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Production-minded local CLI for autonomous repo orchestration

Project description

Execforge

execforge is a local CLI that takes tasks from one repo and applies them to another repo.

How to think about it

Keep this simple mental model:

  • Prompt source: where tasks come from (a git repo with task files)
  • Project repo: the codebase that gets changed
  • Agent: the execution profile that connects the two and runs tasks

That is the whole product loop.

Install

Choose one:

# recommended
pipx install execforge

# or
pip install execforge

# local dev
pip install -e .

Install with Python virtualenv (local dev):

# 1) create a virtual environment (Python 3.11+)
python -m venv .venv

# 2) activate it
# Windows (PowerShell)
.venv\Scripts\Activate.ps1
# Windows (cmd)
.venv\Scripts\activate.bat
# macOS/Linux
source .venv/bin/activate

# 3) upgrade packaging tools (recommended)
python -m pip install --upgrade pip setuptools wheel

# 4) install this project in editable mode
pip install -e .

# 5) verify CLI install
execforge --help

Check install:

execforge --help

Aliases also work: agent-orchestrator, orchestrator, agent-controlplane.

Quick start (workflow-first)

1) Initialize

execforge init

The init wizard guides setup for first prompt source, project repo, and agent.

2) Connect a task source

execforge prompt-source add prompts https://github.com/your-org/prompt-repo.git --branch main --folder-scope tasks
execforge prompt-source sync prompts

If remote branch is missing and you want Execforge to create/push it:

execforge prompt-source sync prompts --bootstrap-missing-branch

3) Connect a project repo

execforge project add app ~/src/my-app

4) Create an agent

execforge agent add app-agent prompts app --execution-backend multi

# ids also work if you prefer
execforge agent add app-agent 1 1 --execution-backend multi

5) Run the agent

One run:

execforge agent run app-agent

Continuous loop:

execforge agent loop app-agent

Loop defaults to new prompts only. If you want existing eligible tasks too:

execforge agent loop app-agent --all-eligible-prompts

6) Inspect results

execforge task list
execforge run list
execforge status

Daily workflow

execforge status
execforge prompt-source sync <source-name>
execforge agent run <agent-name>
execforge run list

If you want continuous polling:

execforge agent loop <agent-name>

Backends (Claude/Codex/OpenCode/Shell)

Backends are interchangeable execution options for task steps.

  • shell for explicit commands
  • claude, codex, opencode when those CLIs are installed and enabled
  • mock fallback backend for local/dev flows

Tasks can express preferences per step, and Execforge routes each step to an available backend.

Task format

Tasks can be Markdown with YAML frontmatter or pure YAML.

---
id: quick-001
title: Create scaffold
status: todo
steps:
  - id: create
    type: shell
    tool_preferences: [shell]
    command: python -m pytest
  - id: summarize
    type: llm_summary
    tool_preferences: [codex, claude, opencode, mock]
    model: ollama/llama3.2
---

Create project scaffold.

For OpenCode steps, model maps to --model <provider/model>.

Optional task-level git overrides:

git:
  base_branch: main
  work_branch: agent/custom/quick-001
  push_on_success: false

Defaults (when omitted):

  • base_branch: project repo default branch
  • work_branch: agent/<agent-name>/<task-id>
  • push_on_success: agent push policy

Managing configs

App config

execforge config                # defaults to config show
execforge config show
execforge config keys
execforge config set log_level DEBUG
execforge config set --set default_timeout_seconds=120 --set default_allow_push=true
execforge config reset default_timeout_seconds
execforge config reset --all

Sensitive values are masked in config show.

Agent config

execforge agent                # defaults to agent list
execforge agent list           # full JSON blocks
execforge agent update test-agent --set max_steps=40 --set push_policy=on-success
execforge agent update test-agent --set safety_settings.allow_push=true
execforge agent delete test-agent --yes

Commands by workflow

Setup

  • execforge init
  • execforge doctor

Prompt sources (task origin)

  • execforge prompt-source add
  • execforge prompt-source list
  • execforge prompt-source sync

Project repos (code targets)

  • execforge project add
  • execforge project list

Agents (execution profiles)

  • execforge agent add
  • execforge agent list
  • execforge agent list --compact
  • execforge agent update
  • execforge agent delete
  • execforge agent run <agent-name-or-id>
  • execforge agent loop <agent-name-or-id>

Task and run inspection

  • execforge task list
  • execforge task inspect <task-id>
  • execforge task set-status <task-id> <status>
  • execforge task retry <task-id>
  • execforge run list
  • execforge status
  • execforge start

When nothing runs

If a run ends with noop, Execforge prints the reason and next step.

Common reasons:

  • no task files were discovered in the prompt source scope
  • all tasks are already in the current only-new baseline
  • all tasks are already complete
  • tasks exist but none are currently actionable

Useful fixes:

execforge prompt-source sync <source-name>
execforge task list
execforge agent loop <agent-name> --all-eligible-prompts
execforge agent loop <agent-name> --reset-only-new-baseline

--reset-only-new-baseline applies to the first loop run, then loop returns to normal only-new behavior.

Where state is stored

Execforge keeps state outside your project repos.

Default location:

  • Linux: ~/.local/share/agent-orchestrator/
  • macOS: ~/Library/Application Support/agent-orchestrator/
  • Windows: %LOCALAPPDATA%\agent-orchestrator\agent-orchestrator\

Override:

export AGENT_ORCHESTRATOR_HOME=~/.agent-orchestrator

More docs

  • docs/USAGE_WALKTHROUGH.md - practical end-to-end flow
  • docs/ARCHITECTURE.md - implementation layout

CI/CD and PyPI publish

This repo includes GitHub Actions pipelines:

  • .github/workflows/ci.yml - lint, tests, package build, and twine check
  • .github/workflows/publish-testpypi.yml - manual publish to TestPyPI
  • .github/workflows/publish-pypi.yml - publish to PyPI on release (and manual dispatch)

Required repository secrets:

  • TEST_PYPI_API_TOKEN for TestPyPI publishing
  • PYPI_API_TOKEN for PyPI publishing

Typical release flow:

# 1) bump version in pyproject.toml
# 2) commit and tag
git tag v0.1.1
git push origin main --tags

# 3) create/publish a GitHub Release for that tag
#    -> triggers publish-pypi.yml

License

MIT (see LICENSE).

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