Autonomous pack for orchestrating a codebase migration agent. Version 1.0.0 — actionable kit with scripts, templates, named prompts and an extended checklist.

Overview

This pack provides an operational autonomous agent for the migration domain. It includes a dedicated OODA loop, versioned prompts, configuration templates and a set of scripts for installation, testing and execution.

The pack is designed to be self-hosted (BYO-LLM): no API key is included. The LLM adapter detects a local or CLI provider (ollama, claude-code, kimi, codex).

Architecture

┌─────────────────────────────────────────────────────────────────────┐
│                         Source codebase / input                      │
└──────────────────────────────────┬──────────────────────────────────┘
                                   ▼
┌─────────────────────────────────────────────────────────────────────┐
│  IDLE → DISCOVER → MAP → PLAN → TRANSFORM → VERIFY → REPORT         │
│                           OODA State Machine                         │
└──────────────────────────────────┬──────────────────────────────────┘
                                   ▼
┌─────────────────────────────────────────────────────────────────────┐
│  Named prompts → Deterministic handler  →  BYO-LLM Adapter          │
│  scripts/test_prompt.py    scripts/run_agent.py                     │
└──────────────────────────────────┬──────────────────────────────────┘
                                   ▼
┌─────────────────────────────────────────────────────────────────────┐
│  SQLite run log  →  templates/*.yaml  →  Plan / Diff / Report       │
└─────────────────────────────────────────────────────────────────────┘

Pack contents

File	Role
`README.md`	This file — overview and quick-start
`SOUL.md`	Mission, values and OODA states specific to `migration`
`PROMPTS.md`	6 named and versioned system prompts
`CHECKLIST.md`	25+ operational steps with commands
`SPEC.md`	Technical spec, configurable parameters, interfaces
`CHANGELOG.md`	v1.0.0 history
`agent-migration-v1.json`	Pack manifest with stats and files
`scripts/install.sh`	One-shot installer (venv, deps, systemd service)
`scripts/config.yaml`	Configuration template to fill in
`scripts/test_prompt.py`	Tests a prompt on a local example
`scripts/run_agent.py`	Minimal migration workflow orchestrator
`templates/*.yaml`	4 business configuration templates

Quick installation

cd /opt/agent-migration-v1
bash scripts/install.sh

The installer checks for Python 3.10+, creates a venv, installs the dependencies, detects a local LLM provider and configures a systemd unit.

Immediate test

# Test the main prompt
python3 scripts/test_prompt.py --prompt codebase_scanner --input templates/source_schema.yaml

# Run the agent in dry-run mode
python3 scripts/run_agent.py --config scripts/config.yaml --dry-run

Customization

Copy scripts/config.yaml to config.migration.yaml.
Adapt the templates in templates/.
Plug your own code sources/migration rules into run_agent.py.

Costs and limits

This pack favors deterministic logic for critical decisions. The LLM is used for analysis, synthesis and report generation. Refer to SPEC.md for the operating cost estimate.

License

Personal use per purchase. Resale prohibited.

Agent Migration Pack v1.0

What's inside