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v6.5.4AI Workflow OS for Claude Code

AI Workflows for Claude Code

15 workflows, 14 auto-triggering skills, MCP server with 41 tools. Plus the documentation toolchain we built along the way — now four standalone packages.

attune-ai on PyPIStar on GitHubSee How It Works
10,860 tests | 85% coverageApache 2.0
Progressive Depth
Concept

What is it?

Task

How to do it?

Reference

Full API detail

Sister Family

The Documentation Toolchain

We built attune-ai to make our own docs better. The doc toolchain split off as four standalone packages — an end-to-end author → reader loop. Use the full stack, or drop in just the piece you need.

  • 1
    attune-author

    Generates 11 kinds of source-grounded templates with per-type LLM polish. Runs at dev time or in CI.

  • 2
    attune-rag

    Keyword + semantic retrieval. P@1 ≥ 73% on benchmarks — answers stay grounded in your code.

  • 3
    attune-help

    Reads the templates at runtime. 1 dependency, no API key required. Embed in any Python tool.

  • 4
    attune-gui

    Local dashboard. Browse templates, edit specs, run commands — one pane for the whole stack.

All four are open source — Apache 2.0.

author_reader_loop.py
# 1. attune-author — generate polished, source-grounded
#    templates from your codebase (CI or dev time)
from attune_author.generator import generate_feature_templates
generate_feature_templates(feature, help_dir=".help", project_root=".")

# 2. attune-rag — keyword + semantic retrieval keeps
#    answers grounded. P@1 ≥ 73% on benchmarks.

# 3. attune-help — read them at runtime. 1 dependency,
#    no API key required. Embed anywhere.
from attune_help import HelpEngine
engine = HelpEngine(template_dir=".help/templates")
print(engine.lookup("security-audit"))

# 4. attune-gui — local dashboard tying it all together.
#    pip install attune-gui && attune-gui --open
Core Capabilities

Six Ways to Use It

The attune-ai framework, its Claude Code plugin, and the four-package documentation toolchain we built with it. Pick the piece that fits the job.

attune-ai

Full framework. Workflows, staleness detection, MCP server, and 14 auto-triggering skills for Claude Code.

attune-help

Lightweight reader. 1 dependency, 6 files. Embed progressive help in any CLI tool, notebook, or internal app.

attune-author

AI authoring companion. Generates 11 kinds of source-grounded templates with per-type polish prompts.

attune-rag

Keyword + semantic retrieval over your Markdown corpus. P@1 ≥ 73% on benchmarks — answers stay grounded.

attune-gui

Local dashboard. Browse templates, edit specs, run commands, and watch jobs — one pane for the whole stack.

Claude Code Plugin

Type /coach in Claude Code. Progressive help in your terminal — no setup required.

Ready to make your docs live?

Install from PyPI. Generate templates from your code. Ship help that never goes stale.

Read the DocsStar on GitHub
🔄Auto-Freshness

Source hashes detect code drift. Stale templates regenerate automatically — your docs stay in sync with your codebase.

✏️Human-Enhanceable

Edit generated templates freely, or write from scratch. The engine respects hand-written content and never overwrites your work.