PromptPartner
agentsmith
AgentSmith is a portable, battle-tested operating system for AI coding agents that provides disciplined rules, tools, memory, and feedback loops to turn vibe-coded demos into production-grade software.
AI repository intelligence
FR-AI / ANALYSISWhy it is worth attention
It solves the core problem of vague AI prompting by using 11 expert personas to rigorously interrogate every decision, producing a spec that an AI can autonomously execute story-by-story.
Who it is for
- Developers using Claude Code or Codex CLI
- Product managers defining detailed specs
- Startup founders with rough ideas to validate
- Solo developers wanting to accelerate AI-driven builds
Use cases
- Turning a vague product idea into a set of EPICs with locked decisions
- Generating an `execute.md` for autonomous build across multiple sessions
- Running a pre-build audit to catch flawed decisions before coding
- Using individual personas (e.g., product-head or co-founder) for focused interrogation
Strengths
- 11 expert personas grill the idea until nearly all hard questions are answered
- Produces a self-driving handoff doc that lets AI build story-by-story
- Includes a tracker and pre-build audit gate to catch mistakes early
- Works with both Claude Code and Codex CLI via a simple plugin or install script
Considerations
- Requires specific AI agents (Claude Code or Codex CLI) and is not universal
- Depends on the user answering the interrogation honestly for full effectiveness
- May be overkill for very simple ideas that do not need multi-persona grilling
README quick start
Usage
Description
🌶️ A product-thinking layer for vibe coders — grills a raw idea into build-ready docs through 13 expert personas. Claude Code plugin.
Related repositories
Similar projects matched by category, topics, and programming language.
0xwilliamortiz
Featured
ponytail-improved
Ponytail is a plugin for AI coding agents that enforces a disciplined ladder of reuse before writing code, reducing code volume by roughly 54% while preserving safety.
nagisanzenin
engram
Engram is an AI-powered learning system for humans that turns coding assistants into tutors, using spaced repetition and blind grading to ensure long-term retention.