MCP Server Quality Scores
Independent quality analysis of 59221 public MCP servers
Last updated 1 hour, 6 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ◐ Assessed Scores | ||||||||||
| 19101 |
Persistent reasoning memory for AI agents via typed cognitive nodes and superse…
|
A 91 3⁄3 | ||||||||
| 19102 |
Buda.com market data: prices, spreads, OHLCV, order books, trades, and volume f…
|
A 91 3⁄3 | ||||||||
| 19103 |
Record debug sessions, commands, failed attempts, and successful fixes in local…
|
A 91 3⁄3 | ||||||||
| 19104 |
MCP package manager with trust scoring. Search, install, and audit MCP servers.
|
A 91 3⁄3 | ||||||||
| 19105 |
mcp-git-enhanced
Claim
Enhanced Git MCP Server - Code review, commit analysis, and branch management
|
A 91 3⁄3 | ||||||||
| 19106 |
Outsource your understanding. Capture every human-AI decision as a step in a tr…
|
A 91 3⁄3 | ||||||||
| 19107 |
mcp-windbg
Claim
Model Context Protocol for WindDbg, implementation by rust
|
A 91 3⁄3 | ||||||||
| 19108 |
ZettelForge is an agentic memory system for cyber threat intelligence that extr…
|
A 91 3⁄3 | ||||||||
| 19109 |
Full-featured open source Jira & Confluence MCP server with 24 tools: issue CRU…
|
A 91 3⁄3 | ||||||||
| 19110 |
MCP Toolbox for Databases enables your agent to connect to your database.
|
A 91 3⁄3 | ||||||||
| 19111 |
Agent-first cognitive substrate: 20 verbs + 50 lint dims over a self-validating…
|
A 91 3⁄3 | ||||||||
| 19112 |
odoo-claude-mcp
Claim
Self-hosted MCP server suite for Odoo ERP (versions 15-19). 197+ tools across 8…
|
A 91 3⁄3 | ||||||||
| 19113 |
Enables users to search and browse Mobbin's extensive library of mobile app des…
|
A 91 3⁄3 | ||||||||
| 19114 |
Give AI agents full read/write email access through Mozilla Thunderbird. Zero c…
|
A 91 3⁄3 | ||||||||
| 19115 |
Figma MCP server with full read/write access via plugin bridge — no API token, …
|
A 91 3⁄3 | ||||||||
| 19116 |
dep-scope
Claim
Symbol-level npm dependency analysis: scan verdicts, native alternatives, migra…
|
A 90 3⁄3 | ||||||||
| 19117 |
3D & AR SDK for Android (Jetpack Compose + Filament), iOS (SwiftUI + RealityKit…
|
A 90 3⁄3 | ||||||||
| 19118 |
Advanced cognitive reasoning MCP server with DAG-based thought graph, 5 reasoni…
|
A 90 3⁄3 | ||||||||
| 19119 |
tarn
Claim
CLI-first API testing tool with structured JSON failures (`failure_category`, `…
|
A 90 3⁄3 | ||||||||
| 19120 |
Run local Froglet verifiable compute, signed receipts, settlement, and service …
|
A 90 3⁄3 | ||||||||
| 19121 |
🐍🏠 - An MCP server for connecting to any OpenTelemetry backend (Datadog, Grafan…
|
A 90 3⁄3 | ||||||||
| 19122 |
Shape-shifting MCP hub — shapeshift() into 10,000+ servers at runtime. No resta…
|
A 90 3⁄3 | ||||||||
| 19123 |
49-tool Polymarket prediction market suite for AI agents. Direct trading, smart…
|
A 90 3⁄3 | ||||||||
| 19124 |
Enables AI assistants to interact with your Productboard workspace, allowing fe…
|
A 90 3⁄3 | ||||||||
| 19125 |
Local memory for Claude Code. Semantic recall across session history with zero …
|
A 90 3⁄3 | ||||||||
| 19126 |
Control Classic Mac OS (System 7-9) from AI agents via shared folder protocol.
|
A 90 3⁄3 | ||||||||
| 19127 |
immich-photo-manager
Claim
Turn your self-hosted Immich photo library into a conversation — natural langua…
|
A 90 3⁄3 | ||||||||
| 19128 |
Local symbol ground truth MCP server for Unicode lookup and code-symbol linting.
|
A 90 3⁄3 | ||||||||
| 19129 |
97% token reduction for AI coding sessions — zero deps, 31 languages, MCP server
|
A 90 3⁄3 | ||||||||
| 19130 |
PropProfessor MCP
Claim
Standalone Model Context Protocol server for PropProfessor, plus a small query …
|
A 90 3⁄3 | ||||||||
| 19131 |
agent-lsp
Claim
Stateful LSP runtime for AI agents — 50+ tools across 30+ languages via MCP.
|
A 90 3⁄3 | ||||||||
| 19132 |
AI-powered image editing through Photopea with 34 tools for documents, layers, …
|
A 90 3⁄3 | ||||||||
| 19133 |
Enables AI agents to perform validated 3D CAD modeling using CAiD and OpenCASCA…
|
A 90 3⁄3 | ||||||||
| 19134 |
Persistent memory MCP server for AI coding agents (Claude Code, Codex, Gemini C…
|
A 90 3⁄3 | ||||||||
| 19135 |
A content exploration toolkit that helps LLMs surface high signal, unsummarized…
|
A 90 3⁄3 | ||||||||
| 19136 |
15 semantic GDScript analysis tools via Godot's built-in LSP. Navigation, refer…
|
A 90 3⁄3 | ||||||||
| 19137 |
Showcase MCP server for the Burnish Explorer — 34 tools across a fictional cons…
|
A 90 3⁄3 | ||||||||
| 19138 |
Sophon
Claim
Honest token economics for MCP agents. Rust binary, zero ML, reproducible bench…
|
A 90 3⁄3 | ||||||||
| 19139 |
Local-first CLI + MCP server: Any file → AI-ready Markdown + JSON
|
A 90 3⁄3 | ||||||||
| 19140 |
Fair meeting point discovery for AI agents with isochrone-based travel time fai…
|
A 90 3⁄3 | ||||||||
| 19141 |
Standalone MCP server that gives AI agents full GUI control over macOS — screen…
|
A 90 3⁄3 | ||||||||
| 19142 |
kontexta
Claim
A local-first MCP server that gives AI coding agents persistent memory and cont…
|
A 89 3⁄3 | ||||||||
| 19143 |
GOLEM-3DMCP implements the Model Context Protocol to give AI agents direct, pro…
|
A 89 3⁄3 | ||||||||
| 19144 |
mirobody
Claim
Your Data, Your AI — Health, Finance & More. Open Source, Privacy-First.
|
A 89 3⁄3 | ||||||||
| 19145 |
Translates a lockfile diff into a human-readable upgrade plan for npm and PyPI.
|
A 89 3⁄3 | ||||||||
| 19146 |
Static linter for AI prompts: contradictions, redundancy, ambiguity, and fluff.
|
A 89 3⁄3 | ||||||||
| 19147 |
Unified MCP and skill management gateway for AI agents, enabling tool discovery…
|
A 89 3⁄3 | ||||||||
| 19148 |
Save up to 40% on agent token costs with code graphs: call graphs, dependency g…
|
A 89 3⁄3 | ||||||||
| 19149 |
ToolTrust Scanner
Claim
Scans MCP servers for prompt injection, data exfiltration, and privilege escala…
|
A 89 3⁄3 | ||||||||
| 19150 |
Mistral AI MCP server: chat, OCR, Voxtral audio, Codestral FIM, vision, agents,…
|
A 89 3⁄3 | ||||||||