MCP Server Quality Scores

Independent quality analysis of 67226 public MCP servers

67226
Discovered
32326
Scored
2112
Verified
16953
Complete

Last updated 48 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◐ Assessed Scores
19751
Pushks18
godot-mcp-pilot Claim 2
An MCP server that gives AI assistants direct control over Godot 4 game develop…
B 80 33 85 N/A N/A 53 95
19752
SerPepe
Ask Bera Claim
Ask Bera MCP is a powerful Model Context Protocol (MCP) server that gives AI ag…
B 80 33 96 N/A N/A 34 95
19753
TheMrGU
passoff Claim
Enables handoff of context between AI coding agents like Claude Code, Cursor, C…
B 80 33 78 N/A N/A 62 95
19754
06ketan
slideshot Claim
Convert HTML to PDF/PNG/WebP/PPTX slide carousels with 11 themes — for LinkedIn…
B 80 33 72 N/A N/A 72 95
19755
beeswaxpat
Parallel video rendering tools: detect GPU encoders, render, color grade, merge…
B 80 33 69 N/A N/A 78 95
19756
marttinm
windows-terminal-mcp Claim 1
MCP server allowing LLMs to execute commands on Windows terminals, including lo…
B 80 33 90 N/A N/A 45 95
19757
camgitt
memoir Claim
Persistent memory for AI coding tools via MCP. Remembers across sessions and ma…
B 80 33 72 N/A N/A 74 95
19758
tacticlaunch
mcp-linear Claim
Integrates with Linear project management system
B 80 44 94 65 75 83
19759
sweir1
obsidian-brain Claim 1
A standalone Node MCP server that provides semantic search, knowledge graph, an…
B 80 33 76 N/A N/A 83 83
19760
Geralt1983
Integrates ClickUp project management with AI applications, enabling task manag…
B 80 44 100 66 66 81
19761
dend
A Three.js MCP server for designing 3D brick constructions, enabling AI or inte…
B 79 33 74 65 95
19762
Paretofilm
An MCP server that provides comprehensive access to AWS Amplify Gen 2 Next.js d…
B 79 33 85 N/A N/A 48 95
19763
madamak
Enables inspection and management of Apache Airflow DAGs, runs, and logs across…
B 79 44 82 71 79 83
19764
ShipItAndPray
mcp-turboquant Claim 1
LLM quantization via tool call. Convert models to GGUF, GPTQ, and AWQ formats. …
B 79 33 78 N/A N/A 60 95
19765
Beever-AI
beever-atlas Claim
Open-source LLM knowledge base: team chat into a typed knowledge graph and auto…
B 79 33 62 N/A N/A 86 95
19766
Alejandro-M-P
git-courer Claim
Full git MCP server for LLM agents — 17 tools, AST annotator, auto-backups, rea…
B 79 33 60 N/A N/A 90 95
19767
MukundaKatta
agentvet Claim 1
Validate tool-call args before execution. Returns LLM-friendly retry hints.
B 79 33 84 N/A N/A 50 95
19768
rxolve
artscii Claim
ASCII art & kaomoji for AI agents, CLI tools, and chatbots.
B 79 33 72 71 95
19769
spranab
saga-mcp Claim
A Jira-like project tracker for AI agents with full hierarchy (Projects > Epics…
B 79 43 90 58 N/A 75 90
19770
Robocular
spawnpay Claim
Crypto wallets, payments, and referral earnings for AI agents on Base L2
B 79 33 90 N/A N/A 55 83
19771
MetaBrain-Labs
MCP Server that transforms ComfyUI workflows into AI-callable tools for MCP Host
B 79 33 78 N/A N/A 61 95
19772
timmx7
acheron-mcp-server Claim
Cross-surface persistent memory for Claude. Bridges context between Claude Chat…
B 79 33 78 N/A N/A 59 95
19773
Hybirdss
smartest-tv Claim
Control any smart TV with natural language. Resolve Netflix/YouTube/Spotify and…
B 79 33 66 N/A N/A 81 95
19774
drhalto
agentmako Claim
Local-first codebase intelligence engine. Gives coding agents structured contex…
B 79 33 60 N/A N/A 89 95
19775
RiskThinking
Interact with climate metrics via Riskthinking.AI's CDT Express API in supporte…
