Refine prompts and outputs through structured meta-cognition: brainstorm fuzzy ideas into precise specs, review completed work against agreed plans with categorized findings, compress verbose output to save tokens, audit documents for blind spots, and fact-check text with cited sources.
Clarify a vague idea through deep back-and-forth questioning until it is precise enough to act on. Works at any level, functional, technical, or mixed. Use when the user surfaces a half-formed idea, a fuzzy feature, a technical question, or an under-specified request, or asks to brainstorm, clarify, or refine before committing. Keeps probing and following each answer's threads until no real ambiguity remains or the user is satisfied. Not for analytically scanning a written artifact for gaps (use aidd-refine:04-shadow-areas), critiquing finished work (use aidd-refine:02-challenge), or any implementation, planning, or code.
Rethink prior work to verify correctness against an agreed plan, classifying findings as deal-breakers, suggestions, or correct, with a confidence score. Use when the user says "challenge this", "rethink your plan", "is this correct", "review my last decision", "challenge my decision", "challenge what you did", "is my decision right", "criticize this", "find flaws", or asks for a critical review of just-completed work. Do NOT use for line-by-line code review against a style guide, implementing features, writing tests, or generating new code.
Toggle terse output mode with intensity levels (lite, full, ultra) so prose drops articles, filler, and pleasantries while code, quoted errors, and security warnings stay verbatim. Also reports real token usage and estimated savings under condense mode for the current session. Use when the user says "condense", "condense output", "be more concise", "shorter answers", "tighten output", "/condense", "/condense full", "/condense ultra", "stop condense", "normal mode", "/condense-stats", "how much have we saved", or "token savings". Do NOT use for editing existing prose, summarizing a long document, or compressing source code (only output style is affected, not content).
Analytical scan of a markdown artifact (idea, user-stories, PRD, spec) to surface blind spots - unstated assumption, missing actor, missing failure mode, ambiguous term, missing acceptance criterion, missing edge case, and missing dependency - emitting a structured shadow report grouped by category and sorted by severity. Use when the user says "find blind spots in this spec", "what's missing in this PRD", "shadow report", "shadow analysis", "scan for gaps", "find what's missing", "spot blind spots", "review for gaps", or asks for an analytical gap scan of a written artifact. Do NOT use for interactive clarification through iterative Q&A (use aidd-refine:01-brainstorm for that), implementing features, writing tests, or reviewing code style.
Verify factual claims in a piece of text against authoritative sources and rewrite it with footnote citations, hedging any claim that cannot be confirmed. Runs a cheapest-first verification cascade (project memory and docs, then codebase inspection, then web lookup) and reports both sources when they disagree. Use when the user says "fact-check this", "verify that claim", "are you sure about that", "is that actually true", "cite your sources", "where did you get that fact", "did you make that up", "double-check the version you gave me", "vérifie cette information", or "es-tu sûr de ça". Do NOT use to auto-guard the AI's own output (this skill only fires on an explicit request), to judge code logic correctness, or to clarify vague requirements through iterative Q&A - use `aidd-refine:01-brainstorm` for that.
Own this plugin?
Verify ownership to unlock analytics, metadata editing, and a verified badge. GitHub access is read-only (username + org membership).
Sign in to claimOwn this plugin?
Verify ownership to unlock analytics, metadata editing, and a verified badge. GitHub access is read-only (username + org membership).
Sign in to claimBased on adoption, maintenance, documentation, and repository signals. Not a security audit or endorsement.
🇫🇷 The first French open-source framework for AI-driven development.
6 plugins · 38 skills · 3 agents · MIT
🗺️ Live roadmap — what's shipping Now / Next / Later
The AI-Driven Dev Framework is a marketplace — skills, agents, commands, rules, prompts, templates, recipes… — that helps you ship high-quality features to production.
Orchestrate your SDLC (Software Development Life Cycle) at scale, the agentic engineering way.
Built by the AI-Driven Dev community: 3 years of R&D, 500+ developers trained in English 🇬🇧 and French 🇫🇷, shipping production software with 100% AI-generated code.
Primarily built on Claude Code (they set the standards), but compatibility with the other tools is ensured.
| Tool | Status |
|---|---|
| Claude Code | ✅ Native · recommended |
| GitHub Copilot | ✅ Supported |
| Codex | ✅ Supported |
| Cursor | ✅ Supported |
| OpenCode | ✅ Supported |
| Gemini | 🚧 In progress |
| Mistral | 🚧 In progress |
Two install formats, depending on your tool:
-marketplace- archive and run aidd marketplace add.-flat- archive straight into your project (it materializes .cursor/, .opencode/, …). For tools without marketplace support.All builds are attached to each GitHub release → latest release.
Claude Code — register the marketplace and install the plugins (slash commands, not shell):
/plugin marketplace add ai-driven-dev/framework
/plugin install aidd-context@aidd-framework
/plugin install aidd-refine@aidd-framework
/plugin install aidd-dev@aidd-framework
/plugin install aidd-vcs@aidd-framework
/plugin install aidd-pm@aidd-framework
/plugin install aidd-orchestrator@aidd-framework
Other tools — every release attaches a per-tool archive. Grab yours from the latest release:
aidd-framework-copilot-marketplace-<version>.zip and unzip it.aidd marketplace add aidd-framework ./aidd-framework-copilot-marketplace-<version>
aidd-framework marketplace (same plugin names as Claude Code).aidd-framework-codex-marketplace-<version>.zip and unzip it.aidd marketplace add aidd-framework ./aidd-framework-codex-marketplace-<version>
aidd-framework marketplace (same plugin names as Claude Code).npx claudepluginhub ai-driven-dev/framework --plugin aidd-refineKnowledge production: project bootstrap, project init, generation of context artifacts (skills, agents, rules, commands, hooks), mermaid diagrams, learn, explore, recipe how-to sheets
Orchestration plugin. v1 use case: async development - turn ready issues into pull requests, then iterate on review feedback until a human takes over. Designed to host more orchestration use cases (refactoring, docs, audits) in future versions.
Code transformation: Dev SDLC orchestrator (code-shipping pipeline), plan, assert, audit, review, test, refactor, debug, for-sure. Hosts engineering agents.
External artifacts: commit, pull-request, release-tag, issue-create
Product management: ticket-info, user-stories-create, prd, spec
Intelligent prompt optimization: injects the right context at the right moment so Claude lands a better first output. Clarifies vague prompts with research-based questions, plus targeted nudges for approach selection, plan readability, workflow routing, background execution, subagent routing, output readability, user-decision questions, and plan-mode assessment
You work with me (Claude) - I guide your workflow and suggest next actions.
Tools for crafting, reviewing, analyzing, refining, and optimizing LLM prompts for clarity, precision, goal effectiveness, and token efficiency
Humanize - An iterative development plugin that uses Codex to review Claude's work. Creates a feedback loop where Claude implements plans and Codex independently reviews progress, ensuring quality through continuous refinement.
Codex CLIにセカンドオピニオンを求めるスキル。「codexと相談して」「codexに聞いて」で発動する。
AI-powered development tools for code review, research, design, and workflow automation.