rally-agents 2.0.0

Program complex multi-agent workflows with a typed DSL, a CLI-first runtime, and repo-local run state.

Rally

Doctrine · Contributing · Support · Security Design · Porting Guide · Versioning · Changelog · Support · Security

Build strong, stable coding-agent workflows from plain repo files.

Rally is the filesystem-first agent harness for coding-agent workflows you can inspect, recover, and trust. It keeps the run on disk inside the repo, routes each turn from strict JSON, and makes handoffs, blockers, artifacts, and stop reasons obvious instead of burying them in a hidden control plane.

If you already care about agents and want stronger workflow discipline, Rally is the front door. Doctrine sits underneath as the code-like authoring layer that keeps those workflows structured instead of collapsing into markdown sprawl.

Flows are code. Runs are files.

Status: early, real, and already useful. Codex and Claude Code support ship today. Repo-local searchable memory and allowlisted MCP surfaces ship today. The checked-in demo flows still default to Codex.

Live demo

Rally running the shipped poem_loop flow from the real CLI.

Why teams reach for Rally:

• strong, stable coding-agent workflows instead of workflow theater
• run history lives under runs/
• turn control comes from strict JSON, not prose guessing
• the operator can inspect issue.md, artifacts, logs, and sessions on disk
• resume paths stay honest because the state is visible
• Doctrine under the hood keeps the workflow authorable and maintainable like code

Doctrine and Rally

• Use Rally when you want to run a strong, stable workflow with repo-local state and strict turn routing.
• Use Doctrine when you want to author and validate the workflow underneath it.
• Keep the split crisp: Doctrine is how you author it. Rally is how you run it.

What Rally is for

Use Rally if you want:

• repeatable coding-agent workflows
• clear owners, clear artifacts, and clear stop points
• repo-local runtime state instead of a hidden control plane
• workflows you can diff, test, and review like software
• a harness that is small enough to inspect with normal developer tools

Install Rally

Rally is an ordinary Python package with one CLI:

uv tool install rally-agents
rally --help

Rally requires Python 3.14 or newer and currently supports doctrine-agents>=4.0.0,<5. The name split is on purpose:

• GitHub repo and source checkout: rally
• Published package: rally-agents
• Python import: rally
• CLI command: rally

If you want Rally inside a repo-local environment instead of a tool install:

uv add --dev rally-agents
uv run rally --help

If you still have an older env or lockfile pinned to doctrine or an older doctrine-agents<4 pin, refresh it to doctrine-agents>=4.0.0,<5.

Versioning and upgrade rules live in docs/VERSIONING.md. Release history lives in CHANGELOG.md.

Use Rally In Another Repo

If you are porting an existing agent system into Rally, read docs/RALLY_PORTING_GUIDE.md first. It explains what should move into flow.yaml, home:issue.md, setup scripts, skills, and shared prompt owners, with example-driven guidance about what to remove, what to keep, and where Rally expects the truth to live.

Your host repo is the Rally workspace. Add the fixed top-level folders:

flows/
skills/
mcps/
stdlib/
runs/

Then add the workspace and emit config to pyproject.toml:

[project]
name = "demo-host"
version = "0.1.0"
requires-python = ">=3.14"

[tool.rally.workspace]
version = 1

[tool.doctrine.emit]

[[tool.doctrine.emit.targets]]
name = "demo"
entrypoint = "flows/demo/prompts/AGENTS.prompt"
output_dir = "flows/demo/build/agents"

Author your flow under flows/demo/, then use Rally's build and run path:

rally run demo

Do not point support files at ../rally/stdlib/.... During Rally-managed builds, Rally resolves its stdlib and built-in skills from the source checkout or installed package and passes the stdlib prompt root into Doctrine. Host repos should not add Rally's stdlib under additional_prompt_roots, and they should not vendor Rally-owned built-ins unless they mean to own that copy on purpose.

If your flow needs stable launch env vars, put them in flow.yaml instead of relying only on the shell that launches rally:

name: demo
code: DMO
start_agent: 01_scope_lead
agents:
  01_scope_lead:
    timeout_sec: 900
    allowed_skills: []
    system_skills: []
    allowed_mcps: []
runtime:
  adapter: codex
  max_command_turns: 8
  env:
    PROJECT_ROOT: workspace:fixtures/project
    API_BASE_URL: https://example.test
  adapter_args:
    model: gpt-5.4

Rally applies runtime.env before startup host-input checks, to the setup script, to the prompt-input command, and to the adapter launch. That means runtime.env can satisfy host_inputs.required_env and host:$VAR paths during preflight. Flow values win over duplicate shell env vars. Rally still keeps its own RALLY_* keys and adapter keys reserved.

