Zima Blue CLI - Personal Agent Orchestration Platform
Project description
Zima Blue CLI
"I chose blue. That intense blue." — Zima Blue
Zima Blue CLI is a personal Agent orchestration platform that lets you run a 7x24 autonomous AI Agent factory on your own computer.
Simply define Prompt templates and configuration parameters, and Zima will automatically invoke Kimi CLI to execute tasks and return structured results.
Define Prompt Template → Configure Parameters → Execute → Get Results
Table of Contents
- Features
- Architecture
- Quick Start
- CLI Commands
- Documentation
- Claude Code Marketplace
- Development
- Naming Origin
- License
Features
- 🤖 Multi-Agent Support — Pluggable AI executors (currently Kimi and Claude)
- 📋 Configuration Entities — Layered config design: Agent + Workflow + Variable + Env + PMG
- 🚀 PJob Execution Layer — Declarative task configuration, one-command composition and execution
- 📝 Jinja2 Templates — Flexible Prompt templates with variable substitution
- 🔒 Secret Management — Supports environment variables, files, Vault, and other secret sources
- 🧪 Full Test Coverage — Unit tests + integration tests (including real Kimi invocation tests)
- 🧹 Auto Cleanup — Built-in cleanup scripts for cache and temporary files
Architecture
Configuration Entities
Zima uses a layered configuration design, enabling flexible task execution through composition:
| Entity | Purpose | Example |
|---|---|---|
| Agent | AI executor config (kimi/claude) | code-reviewer |
| Workflow | Prompt template (Jinja2) | code-review-template |
| Variable | Template variable values | review-vars |
| Env | Environment variables and secrets | prod-env |
| PMG | Dynamic parameter groups | build-params |
| PJob | Execution config (composes all above) | daily-review-task |
| Schedule | Daemon scheduling (32-cycle stages) | weekday-review |
Directory Structure
~/.zima/
├── configs/
│ ├── agents/ # Agent configurations
│ ├── workflows/ # Workflow templates
│ ├── variables/ # Variable configurations
│ ├── envs/ # Environment configurations
│ ├── pmgs/ # Parameter groups
│ ├── pjobs/ # Execution task configurations
│ └── schedules/ # Daemon scheduling configurations
├── daemon/ # Daemon runtime (PID, state, logs, JSONL history)
├── temp/pjobs/ # Ephemeral PJob working directories
├── history/pjobs.json # Per-PJob execution history (max 100 each)
├── logs/ # Execution logs
└── scenes.yaml # Optional user-defined quickstart scenes
Execution Flow
# Composed execution
zima pjob run my-task # Combines Agent + Workflow + Variable + Env
Important This project adopts an iterative design approach. Always refer to
docs/architecture/for the latest design, and useAGENTS.mdat the repository root as the final authority for implementation.
Quick Start
Installation
# Clone the repository
git clone https://github.com/zhuxixi/zima-blue-cli.git
cd zima-blue-cli
# Install dependencies
uv sync
Basic Usage
# Create an Agent
zima agent create --name "My Agent" --code my-agent --type kimi
# Run a PJob (after composing one)
zima pjob run <pjob-code>
# Inspect execution history
zima pjob history <pjob-code>
Quickstart Wizard
The fastest way to get started. One command creates all configs interactively:
zima quickstart
The wizard walks you through picking a task template, naming your setup, selecting an AI agent (Kimi / Claude), and auto-detects your git repo.
When done, run the generated PJob:
zima pjob run <generated-code> --dry-run # preview
zima pjob run <generated-code> # execute
Advanced Usage: Composed Configuration
Tip:
zima quickstartis the recommended entry point. The steps below are the manual config-by-config approach for power users.
