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Warden-AI

The structurally-verified context layer for AI coding agents. Cut 50-90% of your agent's token spend.

Install / Use

claude mcp add rynald0cst0ltziam -- npx -y github:rynald0cst0ltziam/Warden-AI

If the server publishes to npm under a different name, use that package instead โ€” check the repo README.

About this skill
๐Ÿ”Œ

MCP Server

Model Context Protocol server

Quality Score

77/100

Supported Platforms

Claude Code
Claude Desktop
Cursor
Windsurf

Tags

Our assessment of Warden-AI

Warden-AI scores 77/100 on our quality scale, 833rd of 959 AI & Machine Learning skills we index.

Its MCP Server is 5.5 KB long, well organised into 9 sections with 5 code examples: a solid amount of guidance for an agent.

It has 10 GitHub stars, so there is little community track record yet; judge it on its content.

Substance
26/30
Structure
20/20
Description
12/15
Adoption
4/20
Freshness
15/15

Maintenance, license and trust

  • The repository was last updated yesterday, so Warden-AI is actively maintained.
  • No license is declared. By default that means all rights are reserved: you can read it, but reusing or redistributing it is not clearly permitted. Ask the author before building on it commercially.
  • Its trust signals score 85/100, with 1 caution from licensing, adoption, age or documentation. These come from repository metadata, not a code audit โ€” read the skill file before letting an agent act on it.

Warden-AI compared with similar skills

All 4 of these similar skills score higher than Warden-AI; compare them before choosing.

SkillScoreStarsUpdatedFormat
Warden-AI (this skill)by rynald0cst0ltziam77101d agoMCP Server
claude-memby thedotmack100101.2ktodayCLAUDE.md
Agent-Reachby Panniantong10098.0k1d agoCLAUDE.md
Understand-Anythingby Egonex-AI10086.6k4d agoCLAUDE.md
headroomby headroomlabs-ai10075.5ktodayCLAUDE.md

Frequently asked questions

How do I install Warden-AI?
Run claude mcp add rynald0cst0ltziam -- npx -y github:rynald0cst0ltziam/Warden-AI. The install tabs above show the steps for each supported agent.
Which AI agents does Warden-AI work with?
It is written for Claude Code, Claude Desktop, Cursor and Windsurf, as a MCP Server file. Other agents that read the same format can often use it too.
Is Warden-AI safe to use?
It declares no license and scores 85/100 on trust signals. Skills are instructions an agent will follow, so read the file before installing it and do not approve commands you do not understand.
Is Warden-AI still maintained?
The repository was last updated yesterday, so Warden-AI is actively maintained.
<p align="center"> <img src="https://raw.githubusercontent.com/rynald0cst0ltziam/Warden-AI/main/docs/assets/warden-banner.png" alt="Warden" width="800"> </p> <p align="center"> <strong>Verified context for AI coding agents.</strong> </p> <p align="center"> <strong>Your AI agent burns tokens on noise. Warden stops that.</strong> </p> <p align="center"> Less context. More signal. Verified. </p> <p align="center"> <a href="https://www.npmjs.com/package/warden-ai"><img src="https://img.shields.io/npm/v/warden-ai.svg?style=for-the-badge&color=blue" alt="npm"></a> <a href="LICENSE"><img src="https://img.shields.io/badge/license-PolyForm_Shield-yellow.svg?style=for-the-badge" alt="License"></a> <a href="#works-with-35-agents"><img src="https://img.shields.io/badge/works_with-35%2B_agents-orange.svg?style=for-the-badge" alt="35+ agents"></a> <a href="#trust-guard"><img src="https://img.shields.io/badge/verified_context-100%25_pass-brightgreen.svg?style=for-the-badge" alt="Verified Context"></a> <a href="#privacy"><img src="https://img.shields.io/badge/local_first-no_cloud-blue.svg?style=for-the-badge" alt="Local First"></a> <a href="https://warden-io.vercel.app"><img src="https://img.shields.io/badge/website-warden--io-blue.svg?style=for-the-badge" alt="Website"></a> </p> <br>

Every token your agent spends on noise is a token it didn't spend on your actual problem. Warden fixes this.

Warden is a local context layer for AI coding agents. It drops into Claude Code, Cursor, Codex, Windsurf, Cline, Gemini, and 30+ other agents. Install once. Warden removes unnecessary tool-output noise while preserving the lines the agent actually needs to see.

