MCP Server Quality Scores

Independent quality analysis of 48935 public MCP servers

48935
Discovered
29690
Scored
2112
Verified
16952
Complete

Last updated 1 hour, 47 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◐ Assessed Scores
19101
rosenvladimirov
Self-hosted MCP server suite for Odoo ERP (versions 15-19). 197+ tools across 8…
A 91 33 100 N/A N/A 72 95
19102
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
19103
davidweb3-ctrl
Enhanced Git MCP Server - Code review, commit analysis, and branch management
A 91 33 94 N/A N/A 82 95
19104
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
19105
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
19106
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
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
rolandpg
zettelforge Claim
ZettelForge is an agentic memory system for cyber threat intelligence that extr…
A 91 33 90 N/A N/A 88 95
19109
oaslananka
MCP Debug Recorder Claim
Record debug sessions, commands, failed attempts, and successful fixes in local…
A 91 33 88 89 95
19110
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
19111
FlorentinoJink
mcp-windbg Claim
Model Context Protocol for WindDbg, implementation by rust
A 91 33 96 N/A N/A 77 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
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
19114
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
19115
sceneview
sceneview Claim
3D & AR SDK for Android (Jetpack Compose + Filament), iOS (SwiftUI + RealityKit…
A 90 33 90 N/A N/A 85 95
19116
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
19117
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
19118
danfking
Showcase MCP server for the Burnish Explorer — 34 tools across a fictional cons…
A 90 33 90 N/A N/A 84 95
19119
FlorianBruniaux
dep-scope Claim
Symbol-level npm dependency analysis: scan verdicts, native alternatives, migra…
A 90 33 88 N/A N/A 85 95
19120
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
19121
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
19122
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
19123
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
19124
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
19125
attalla1
AI-powered image editing through Photopea with 34 tools for documents, layers, …
A 90 33 96 N/A N/A 75 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
NazarKalytiuk
tarn Claim
CLI-first API testing tool with structured JSON failures (`failure_category`, `…
A 90 33 90 N/A N/A 82 95
19128
drolosoft
Turn your self-hosted Immich photo library into a conversation — natural langua…
A 90 33 100 N/A N/A 66 95
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
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
19131
blackwell-systems
agent-lsp Claim
Stateful LSP runtime for AI agents — 50+ tools across 30+ languages via MCP.
A 90 33 90 N/A N/A 83 95
19132
traceloop
🐍🏠 - An MCP server for connecting to any OpenTelemetry backend (Datadog, Grafan…
A 90 33 88 N/A N/A 86 95
19133
dreliq9
CAiD MCP Server Claim
Validated 3D CAD modeling for AI agents via CAiD + OCCT. 107 tools across 22 mo…
A 90 33 90 N/A N/A 82 95
19134
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
19135
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
19136
armanas
Froglet Claim
Run local Froglet verifiable compute, signed receipts, settlement, and service …
A 90 33 84 N/A N/A 93 95
19137
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
19138
Enreign
productboard-mcp Claim
Enables AI assistants to interact with your Productboard workspace, allowing fe…
A 90 33 96 74 95
19139
j17drake
Standalone Model Context Protocol server for PropProfessor, plus a small query …
A 90 33 94 N/A N/A 78 95
19140
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
19141
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
19142
AgentSafe-AI
Scans MCP servers for prompt injection, data exfiltration, and privilege escala…
A 89 33 92 N/A N/A 78 95
19143
safiyu
kontexta Claim
A local-first MCP server that gives AI coding agents persistent memory and cont…
A 89 33 90 N/A N/A 80 95
19144
sean-sunagaku
Promptlint MCP Claim 1
Static linter for AI prompts: contradictions, redundancy, ambiguity, and fluff.
A 89 33 90 N/A N/A 81 95
19145
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
19146
Glade-tool
glade-mcp-unity Claim
Connect any MCP-compatible AI client (Claude Code, Cursor, Windsurf) to your Un…
A 89 33 100 N/A N/A 63 95
19147
mmethodz
dreamgraph Claim
DreamGraph is a graph-first cognitive layer (graph → MCP → CLI → dashboard → ex…
A 89 33 100 N/A N/A 61 95
19148
s9hn
Converts Figma to Markdown. Strips out visual noise to drastically reduce LLM t…
A 89 33 90 N/A N/A 79 95
19149
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
19150
ariffazil
arifOS MCP Server Claim
Provides a constitutional governance framework for AI agents, offering 13 MCP t…
A 89 33 90 80 95
Showing 19101–19150 of 48935 servers
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