
N/A N/A
48893
portertech
Enables AI assistants to manage LM Studio models, including listing, loading, a…
48894
topvisor
MCP server for desktop notifications over stdio
N/A N/A 95
48895
thomenz
soldefi-mcp Claim
Paid access to Solana DeFi risk intelligence — rug/honeypot scans, liquidity-po…
48896
atk1-eng
weather Claim 1
An MCP server for weather information.
N/A N/A 95
48897
WINGFO-HQ
Provides LLMs with real-time access to Solana blockchain data through Solscan A…
48898
Brand-System
Make your brand machine-readable. Extract identity from any website into tokens…
N/A N/A 95
48899
CSOAI-ORG
AI-assisted COBOL to modern stack bridge that parses COBOL programs, maps to Py…
48900 N/A N/A 95
Showing 48851–48900 of 66518 servers
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