MCP Server Quality Scores

Independent quality analysis of 48821 public MCP servers

48821
Discovered
29631
Scored
2112
Verified
16952
Complete

Last updated 1 hour, 45 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◐ Assessed Scores
21651
symfony
ai-mate Claim
AI development assistant MCP server for Symfony projects
C 69 33 50 N/A N/A 66 95
21652
cyanheads
mcp-reporter Claim
mcp-reporter is a streamlined utility that generates comprehensive capability r…
C 69 43 88 33 N/A 52 95
21653
eesb99
Optimization MCP Claim
Provides nine specialized production-ready solvers for advanced resource alloca…
C 69 44 84 52 50 81
21654
yusiwen
MCP server for Drone CI/CD with 47 tools for build, repo, secret, user, templat…
C 69 33 59 N/A N/A 51 95
21655
psufka
A comprehensive MCP server for OmniFocus 4 on macOS featuring 34 tools for task…
C 69 43 72 62 N/A 40 94
21656
pvinis
Playwright MCP Server Claim 1
A Model Context Protocol server that enables LLMs to interact with web pages, t…
C 69 44 75 61 54 82
21657
timbassler88
snapstate Claim
Persistent state for AI agent workflows. Save, resume, and replay multi-step wo…
C 69 33 78 N/A N/A 34 83
21658
bighub-io
BIGHUB Claim
Decision learning for AI agent actions. Evaluate, score, decide, and learn from…
C 69 43 74 71 N/A 49 77
21659
zolkinka
Enables AI assistants to interact with Yandex.Tracker task management system th…
C 69 44 78 70 35 82
21660
dokmatiq
PDF/DOCX/Excel generation with stationery overlay, ZUGFeRD/XRechnung, signing, …
C 69 33 72 N/A N/A 44 83
21661
jbr
cargo-mcp Claim
cargo-mcp
C 69 43 56 56 N/A 71 95
21662
utapyngo
Fast and minimal Sentry MCP server written in Rust
C 69 44 60 67 70 80
21663
IntrepidServicesLLC
Lemon Squeezy SDK as MCP server. Give your AI assistant access to payment and s…
C 69 43 88 53 N/A 50 77
21664
r3-yamauchi
Kintone MCP Server Claim 1
A Model Context Protocol server that enables Claude and other AI assistants to …
C 69 44 69 60 71 78
21665
aaydin-tr
Enables AI assistants to discover, search, and interact with REST APIs by parsi…
C 69 44 78 52 59 81
21666
listingbureau
Amazon organic ranking MCP server. Run campaigns, track keyword positions, moni…
C 69 33 54 77 83
21667
GBA-BI
Bio-OS MCP Server Claim
Enables workflow management and Docker image building for Bio-OS platform. Supp…
C 69 44 68 66 60 81
21668
ralfbecher
API-first semantic engine and query planner for AI agents that compiles declara…
C 69 43 60 56 N/A 74 90
21669
sachdev27
Enables AI assistants to interact with Dell PowerScale (Isilon) OneFS clusters …
C 69 44 96 35 51 81
21670
hyperterse
hyperterse Claim
The agentic server framework.
C 69 43 64 41 N/A 80 95
21671
wowjinxy
Discord MCP Server Claim
Enables Discord bot integration through MCP, allowing users to manage servers, …
C 69 44 92 47 45 81
21672
derricksiawor
Provides comprehensive PostgreSQL database access with 36 tools for querying, m…
C 69 44 84 55 45 81
21673
systempromptio
Production AI agent mesh in 3 commands. MCP servers, playbooks, and multi-agent…
C 69 43 60 68 N/A 51 95
21674
amichail-1
Native Windows MCP server that gives AI agents full desktop control. 45+ tools …
C 69 33 54 N/A N/A 58 95
21675
SurgeX-Labs
awx-mcp-server Claim 1