50-90% fewer tokens. Zero config. Zero cloud. Zero lock-in.

Benchmarked. 30-task suite. 72.3% overall reduction. 100% guard pass rate. 8ms avg overhead.

Why Warden?

Most context optimizers simply remove or summarize information. Warden verifies the reduction.

Raw agent output โ†’ Warden โ†’ Intelligent reduction โ†’ Verification โ†’ Agent

This is the differentiator: not just compression, but verified compression. You don't have to trust that Warden got it right โ€” the trust guard proves it on every call.

Warden AI is a local context layer for AI coding agents. It is not a security firewall, authentication system, agent framework, or infrastructure management tool.

Install

All platforms (macOS, Linux, Windows, WSL):

npm install -g warden-ai && warden init

macOS / Linux / WSL (curl one-liner):

curl -fsSL https://raw.githubusercontent.com/rynald0cst0ltziam/Warden-AI/main/install.sh | bash

Windows (PowerShell one-liner):

irm https://raw.githubusercontent.com/rynald0cst0ltziam/Warden-AI/main/install.ps1 | iex

Windows users: do NOT use the curl command in CMD or PowerShell โ€” bash triggers WSL on Windows. Use the PowerShell or npm command above.

~10 seconds ยท Node >= 22.5 ยท skips agents you don't have ยท safe to re-run

warden init does everything automatically:

| Step | What happens | |:-----|:-------------| | Register | Warden registered as MCP server in all detected agents (30+) | | Rules | Agent rules files written (CLAUDE.md, AGENTS.md, .cursorrules, etc.) | | Index | Code index built โ€” call graph, imports, symbols, dead code | | Compress | Memory files compressed to save tokens every future session |

Trust guard

The trust guard is the non-negotiable rule:

Every non-annotation line in the pruned output must appear verbatim in the raw output. If it doesn't, the raw is shipped instead.

This means Warden removes lines, never rewrites them.

Safety net โ€” always on

| Mechanism | What it does | |:----------|:-------------| | Trust guard | Every pruned line verified verbatim against raw. If altered, raw ships instead. | | Eval gate | Rules earn confidence through real samples before going live. | | CCR | Every cut reversible. Full original cached 7 days. warden_retrieve with --around and --lines. |

Privacy

No cloud. No API server. No telemetry. No analytics. No phone-home.
Your code, tool outputs, and pruning decisions stay in a local SQLite
file on your machine. It works on a plane.

Requirements

  • Node.js >= 22.5 (uses built-in node:sqlite)
  • Any MCP-compatible AI coding agent

Commands

| Command | What it does | |:--------|:-------------| | warden init | Register in all agents + write rules + build index + compress files | | warden serve | Run MCP server over stdio | | warden status | Rules, confidence, tokens saved, recent memories | | warden hud | Live terminal HUD | | warden dashboard | Web UI at http://localhost:7878 | | warden doctor | Health check | | warden benchmark | Run benchmarks | | warden ccr | CCR status | | warden memory list | List stored memories | | warden task-report | Per-task report |

Works with 35+ agents

| | | | | | | |:---:|:---:|:---:|:---:|:---:|:---:| | Claude Code | Claude Desktop | Cursor | Windsurf | Codex CLI | Cline | | Roo Code | Continue | VS Code Copilot | Zed | JetBrains | Amazon Q | | Gemini CLI | Antigravity | Aider | Goose | OpenHands | + more |

License

PolyForm Shield 1.0.0 โ€” source-available, free for everyone including commercial use. See LICENSE.


<p align="center"> <a href="#install">Install</a> ยท <a href="https://warden-io.vercel.app">Website</a> ยท <a href="https://github.com/rynald0cst0ltziam/Warden-AI">GitHub</a> ยท <a href="https://www.npmjs.com/package/warden-ai">npm</a> </p> <p align="center"> Made with โšก by Rynaldo Stoltz </p>

Related Skills

View on GitHub
GitHub Stars10
CategoryAI
Updated1d ago
Forks2

Languages

TypeScript

Trust signals

85/100

From repository metadata: license, adoption, age and documentation. Not a code audit โ€” see the Safety scan above for what the skill file itself contains.

1 medium1 info
Warden-AI โ€” MCP Server: Install & Safety Check | SkillAgent