MCP Server Quality Scores

Independent quality analysis of 67226 public MCP servers

67226
Discovered
32326
Scored
2112
Verified
16953
Complete

Last updated 1 hour, 44 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◐ Assessed Scores
19101
pdcolandrea
Mobbin MCP Server Claim
Enables users to search and browse Mobbin's extensive library of mobile app des…
A 91 33 94 N/A N/A 82 95
19102
fastly
@fastly/mcp Claim
Enables assistants to interact with the Fastly API, allowing them to manage ser…
A 91 33 94 79 95
19103
mrosnerr
open-zk-kb Claim
Zettelkasten knowledge base for AI assistants with full-text and semantic searc…
A 91 33 90 N/A N/A 87 95
19104
getmcpm
cli Claim
MCP package manager with trust scoring. Search, install, and audit MCP servers.
A 91 33 94 N/A N/A 79 95
19105
anthroos
openexp Claim
Outsource your understanding. Capture every human-AI decision as a step in a tr…
A 91 33 96 N/A N/A 76 95
19106
FlorentinoJink
mcp-windbg Claim
Model Context Protocol for WindDbg, implementation by rust
A 91 33 96 N/A N/A 77 95
19107
Battam1111
Agent-first cognitive substrate: 20 verbs + 50 lint dims over a self-validating…
A 91 33 90 N/A N/A 87 95
19108
vitalio-sh
thunderbird-cli Claim
Give AI agents full read/write email access through Mozilla Thunderbird. Zero c…
A 91 33 94 N/A N/A 82 95
19109
AKhilRaghav0
hamr Claim
The Go framework for building MCP servers. Your struct tags are your schema.
A 91 33 96 N/A N/A 79 95
19110
vkhanhqui
figma-mcp-go Claim
Figma MCP server with full read/write access via plugin bridge — no API token, …
A 91 33 96 N/A N/A 78 95
19111
PCIRCLE-AI
toonify-mcp Claim
Context compression plugin for Claude Code that automatically trims large tool …
A 91 33 90 N/A N/A 87 95
19112
googleapis
MCP Toolbox for Databases enables your agent to connect to your database.
A 91 33 90 N/A N/A 95 90
19113
raalarcon9705
jira-mcp Claim
Full-featured open source Jira & Confluence MCP server with 24 tools: issue CRU…
A 91 33 100 85 83
19114
gtorreal
buda-mcp Claim
Buda.com market data: prices, spreads, OHLCV, order books, trades, and volume f…
A 91 33 90 N/A N/A 89 95
19115
oaslananka
MCP Debug Recorder Claim
Record debug sessions, commands, failed attempts, and successful fixes in local…
A 91 33 88 89 95
19116
AliceLJY
recallnest Claim
Persistent memory MCP server for AI coding agents (Claude Code, Codex, Gemini C…
A 90 33 90 N/A N/A 83 95
19117
lacausecrypto
Sophon Claim
Honest token economics for MCP agents. Rust binary, zero ML, reproducible bench…
A 90 33 94 N/A N/A 75 95
19118
dreliq9
CAiD MCP Server Claim
Enables AI agents to perform validated 3D CAD modeling using CAiD and OpenCASCA…
A 90 33 90 N/A N/A 82 95
19119
blackwell-systems
agent-lsp Claim
Stateful MCP server over real language servers. 50 tools, 30 CI-verified langua…
A 90 33 90 N/A N/A 83 95
19120
NazarKalytiuk
tarn Claim
CLI-first API testing tool with structured JSON failures (`failure_category`, `…
A 90 33 90 N/A N/A 82 95
19121
hubinoretros
deep-thinker Claim
Advanced cognitive reasoning MCP server with DAG-based thought graph, 5 reasoni…
A 90 33 96 N/A N/A 74 95
19122
danfking
Showcase MCP server for the Burnish Explorer — 34 tools across a fictional cons…
A 90 33 90 N/A N/A 84 95
19123
wimi321
computer-use Claim
Standalone MCP server that gives AI agents full GUI control over macOS — screen…
A 90 33 90 N/A N/A 83 95
19124
sceneview
sceneview Claim
3D & AR SDK for Android (Jetpack Compose + Filament), iOS (SwiftUI + RealityKit…
A 90 33 90 N/A N/A 85 95
19125
FlorianBruniaux
dep-scope Claim
