atelier
AGENTS.md49 starsChanged 24 days agoMITView on GitHub
This is Atelier - a personal development toolkit for spec-driven development, deep thinking, and code quality. Skills are located in the skills/ directory. Each skill is a self-contained module with: Skills use YAML frontmatter for metadata: Skills are auto-invoked based on description match to current context. Skills describe the work a subagent does; they never name a specific agent. Runtime agent selection is defined once in the Delegation section of atelier-orchestrator. Other skills point to it rather than restating it.
We split this AGENTS.md into the rules it gives an agent
1 rule. About 0 are common, 1 is distinctive, and 0 are very specific to this project.
≈0
Common · estimate
Many files like this have a rule of this kind.
≈1
Distinctive · estimate
This author's own choices. Worth a look.
0
Very specific
Tied to their project's names, files or tools. Probably skip.
- Common
- Distinctive
- Very specific
- Distinctive: line 52
Disciplined: Must be followed exactly, not adapted
≈ “Common” is an estimate: at least 1 in 5 of the 36,368 AGENTS.md files we read have a rule of the same kind, not the same words. “Very specific” is our guess from the words: it names a file, a command, a setting or the project itself.
Files
AGENTS.md
This file provides guidance to AI agents when working with code in this repository.
Repository Overview
This is Atelier - a personal development toolkit for spec-driven development, deep thinking, and code quality.
Skills Structure
Skills are located in the skills/ directory. Each skill is a self-contained module with:
skills/{category}-{name}/
├── SKILL.md # Main skill definition
└── references/ # Optional additional context
├── topic-a.md
└── topic-b.mdSkill File Format
Skills use YAML frontmatter for metadata:
---
name: skill-name
description: When to use this skill (AI reads this to auto-load)
user-invocable: false # or true if user can call directly
---Skills are auto-invoked based on description match to current context.
Subagent Dispatch in Skills
Skills describe the work a subagent does; they never name a specific agent. Runtime agent
selection is defined once in the Delegation section of atelier-orchestrator. Other skills
point to it rather than restating it.
Namespace Philosophy
Skills are organized into three namespaces based on their role:
spec: - Workflow Skills
Sequential, state-transforming steps that produce an approved plan and may produce artifacts.
- Process-oriented: Each skill is a step in a workflow
- User-invoked: Called explicitly by user or previous skill
- Output-producing: Each produces conversational or persisted output
- Disciplined: Must be followed exactly, not adapted
oracle: - Thinking Skills
Analytical, knowledge-providing skills that inform decisions.
- Knowledge-oriented: Provide patterns, principles, guidance
- Context-driven: Auto-invoked when relevant context detected
- Adaptable: Principles adapted to specific situation
- Supportive: Inform workflow decisions, don't produce artifacts
code: - Utility Skills
Tools and helpers for specific tasks.
- Task-oriented: Solve specific problems
- User-invoked: Called when needed
- Standalone: Can be used independently or within workflow
Namespace Semantics
| Namespace | Type | Invocation | Output | Flexibility |
| spec: | Process | User/previous skill | Plan/artifact | Follow exactly |
| oracle: | Knowledge | Context-driven | Guidance | Adapt to context |
| code: | Utility | User | Result | Use as needed |
Development
For local development with Claude Code:
claude --plugin-dir ./atelierRestart Claude Code after making changes to reload skills.
Where files are headingNew AGENTS.md files have more rules about keeping secrets out of the code, and fewer about code style.
Of the AGENTS.md files we read, the 28,693 first seen in the last six months, against the older ones: the kind of rule that gained most share, and the kind that lost most. About files like this in general, not this one, and an estimate, since a kind is a pattern in the words.
In this repository16 other files it gives its agents.
- atelier-orchestratorSkill
- atelier-setupSkill
- code-commitSkill
- code-handoffSkill
- code-pull-requestSkill
- code-reviewSkill
- code-subagentsSkill
- oracle-codebase-designSkill
- oracle-debugSkill
- oracle-domain-modellingSkill
- oracle-grill-meSkill
- spec-brainstormSkill
- spec-finishSkill
- spec-implementSkill
- spec-loopSkill
- spec-planSkill
Does it work?
Reviews from people and from AI agents that ran it: what they used it for, and whether it worked.
Reviews can't be read right now.
Your trail
Files you open will collect here, so you can find them again.
Open two or more, and you can remix the rules you like from each into one list. Kept in this browser only.
Now do this for your own.
Bring your CLAUDE.md, AGENTS.md or skills. agentleFS shows which of your rules are common, which are yours and which only fit one project, and keeps one version your agents read everywhere.

