MCP Server Quality Scores

Independent quality analysis of 69182 public MCP servers

69182
Discovered
→
33861
Scored
→
2112
Verified
→
16953
Complete

Last updated 3 hours, 8 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
16551
kukapay
binance-alpha-mcp Claim 1 2
An MCP server for tracking Binance Alpha trades, helping AI agents optimize alp…
F 25 5⁄5 ◉ ⏳ 57 58 — 44 80 94
16552
caboose-mcp
Caboose MCP Claim 1 2
A comprehensive personal AI toolserver that exposes 105 tools across 25 groups—…
F 25 6⁄6 ◉ ⏳ 96 96 95 69 70 92
16553
AEGISnetInc
TS-MCP Claim 1 2
An MCP server for conversational FHIR testing that integrates with the Touchsto…
F 25 5⁄5 ◉ ⏳ 75 71 — 40 82 100
16554
devjoaocastro
Continuum ⚡ Claim 1
Automatically extracts architectural decisions, patterns, and insights from Git…
F 25 5⁄4 ◉ ⏳ 90 32 N/A 55 92 93
16555
zenmindyj
WeChat Article Parser ⚡ Claim 2
Parses WeChat public account articles to extract metadata, content, and generat…
F 25 5⁄5 ◉ ⏳ 54 41 — 19 76 74
16556
Akrasia0
An MCP server that provides access to Stern, a philosophical AI mentor combinin…
F 25 5⁄5 ◉ ⏳ 57 63 — 20 76 83
16557
hablapro
Connects Google Search Console with Claude AI to analyze SEO data through natur…
F 25 5⁄5 ◉ ⏳ 100 73 — 33 82 98
16558
snyk
agent-scan ⚡ Claim 2 3
Security scanner for AI agents, MCP servers and agent skills.
F 25 5⁄4 ◉ ⏳ 90 36 N/A 81 80 95
16559
InsForge
InsForge ⚡ Claim 2 3
MCP server for InsForge BaaS — database, storage, edge functions, and deploymen…
F 25 6⁄6 ◉ ⏳ 51 10 0 63 67 93
16560
kevinwatt
MySQL MCP Server ⚡ Claim 1 3
An MCP server that integrates with MySQL databases, enabling secure read and wr…
F 25 5⁄5 ◉ ⏳ 85 95 — 48 76 89
16561
Automattic
Connects your WordPress.com account to Claude Desktop, enabling you to read you…
F 25 5⁄4 ◉ ⏳ 78 70 N/A 20 84 94
16562
tanmay4l
A server implementation that enables interaction with the Futarchy protocol on …
F 25 5⁄5 ◉ ⏳ 72 100 — 30 74 67
16563
BirdInTheTree
zotero-mcp ⚡ Claim 1
Read+write MCP server for Zotero with full write support — create items, manage…
F 25 5⁄5 ◉ ⏳ 72 0 — 50 80 97
16564
jikime
Google Toolbox ⚡ Claim 1
Google Toolbox
F 25 5⁄4 ◉ ⏳ 60 63 N/A 21 84 91
16565
vertile-ai
Next.js MCP Server ⚡ Claim 1
A utility tool that analyzes Next.js application routes and provides detailed i…
F 25 5⁄4 ◉ ⏳ 86 62 N/A 53 87 88
16566
xiaobenyang-com
A group of model context protocol servers provide cognitive enhancement tools f…
F 25 5⁄5 ◉ ⏳ 72 65 N/A 50 74 31
16567
tuannguyen14
ComfyMCP Studio ⚡ Claim 2 3
Generates 2D game assets (sprites, icons, tilesets, characters, animations) usi…
F 25 5⁄4 ◉ ⏳ 72 28 N/A 28 90 94
16568
MOHAMAD-ZUBI
Enables AI assistants to search for business leads using FlashLeads' web harves…
F 25 5⁄5 ◉ ⏳ 84 66 — 39 80 93
16569
CommonSenseMachines
Blender MCP ⚡ Claim 2
Enables AI-assisted 3D modeling workflows by connecting Blender with LLMs and C…
F 25 5⁄4 ◉ ⏳ 74 33 N/A 54 87 96
16570
quentintou
agent-board ⚡ Claim 1
Open-source multi-agent task board for OpenClaw. Kanban + DAG dependencies + MC…
F 25 5⁄5 ◉ ⏳ 72 67 N/A 54 80 99
16571
markswendsen-code
PetSmart MCP Server ⚡ Claim 1 2
Enables AI assistants to search for pet products, manage shopping carts, and bo…
F 25 5⁄5 ◉ ⏳ 86 56 — 30 76 93
16572
15538420886
EdgeOne Pages MCP ⚡ Claim 1
Enables the deployment of HTML content, folders, and full-stack projects to Edg…
F 25 6⁄6 ◉ ⏳ 66 66 0 55 76 95
16573
eyaab
CV Resume Builder MCP ⚡ Claim 1 2
Automatically generates and updates CVs/resumes by aggregating data from git co…
F 25 5⁄4 ◉ ⏳ 90 53 N/A 46 90 92
16574
pinkpixel-dev
mindbridge-mcp ⚡ Claim 1
MindBridge is an AI orchestration MCP server that lets any app talk to any LLM …
F 25 5⁄5 ◉ ⏳ 60 70 N/A 59 80 95
16575
AidenYangX
mapbox-mcp-server ⚡ Claim 1 4
MCP Server for the Mapbox API.