B 79 33 68 N/A N/A 75 95
19776
AINative-Studio
Strapi CMS MCP — natural-language content management: create, manage, and publi…
B 79 44 100 62 N/A 62 81
19777
Abdullah4AI
Orchestrates multiple Claude Code instances into a collaborative swarm for real…
B 79 33 84 N/A N/A 50 95
19778
daedalus
mcp-server-find Claim
MCP server discovery - find and install MCP servers from Official Registry, Gla…
B 79 33 72 N/A N/A 71 95
19779
srmorete
Mobile Device MCP Claim
An MCP server that lets AI agents control iOS and Android devices (tap, scroll,…
B 79 33 72 N/A N/A 71 95
19780
kimsungwhee
apple-docs-mcp Claim
MCP server for Apple Developer Documentation - Search iOS/macOS/SwiftUI/UIKit d…
B 79 44 94 62 N/A 74 82
19781
Taoidle
plan-cascade Claim
AI-powered cascading development framework. Decompose complex projects into par…
B 79 43 94 42 N/A 81 95
19782
kaeawc
AutoMobile Claim
Mobile device interaction automation via MCP
B 79 43 84 52 N/A 85 94
19783
blackwell-systems
LSP-MCP Claim 1
Bridges the Model Context Protocol with Language Server Protocol to provide AI …
B 79 33 78 N/A N/A 58 95
19784
elliotttate
Enables comprehensive remote control and automation of Final Cut Pro through 99…
B 79 33 96 N/A N/A 28 95
19785
agentaeo
AEO audit tool — measure brand visibility across ChatGPT, Perplexity, Claude, a…
B 79 33 76 N/A N/A 62 95
19786
agenson-tools
Validate, transform, and normalize structured data for AI agents.
B 79 33 84 N/A N/A 48 95
19787
hiveforge-sh
hivemind Claim 2
MCP server for Obsidian vaults - AI tools with consistent canonical context. Lo…
B 79 43 81 62 N/A 85 90
19788
necatiarslan
Aws Claw Claim
Provides a comprehensive suite of tools for interacting with AWS services like …
B 79 33 72 N/A N/A 71 95
19789
MohamedAbdallah-14
Generate app icons, favicons, OG images, and logos by routing across 30+ image …
B 79 33 60 N/A N/A 90 95
19790
HiroyukiFuruno
Markdown linter, workspace-scoped stdio MCP server, and self-hosted text-only r…
B 79 33 62 N/A N/A 87 95
19791
MukundaKatta
agentfit Claim 1
Token-aware message truncation: fit a chat history into your model's context bu…
B 79 33 84 N/A N/A 50 95
19792
williamRR
Provides LLM-optimized tools for advanced code analysis, repository complexity …
B 79 33 90 N/A N/A 38 95
19793
James-Chahwan
repo-graph Claim
Structural graph map of any codebase so LLMs navigate by structure, not guesswo…
B 79 33 72 N/A N/A 71 95
19794
runcycles
cycles-mcp-server Claim
Runtime budget authority for autonomous agents - a set of tools to check, reser…
B 79 33 72 87 83
19795
daedalus
mcp-kicad Claim
MCP server exposing KiCad PCB Editor functionality via IPC API.
B 79 33 72 N/A N/A 71 95
19796
Maxim-Mazurok
Microsoft Teams API Claim 2
AI-native Microsoft Teams integration — read chats, send messages, search people
B 79 33 84 N/A N/A 86 67
19797
erickochen
purple Claim
Open-source terminal SSH manager that keeps ~/.ssh/config in sync with your clo…
B 79 33 64 N/A N/A 84 95
19798
bitwarden
Bitwarden MCP Server Claim 1
Enables AI assistants to securely manage Bitwarden vault items, folders, attach…
B 79 43 77 67 N/A 85 89
19799
treebeam-code
Enables AI assistants to interact with the TreeBeam financial management and ac…
B 79 43 78 72 N/A 67 95
19800
philrox
ris-mcp-ts Claim 1
Access Austrian federal laws, state laws, court decisions, and legal documents …
B 79 43 82 61 81 92
Showing 19751–19800 of 67226 servers
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