Control AWX/Ansible Tower through natural language - 49 tools for automation
C 69 43 86 62 N/A 40 75
21676 C 69 33 54 N/A N/A 58 95
21677
trevoraspencer
claudecode-mcp Claim 1
Local MCP server that wraps the headless Claude Code CLI as MCP tools, providin…
C 69 33 72 N/A N/A 30 95
21678
Farraskuy
Godot MCP Bridge Claim
Enables AI assistants to control Godot game engine projects through a WebSocket…
C 69 33 78 N/A N/A 19 95
21679
szeider
mcp-solver Claim
A Model Context Protocol (MCP) server that exposes MiniZinc constraint solving …
C 69 44 96 38 49 80
21680
drausal
Enables AI assistants to interact with GoHighLevel's complete API including con…
C 69 44 100 35 49 81
21681 C 69 33 72 N/A N/A 29 95
21682
dewtech-technologies
Secure MCP server for Obsidian with OWASP Top 10 controls and full audit loggin…
C 69 33 60 N/A N/A 67 83
21683
Tako3832
n8n-MCP Claim
Provides AI assistants with comprehensive access to n8n node documentation, pro…
C 69 44 84 40 72 76
21684
hostinger
hostinger-api-mcp Claim 1
MCP server for Hostinger API
C 69 43 69 47 N/A 77 87
21685
Buggy1111
Czech NLP tools: NER (35 langs), anonymization (80+ PII), morphology, translati…
C 69 33 54 N/A N/A 59 95
21686
tixuz
openemis Claim 1
Read-only MCP server for OpenEMIS v5 — 645 resources, 24 playbooks, natural-lan…
C 69 33 78 N/A N/A 45 75
21687
0xchamin
mcptube-vision Claim
Transforms YouTube videos into a persistent, structured knowledge base using tr…
C 69 33 70 N/A N/A 33 95
21688
c4m3lblue-star
Xray MCP Server Claim
Enables integration with Xray Cloud APIs for comprehensive test management incl…
C 69 44 78 62 46 81
21689
dhruvpatel1706
mcp-zettel Claim 1
An MCP server that provides Claude and other MCP clients with persistent memory…
C 69 33 61 N/A N/A 48 95
21690
LabGuy94
MCPEmulate Claim 1
An MCP server that provides CPU emulation, disassembly, and assembly tools for …
C 69 33 53 N/A N/A 60 95
21691
aydinfer
An interface that enables Claude to interact with Spline 3D design tool, allowi…
C 69 44 90 38 64 77
21692
AlanRoybal
prompte-mcp Claim 1
An MCP server that automatically enhances user prompts by applying advanced eng…
C 69 33 63 N/A N/A 45 95
21693
Wanghaibo10
reqable-mcp Claim 1
Read-only MCP server that brings Reqable's captured HTTP traffic into Claude Co…
C 68 33 72 N/A N/A 27 95
21694
wheattoast11
A multi-agent research MCP server + mini client adapter - orchestrates a net of…
C 68 44 79 36 N/A 80 78
21695
kevinswint
Unified MCP server for iOS development — build, run, screenshot, and interact w…
C 68 33 54 N/A N/A 54 95
21696
oualib
MCP ClickHouse Claim
Enables database operations and cloud infrastructure management for ClickHouse,…
C 68 44 88 41 60 77
21697
Linkly-HQ
linkly Claim
Create and manage short links, track clicks, and automate URL management
C 68 43 100 42 N/A 27 83
21698
oneill9
Community-built server providing real-time London transport data via the TfL Un…
C 68 33 48 N/A N/A 66 95
21699
GUEPARD98
Enables dice rolling mechanics for tabletop RPGs including standard dice notati…
C 68 43 84 57 N/A 21 95
21700
latte-chan
Enables AI assistants to search and retrieve Magic: The Gathering card data thr…
C 68 44 80 58 44 80
Showing 21651–21700 of 48821 servers
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