Symbol-level npm dependency analysis: scan verdicts, native alternatives, migra…
A 90 33 88 N/A N/A 85 95
19126
forgesworn
rendezvous-mcp Claim
Fair meeting point discovery for AI agents with isochrone-based travel time fai…
A 90 33 84 N/A N/A 95 95
19127
blightbow
parkour-mcp Claim
A content exploration toolkit that helps LLMs surface high signal, unsummarized…
A 90 33 90 N/A N/A 83 95
19128
kaiser-data
kitsune-mcp Claim
Shape-shifting MCP hub — shapeshift() into 10,000+ servers at runtime. No resta…
A 90 33 96 N/A N/A 88 83
19129
demwick
49-tool Polymarket prediction market suite for AI agents. Direct trading, smart…
A 90 33 88 N/A N/A 86 95
19130
pzalutski-pixel
godotlens-mcp Claim
15 semantic GDScript analysis tools via Godot's built-in LSP. Navigation, refer…
A 90 33 96 N/A N/A 72 95
19131
Enreign
productboard-mcp Claim
Enables AI assistants to interact with your Productboard workspace, allowing fe…
A 90 33 96 74 95
19132
manojmallick
sigmap Claim
97% token reduction for AI coding sessions — zero deps, 31 languages, MCP server
A 90 33 90 N/A N/A 83 95
19133
drolosoft
Turn your self-hosted Immich photo library into a conversation — natural langua…
A 90 33 100 N/A N/A 66 95
19134
Wynelson94
Longhand Claim 1
Local memory for Claude Code. Semantic recall across session history with zero …
A 90 33 96 N/A N/A 75 95
19135
attalla1
AI-powered image editing through Photopea with 34 tools for documents, layers, …
A 90 33 96 N/A N/A 75 95
19136
j17drake
Standalone Model Context Protocol server for PropProfessor, plus a small query …
A 90 33 94 N/A N/A 78 95
19137
traceloop
🐍🏠 - An MCP server for connecting to any OpenTelemetry backend (Datadog, Grafan…
A 90 33 88 N/A N/A 86 95
19138
SeanFDZ
agentbridge Claim
Control Classic Mac OS (System 7-9) from AI agents via shared folder protocol.
A 90 33 96 N/A N/A 75 95
19139
aidi1723
OmniGlyph Claim
Local symbol ground truth MCP server for Unicode lookup and code-symbol linting.
A 90 33 90 N/A N/A 85 95
19140
ojspace
md-anything Claim
Local-first CLI + MCP server: Any file → AI-ready Markdown + JSON
A 90 33 90 N/A N/A 83 95
19141
armanas
Froglet Claim
Run local Froglet verifiable compute, signed receipts, settlement, and service …
A 90 33 84 N/A N/A 93 95
19142
can4hou6joeng4
boss-agent-cli Claim 1
BOSS Zhipin recruitment workflow for AI agents. 49 MCP tools for job search, we…
A 89 33 84 N/A N/A 90 95
19143
avansaber
tailtest-cline Claim 1
Adversarial test generation for AI coding sessions. Detects language and framew…
A 89 33 96 N/A N/A 68 95
19144
enzoemir1
adops-mcp Claim
CSV-first analytics for Google Ads + Meta Ads: reporting, anomaly detection, bu…
A 89 33 94 N/A N/A 72 95
19145
CE-RISE-software
Deterministic SHACL-based assessment and comparison for digital passport data m…
A 89 33 90 N/A N/A 79 95
19146
TheKingHippopotamus
GOLEM-3DMCP-Rhino- Claim
GOLEM-3DMCP implements the Model Context Protocol to give AI agents direct, pro…
A 89 33 90 N/A N/A 80 95
19147
gybob
aai-gateway Claim
Unified MCP and skill management gateway for AI agents, enabling tool discovery…
A 89 33 96 N/A N/A 69 95
19148
rotifer-protocol
@rotifer/mcp-server Claim 1
Self-evolving AI Agent framework — search, compare, and install Genes ranked by…
A 89 33 90 81 95
19149
AgentSafe-AI
Scans MCP servers for prompt injection, data exfiltration, and privilege escala…
A 89 33 92 N/A N/A 78 95
19150
RonieNeubauer
cli2mcp Claim
Wrap any CLI as a Model Context Protocol server - schema auto-inferred from --h…
A 89 33 84 N/A N/A 88 95
Showing 19101–19150 of 67226 servers
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