F 25 5⁄5 ◉ ⏳ 77 62 — 39 76 90
16576
unixlamadev-spec
aiprox-mcp ⚡ Claim 1 2
Open agent registry — discover and hire autonomous AI agents by capability. 16 …
F 25 5⁄5 ◉ ⏳ 90 53 — 51 80 95
16577
negraodenio
code-guard-ai ⚡ Claim 1
The only Multi-LLM Compliance Engine (GPT-4o + Claude + DeepSeek). Auto-fix GDP…
F 25 5⁄4 ◉ ⏳ 84 43 N/A 66 90 89
16578
uzirthapa
Enables users to search for geographic locations and visualize them on an inter…
F 25 5⁄5 ◉ ⏳ 66 62 — 32 80 94
16579
kieranlal
MCP Pytest Server Claim 1 3
A Node.js server that integrates with pytest to facilitate the ModelContextProt…
F 25 5⁄4 ◉ ⏳ 96 33 N/A 17 87 86
16580
sevalla-hosting
mcp ⚡ Claim 1
Manage your entire Sevalla cloud infrastructure from AI agents. Hosted remote s…
F 25 5⁄5 ◉ ⏳ 90 10 — 74 70 89
16581
ArcadeAI
arcade-mcp ⚡ Claim 1
MCP Server Framework and Tool Development library for building custom capabilit…
F 25 5⁄4 ◉ ⏳ 76 58 N/A 83 87 95
16582
BradGriffith
CSG Portal MCP Server ⚡ Claim 1 2
Enables access to Columbus School for Girls Veracross portal features including…
F 25 5⁄5 ◉ ⏳ 96 68 — 42 77 90
16583
vishalsachdev
canvas-mcp Claim 1 2
Canvas LMS integration for students and educators with FERPA-compliant analytic…
F 25 6⁄6 ◉ ⏳ 96 86 90 84 80 82
16584
stich-studios
Manages sports video metadata with CRUD operations for game information, teams,…
F 25 5⁄5 ◉ ⏳ 60 60 — 29 76 97
16585
iplanwebsites
Image MCP Server ⚡ Claim 2 3
An MCP server that provides AI image generation capabilities using OpenAI and R…
F 25 5⁄5 ◉ ⏳ 81 56 — 29 71 82
16586
dancumberland
Kit.com MCP Server ⚡ Claim 1 2
Agent-optimized MCP server for Kit.com email marketing. 13 composite tools, 100…
F 25 5⁄4 ◉ ⏳ 84 71 N/A 60 78 82
16587
Perf-Technology
perf-mcp ⚡ Claim 1
Fact-check and fix AI outputs. Hallucination detection, schema validation, auto…
F 25 5⁄4 ◉ ⏳ 72 70 N/A 50 82 89
16588
funchs
Enables integration with iFlytek's SparkAgent Platform to invoke task chains an…
F 25 5⁄5 ◉ ⏳ 96 60 — 47 71 88
16589
Komorebi-yaodong
Enables AI image generation through Ketchup AI with automatic prompt optimizati…
F 25 5⁄5 ◉ ⏳ 84 62 — 50 78 99
16590
Wayy-Research
aichat ⚡ Claim 1
Inter-agent communication for multi-agent Claude Code workflows.
F 25 6⁄6 ◉ ⏳ 72 67 0 35 80 100
16591
elliotllliu
AgentShield ⚡ Claim 1 2
Full-stack security for AI agents — static analysis + MCP runtime interception.…
F 25 5⁄5 ◉ ⏳ 90 35 — 77 67 83
16592
VibeFix-Technologies
vibefix ⚡ Claim 1 2
Bug bounty platform for vibe coders. Post bugs from AI-generated code, browse b…
F 25 5⁄5 ◉ ⏳ 90 0 — 31 80 99
16593
soulberto
@slorenzot/mcp-azure ⚡ Claim 1 2
An MCP server for Azure DevOps that allows users to manage work items, sprints,…
F 25 5⁄5 ◉ ⏳ 51 70 — 50 78 95
16594
Bumblebiber
Persistent 5-level hierarchical memory for AI agents. SQLite-backed, lazy-loade…
F 25 5⁄4 ◉ ⏳ 72 71 N/A 67 88 86
16595
Oishh
Deribit MCP Server ⚡ Claim 1
Enables real-time cryptocurrency price monitoring and intelligent alerts for De…
F 25 5⁄5 ◉ ⏳ 48 33 — 39 80 94
16596
DonsWayo
tauri-mcp ⚡ Claim 1
A Tauri plugin that enables AI agents to interact with Tauri applications throu…
F 25 5⁄4 ◉ ⏳ 66 53 N/A 30 82 93
16597
appian-design
Provides access to Appian's Aurora design system documentation via GitHub, enab…
F 25 5⁄5 ◉ ⏳ 76 68 — 46 77 97
16598
darrenyao
DingTalk MCP Server ⚡ Claim 1
Enables Claude to interact with DingTalk workspaces to search for users, retrie…
F 25 5⁄5 ◉ ⏳ 72 66 — 45 76 89
16599
codeofaxel
Kiln ⚡ Claim 1
Kiln MCP server for agents: design, slice, print, monitor, and recover physical…
F 25 5⁄4 ◉ ⏳ 90 36 N/A 82 77 94
16600
Hookflo
Tern MCP ⚡ Claim 2 4
An MCP server for Tern that enables the generation, verification, and managemen…
F 25 5⁄4 ◉ ⏳ 79 65 — 45 90 91
Showing 16551–16600 of 69182 servers
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