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By opensesh
Automate full-stack development cycles: interview to generate executable PRDs, research codebase gaps, spawn agents to execute tasks/tests/docs in isolated git worktrees, iterate Greptile PR reviews until passing, and merge to main with health checks.
npx claudepluginhub opensesh/karimo --plugin karimoCreate or update KARIMO configuration in `.karimo/config.yaml`. Use this when you want to configure KARIMO separately from planning.
**Phase 3 monitoring** — System health, execution insights, and velocity analytics.
Check the health of a KARIMO installation, identify issues, and provide actionable recommendations.
Intelligent feedback capture with automatic complexity detection and adaptive investigation.
Execute the full Greptile review cycle on a PR, looping until score meets threshold or circuit breaker triggers.
Correction agent that applies fixes to task briefs and PRD based on review findings. Modifies briefs, PRD, and tasks.yaml as needed to resolve critical issues before execution.
Pre-execution validation agent that investigates PRD and task briefs against codebase reality. Produces findings document for correction before execution begins.
Generates self-contained, portable task briefs from PRD data. Spawned by /karimo:run Phase 1 for each task.
Analyzes coverage reports and adds explanatory PR comments. Spawned by /karimo:merge when coverage reports exist. Cross-references with task briefs to explain coverage gaps.
Creates complex documentation (complexity 5+). Writes comprehensive API docs, architectural documentation. Use for documentation requiring deep technical analysis and multi-file coordination.
Uses power tools
Uses Bash, Write, or Edit tools
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Development workflow automation including feature development, code quality, and PR management
Implementation planning, execution, and PR creation workflows with multi-agent collaboration
End-to-end development workflow: design → draft-plan → orchestrate → review → pr-create → pr-review → pr-merge
Autonomous GitHub Project Management workflow with orchestrator-agent coordination for parallel task execution via git worktrees
Complete PRP workflow automation - plan, implement, debug, review, commit, and PR commands with specialized agents
Generate optimized prompts, PRDs, and task plans for Replit Agent that maximize AI understanding and minimize iterations
Design operations toolkit for design companies - dashboard, integrations, and utility commands for team productivity
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PRD-driven autonomous development for Claude Code.
You are the architect, agents are the builders.
Want to see exactly how KARIMO works? Check out the interactive demo to understand why it was built and how it works in detail.
┌──────────┐ ┌──────┐ ┌───────┐ ┌────────┐ ┌─────────────┐ ┌─────────┐
│ RESEARCH │──▸│ PLAN │──▸│ TASKS │──▸│ REVIEW │──▸│ ORCHESTRATE │──▸│ INSPECT │
└──────────┘ └──────┘ └───────┘ └────────┘ └─────────────┘ └─────────┘
│ │ │ │ │ │
└────────────┘ └──────────────┘ └──────────────┘
Loop 1 Loop 2 Loop 3
Human Claude Configurable
| Step | What Happens |
|---|---|
| Research | Discover patterns, libraries, gaps |
| Plan | Structured interview captures requirements |
| Tasks | Generate task briefs from research + PRD |
| Review | Claude validates briefs against codebase |
| Orchestrate | Execute in waves (parallel tasks, sequential waves) |
| Inspect | Review each PR (manual, Code Review, or Greptile) |
| Command | Purpose |
|---|---|
/karimo:research "feature" | Start here — Create PRD folder + research |
/karimo:plan --prd {slug} | Interactive PRD creation |
/karimo:run --prd {slug} | Brief generation → review → execution |
/karimo:merge --prd {slug} | Final PR to main |
/karimo:dashboard | Monitor progress |
/karimo:feedback | Capture learnings |
/karimo:doctor | Diagnose issues |
Full reference: COMMANDS.md
KARIMO builds on Claude Code's native APIs with custom orchestration:
| Capability | Claude Code (Native) | KARIMO (Custom) |
|---|---|---|
| Isolation | Worktree per agent | + Branch identity verification |
| Execution | Task spawning | + Wave-ordered parallelism |
| Models | Static model: param | + Complexity routing + escalation |
| Recovery | Worktree persistence | + Git state reconciliation |
| Quality | — | + Semantic loop detection |
Why custom? Claude Code provides foundations (worktrees, sub-agents, hooks) but doesn't coordinate task dependencies, detect stuck loops, or recover from crashes. KARIMO adds these as a coordination layer.
Details: Feature Architecture
| Phase | What You Get |
|---|---|
| Phase 1 | PRD interviews, agent execution, worktrees, PRs — works out of the box |
| Phase 2 | Automated review via Greptile ($30/mo) or Claude Code Review |
| Phase 3 | CLI dashboard with velocity metrics |
Details: PHASES.md
/plugin marketplace add opensesh/KARIMO
/plugin install karimo@karimo
/reload-plugins
Once Anthropic accepts KARIMO into the official marketplace (in review), this becomes:
/plugin install karimo@claude-plugins-official
git clone https://github.com/opensesh/KARIMO
bash KARIMO/.karimo/install.sh ./my-project
If you previously used .karimo/update.sh to sync files into your project's .claude/plugins/karimo/, it continues to work but is no longer the recommended path. Plugin-managed installs benefit from Claude Code's built-in update, reload, and scope management.
/karimo:research "feature-name" # Creates PRD folder + runs research
/karimo:plan --prd {slug} # Interactive PRD creation (~10 min)
/karimo:run --prd {slug} # Execute tasks in waves
/karimo:merge --prd {slug} # Final PR to main
Prerequisites: Claude Code, GitHub CLI (gh auth login), Git 2.5+