MCP Server Quality Scores
Independent quality analysis of 69199 public MCP servers
Last updated 3 hours, 21 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ◐ Assessed Scores | ||||||||||
| 19101 |
MCP package manager with trust scoring. Search, install, and audit MCP servers.
|
A 91 3⁄3 | ||||||||
| 19102 |
Outsource your understanding. Capture every human-AI decision as a step in a tr…
|
A 91 3⁄3 | ||||||||
| 19103 |
Zettelkasten knowledge base for AI assistants with full-text and semantic searc…
|
A 91 3⁄3 | ||||||||
| 19104 |
Agent-first cognitive substrate: 20 verbs + 50 lint dims over a self-validating…
|
A 91 3⁄3 | ||||||||
| 19105 |
@fastly/mcp
Claim
Enables assistants to interact with the Fastly API, allowing them to manage ser…
|
A 91 3⁄3 | ||||||||
| 19106 |
ZettelForge is an agentic memory system for cyber threat intelligence that extr…
|
A 91 3⁄3 | ||||||||
| 19107 |
Record debug sessions, commands, failed attempts, and successful fixes in local…
|
A 91 3⁄3 | ||||||||
| 19108 |
Context compression plugin for Claude Code that automatically trims large tool …
|
A 91 3⁄3 | ||||||||
| 19109 |
Figma MCP server with full read/write access via plugin bridge — no API token, …
|
A 91 3⁄3 | ||||||||
| 19110 |
Persistent reasoning memory for AI agents via typed cognitive nodes and superse…
|
A 91 3⁄3 | ||||||||
| 19111 |
mcp-windbg
Claim
Model Context Protocol for WindDbg, implementation by rust
|
A 91 3⁄3 | ||||||||
| 19112 |
MCP Toolbox for Databases enables your agent to connect to your database.
|
A 91 3⁄3 | ||||||||
| 19113 |
Full-featured open source Jira & Confluence MCP server with 24 tools: issue CRU…
|
A 91 3⁄3 | ||||||||
| 19114 |
hamr
Claim
The Go framework for building MCP servers. Your struct tags are your schema.
|
A 91 3⁄3 | ||||||||
| 19115 |
Give AI agents full read/write email access through Mozilla Thunderbird. Zero c…
|
A 91 3⁄3 | ||||||||
| 19116 |
Showcase MCP server for the Burnish Explorer — 34 tools across a fictional cons…
|
A 90 3⁄3 | ||||||||
| 19117 |
Control Classic Mac OS (System 7-9) from AI agents via shared folder protocol.
|
A 90 3⁄3 | ||||||||
| 19118 |
Run local Froglet verifiable compute, signed receipts, settlement, and service …
|
A 90 3⁄3 | ||||||||
| 19119 |
Standalone MCP server that gives AI agents full GUI control over macOS — screen…
|
A 90 3⁄3 | ||||||||
| 19120 |
AI-powered image editing through Photopea with 34 tools for documents, layers, …
|
A 90 3⁄3 | ||||||||
| 19121 |
Enables AI assistants to interact with your Productboard workspace, allowing fe…
|
A 90 3⁄3 | ||||||||
| 19122 |
Advanced cognitive reasoning MCP server with DAG-based thought graph, 5 reasoni…
|
A 90 3⁄3 | ||||||||
| 19123 |
🐍🏠 - An MCP server for connecting to any OpenTelemetry backend (Datadog, Grafan…
|
A 90 3⁄3 | ||||||||
| 19124 |
Enables AI agents to perform validated 3D CAD modeling using CAiD and OpenCASCA…
|
A 90 3⁄3 | ||||||||
| 19125 |
Fair meeting point discovery for AI agents with isochrone-based travel time fai…
|
A 90 3⁄3 | ||||||||
| 19126 |
PropProfessor MCP
Claim
Standalone Model Context Protocol server for PropProfessor, plus a small query …
|
A 90 3⁄3 | ||||||||
| 19127 |
Local memory for Claude Code. Semantic recall across session history with zero …
|
A 90 3⁄3 | ||||||||
| 19128 |
immich-photo-manager
Claim
Turn your self-hosted Immich photo library into a conversation — natural langua…
|
A 90 3⁄3 | ||||||||
| 19129 |
Sophon
Claim
Honest token economics for MCP agents. Rust binary, zero ML, reproducible bench…
|
A 90 3⁄3 | ||||||||
| 19130 |
A content exploration toolkit that helps LLMs surface high signal, unsummarized…
|
A 90 3⁄3 | ||||||||
| 19131 |
Local-first CLI + MCP server: Any file → AI-ready Markdown + JSON
|
A 90 3⁄3 | ||||||||
| 19132 |
3D & AR SDK for Android (Jetpack Compose + Filament), iOS (SwiftUI + RealityKit…
|
A 90 3⁄3 | ||||||||
| 19133 |
Shape-shifting MCP hub — shapeshift() into 10,000+ servers at runtime. No resta…
|
A 90 3⁄3 | ||||||||
| 19134 |
agent-lsp
Claim
Stateful MCP server over real language servers. 50 tools, 30 CI-verified langua…
|
A 90 3⁄3 | ||||||||
| 19135 |
97% token reduction for AI coding sessions — zero deps, 31 languages, MCP server
|
A 90 3⁄3 | ||||||||
| 19136 |
15 semantic GDScript analysis tools via Godot's built-in LSP. Navigation, refer…
|
A 90 3⁄3 | ||||||||
| 19137 |
tarn
Claim
CLI-first API testing tool with structured JSON failures (`failure_category`, `…
|
A 90 3⁄3 | ||||||||
| 19138 |
49-tool Polymarket prediction market suite for AI agents. Direct trading, smart…
|
A 90 3⁄3 | ||||||||
| 19139 |
Local symbol ground truth MCP server for Unicode lookup and code-symbol linting.
|
A 90 3⁄3 | ||||||||
| 19140 |
Persistent memory MCP server for AI coding agents (Claude Code, Codex, Gemini C…
|
A 90 3⁄3 | ||||||||
| 19141 |
dep-scope
Claim
Symbol-level npm dependency analysis: scan verdicts, native alternatives, migra…
|
A 90 3⁄3 | ||||||||
| 19142 |
Mistral AI MCP server: chat, OCR, Voxtral audio, Codestral FIM, vision, agents,…
|
A 89 3⁄3 | ||||||||
| 19143 |
Provides AI assistants with secure git access to ShadowGit repositories, enabli…
|
A 89 3⁄3 | ||||||||
| 19144 |
Unified MCP and skill management gateway for AI agents, enabling tool discovery…
|
A 89 3⁄3 | ||||||||
| 19145 |
Static linter for AI prompts: contradictions, redundancy, ambiguity, and fluff.
|
A 89 3⁄3 | ||||||||
| 19146 |
Pirsch Analytics with natural language queries and trend analysis
|
A 89 3⁄3 | ||||||||
| 19147 |
Provides a constitutional governance framework for AI agents, offering 13 MCP t…
|
A 89 3⁄3 | ||||||||
| 19148 |
Description: Persistent local memory for Claude, Cursor and Codex. 13 MCP tools…
|
A 89 3⁄3 | ||||||||
| 19149 |
CSV-first analytics for Google Ads + Meta Ads: reporting, anomaly detection, bu…
|
A 89 3⁄3 | ||||||||
| 19150 |
Self-evolving AI Agent framework — search, compare, and install Genes ranked by…
|
A 89 3⁄3 | ||||||||