# 1. Create an Agent
zima agent create --name "Code Reviewer" --code reviewer --type kimi
# 2. Create a Workflow template
zima workflow create --name "Review Template" --code review \
--template "# Review: {{ task_name }}\n\n{{ description }}"
# 3. Create Variable configuration
zima variable create --name "Review Vars" --code review-vars
zima variable set review-vars task_name "Bug Fix Review"
zima variable set review-vars description "Check for memory leaks"
# 4. Create a PJob composition
zima pjob create --name "Code Review Task" --code review-task \
--agent reviewer --workflow review --variable review-vars
# 5. Run the task
zima pjob run review-task
# 6. View execution history
zima pjob history review-task
Cleanup
# Cleanup temp and history (cross-platform)
uv run python scripts/cleanup.py --auto
CLI Commands
Command Groups
# Agent management (supports kimi/claude)
zima agent create --name "My Agent" --code my-agent --type kimi
zima agent list --type kimi
zima agent show my-agent
zima agent test my-agent # Preview generated CLI command
zima agent validate my-agent
# Workflow template management
zima workflow create --name "Review" --code review --template "# {{ title }}"
zima workflow render review --var my-vars
# Variable management
zima variable create --name "My Vars" --code my-vars
zima variable set my-vars key value
# Environment configuration
zima env create --name "Prod" --code prod-env
zima env set-secret prod-env API_KEY --source env
# PMG parameter group management
zima pmg create --name "Build Params" --code build-params
# PJob execution (composes Agent + Workflow + Variable + Env)
zima pjob create --name "Daily Task" --code daily \
--agent my-agent --workflow review --variable my-vars
zima pjob run daily # Execute task
zima pjob render daily # Preview rendered output
zima pjob history daily # View history
See docs/API-INTERFACE.md for the complete interface documentation.
Documentation
docs/
├── vision/ # Project vision and story
├── architecture/ # Latest architecture design ⭐ authoritative
├── design/ # Feature design documents (PJob, API interface, etc.)
├── guides/ # User-facing guides
├── history/ # Historical designs (reference only)
├── decisions/ # Architecture Decision Records (ADR; 004-single-execution ⭐ current)
├── reports/ # Generated reports
└── API-INTERFACE.md # Complete CLI interface reference
Use Cases
- SOP Tasks: DevOps scripts, data processing, report generation
- R&D Tasks: Test coverage, code refactoring (workflow-driven via Prompt)
- CI/CD Integration: Build steps that return structured results
- Scheduled Tasks: Periodic automation via cron
AI Coding Pipeline
Zima automates the issue-driven AI coding pipeline — from code review through deployment — using configurable PJob compositions.
Pipeline Stages
issue → brainstorm/spec → plan → impl → create-PR → CR → post-fix → post-merge → integration-test → deploy-prod
Automation Coverage
| Stage | Status | PJob |
|---|---|---|
| brainstorm/spec | ❌ Manual (by design) | — |
| plan | ❌ Not implemented | — |
| impl | ❌ Not implemented | — |
| create-PR | ❌ Not implemented | — |
| CR | ⚠️ Partial | jfox-kc-code-review-job, jfox-zc-code-review-job |
| post-fix | ❌ Not implemented | — |
| post-merge | ❌ Not implemented | — |
| integration-test | ❌ Not implemented | — |
| deploy-prod | ❌ Not implemented | — |
Supported PJobs
| PJob Code | Description | Stage |
|---|---|---|
jfox-kc-code-review-job |
Code review via Kimi CLI | CR |
jfox-zc-code-review-job |
Code review via Zhipu-driven Claude Code | CR |
Claude Code Marketplace
This repository doubles as a Claude Code plugin marketplace named zima-blue. The plugins here are the Claude Code-side counterparts of zima daemon's automation — install them in your Claude Code session and zima can drive them via scheduled prompts.
Install
/plugin marketplace add zhuxixi/zima-blue-cli
/plugin install pr-automation@zima-blue
Plugins
| Plugin | Purpose | Skills |
|---|---|---|
pr-automation |
GitHub PR automation driven by zima daemon | github-code-review-batch |
More plugins (e.g. pr-monitor) will be added under the same marketplace as zima's automation surface grows.
Development
See AGENTS.md for development conventions, coding style, and design principles.
Naming Origin
Zima Blue is inspired by Alastair Reynolds' science fiction short story Zima Blue.
The story follows an artist-robot who, after millennia of upgrades and evolution, ultimately returns to its original form as a simple pool-cleaning robot — symbolizing returning to essence and self-evolution.
License
This project is licensed under the MIT License.
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