Prompt
Generate development prompts that integrate with the Cortex ecosystem. Not a text rewriter — an intelligent prompt architect.
# /project:prompt — Ecosystem-Aware Prompt Generator
Generate development prompts that integrate with the Cortex ecosystem. Not a text rewriter — an intelligent prompt architect.
## Instructions
### Step 0: DISCOVER
Invoke `cortex-repo-discovery` then `cortex-repository-intelligence`.
Specifically identify: project layout, major modules, docs, commands, hooks, workflows, skills, prompts, templates, plans, tests, build system.
### Step 1: UNDERSTAND
Invoke `cortex-planning-ecosystem`.
### Step 1.5: DISCOVER EXISTING IMPLEMENTATION
Before proposing a solution, check whether similar work exists. Review existing implementations, services, utilities, abstractions, commands, workflows, hooks, skills, prompts, templates, docs, ADRs, tests.
Determine whether work should extend, replace, deprecate, or remove existing implementations. Prefer evolution over duplication.
### Step 2: CLASSIFY
Classify the user's goal:
| Category | When | Ecosystem Leverage |
|----------|------|-------------------|
| **Planning** | Brainstorming design | brainstorming skill, guide.md |
| **Architecture** | Architecture decisions | /architecture or /challenge, ADRs |
| **Feature** | New functionality | /cortex workflow, phase plan |
| **Bug Fix** | Diagnosing bugs | TDD, test infrastructure |
| **Audit** | Codebase audit | /audit, hooks, automation |
| **Documentation** | Docs | docs/ structure, governance |
| **Refactor** | Restructuring | /review + /challenge, architecture |
| **Performance** | Optimization | Benchmarks, profiling |
| **Frontend** | UI/UX | DESIGN.md, CLAUDE.md frontend |
| **Backend** | API/service | Backend architecture, auth model |
| **DevOps** | Infrastructure | Makefile, docker-compose, CI |
| **Security** | Security review | AGENTS.md, docs/GOVERNANCE.md |
| **Testing** | Test improvement | tests/ structure, conftest.py |
| **Release** | Release prep | /release, version system |
| **Ecosystem** | Skills/hooks/workflows | /improve, governance |
| **Generation** | New commands/hooks/skills | Existing patterns, governance |
Identify affected: modules, APIs, commands, workflows, hooks, skills, docs, tests, config. Classify impact as Direct / Indirect / Repository-wide. Estimate complexity: Small / Medium / Large.
Ask user to confirm if ambiguous.
### Step 2.5: CLARIFY
If ambiguous: ask minimum questions. Do not generate multiple speculative prompts. List assumptions explicitly, keep them minimal and reversible.
### Step 3: GENERATE
Write prompt using this structure (include only relevant sections):
```markdown
# [Objective]
## Repository Context
## Current State
## Requirements
## Constraints
## Implementation Plan
## Integration Points (architecture, commands, hooks, workflows, skills, prompts, templates, config, docs, tests)
## Validation (build, lint, test, integration, docs, config, hooks)
## Documentation Updates
## Ecosystem Updates
## Success Criteria
## References
Key rules: Reference real paths and skills. Reference governance from docs/GOVERNANCE.md. Don't repeat hook-enforced rules. Don't duplicate architecture constraints — reference guide.md. Scale detail to complexity. Reuse before creating.
Prompt Complexity
- Simple → concise
- Medium → standard implementation plan
- Large → detailed specification
Step 4: REVIEW (Self-Audit)
Check: clarity, scoping, ecosystem leverage, redundancy, completeness, simplicity, architecture/repository/ecosystem consistency. Is this the smallest prompt that accomplishes the objective?
Step 5: REFINE
Fix issues found in review. Repeat until all checks pass.
Step 6: PRESENT
Show prompt in code block. Offer: edit, save to file, or use immediately with /project:cortex.
Output
Save to docs/audits/YYYY-MM-DD-prompt-{N}.md:
## Generated Prompt: [topic]
**Category:** [classification]
**Applies to:** [files/systems]
[prompt]
---
**Ecosystem leverage:** Skills, Workflows, Hooks, References
**Repository Impact:** Modules, Commands, Hooks, Workflows, Skills, Docs, Config, Tests
**Recommended Flow:** /project:review → /project:verify → /project:reflect
+ /project:release if release-related
**Confidence:** Repository understanding, Classification, Ecosystem coverage, Assumptions, Risks
Philosophy
Generate the smallest, clearest, ecosystem-aware prompt that reuses existing systems, follows governance, integrates with architecture, minimizes duplication, identifies ecosystem updates.
Completion Checklist
- Existing implementations reviewed
- Existing commands, workflows, hooks, skills, prompts, templates reviewed
- Existing documentation, tests, configuration reviewed
- No unnecessary duplication
- References only real repository artifacts
Maintain Prompt?
Let people know it's listed here — add the badge (live metrics, light/dark aware) or a plain link to your README or docs.
[Prompt on getagentictools](https://getagentictools.com/loops/aditya8281-project-prompt-ecosystem-aware-prompt-generator?ref=badge) npx agentictools info loops/aditya8281-project-prompt-ecosystem-aware-prompt-generator The second line is the CLI lookup for this page — handy in READMEs and docs.