Use rally run as the supported build-and-run path:

rally run demo
rally run demo --from-file ./issue.md

rally run rebuilds the flow before launch. rally resume rebuilds it before resume. There is no host-side workspace sync step and no host-side doctrine.emit_docs step for Rally stdlib imports in the supported path. If you already wrote the starting issue somewhere else, --from-file copies that file into the new run's home/issue.md and starts from there. If you want one agent turn at a time, use --step:

rally run demo --step
rally resume DMO-1 --step

That runs one turn, writes the next agent into run state as paused, and lets you choose when to take the next step. If you want to see what is active before you resume, use:

rally status
rally status DMO-1

Long-running flows

Start a run in the background so it survives your shell, then stop or tail it from anywhere:

rally run demo --detach
rally watch DMO-1 --follow
rally stop DMO-1          # cooperative; finalizes at the next turn boundary
rally stop DMO-1 --now    # SIGTERM, then SIGKILL after --grace seconds

rally status reconciles state.yaml against the live process on every read, so CRASHED / ORPHANED / STALE surface automatically when a detached run goes sideways. See docs/RALLY_BACKGROUND_EXECUTION.md for the full model, failure matrix, and verification runbook.

Host repos should not add stdlib/rally/ or skills/rally-* just to make Rally work, because Rally does not write those framework-owned paths during managed builds and runs. If you choose to vendor a Rally built-in on purpose, that copy is host-owned and Rally will not keep it in sync.

If Rally opens home:issue.md, write the issue there and resume:

rally resume DMO-1

Work On Rally Itself

If you are changing Rally, use a normal repo checkout:

git clone https://github.com/aelaguiz/rally.git
cd rally
uv sync --dev

Source contributors still work in repo rally. Only the published package uses the name rally-agents.

To run the smallest shipped demo locally:

Build the checked-in flow and skill readback that Rally loads at runtime:

uv run python -m doctrine.emit_docs --pyproject pyproject.toml --target _stdlib_smoke --target poem_loop --target software_engineering_demo
uv run python -m doctrine.emit_skill --pyproject pyproject.toml --target rally-kernel --target rally-memory --target demo-git

Then run the smallest shipped demo:

uv run rally run poem_loop

If you want to walk the flow one agent turn at a time:

uv run rally run poem_loop --step
uv run rally resume POM-1 --step

If Rally stops for issue text:

If you do not have an interactive editor configured, Rally will stop and tell you where the issue file lives. On a fresh repo, that path will be:

runs/active/POM-1/home/issue.md

Write the issue there, then resume the run:

uv run rally resume POM-1

To check what Rally thinks is active or blocked:

uv run rally status
uv run rally status POM-1

Run the unit tests any time with:

uv run pytest tests/unit -q

Cut a public release with the repo-owned flow:

make build-dist
make verify-package
make verify
make release-prepare RELEASE=vX.Y.Z CLASS=internal|additive|soft-deprecated|breaking CHANNEL=stable
make release-tag RELEASE=vX.Y.Z CHANNEL=stable
make release-draft RELEASE=vX.Y.Z CHANNEL=stable PREVIOUS_TAG=auto
make release-publish RELEASE=vX.Y.Z

The full rules live in docs/VERSIONING.md. The release history lives in CHANGELOG.md. The first TestPyPI and PyPI setup steps also live in docs/VERSIONING.md.

What ships today

Rally already has:

• Doctrine-authored flows and generated readback under flows/*/build/**
• live Codex and Claude Code adapter paths
• repo-local run homes, issue history, logs, and restartable runs
• strict handoff, done, blocker, and sleep turn results
• repo-local searchable memory
• allowlisted skills (flow-local and stdlib, see docs/SKILL_SCOPING.md) and MCP materialization into the run home
• two demo flows:
  • poem_loop
  • software_engineering_demo

Why this angle matters

A lot of agent tooling still hides the important truth in dashboards, opaque state, or giant piles of copied prompt prose.

Rally takes a different bet:

• keep the runtime small
• keep the run visible
• keep ownership changes explicit
• keep the stop rules typed
• keep recovery paths boring and honest

If the story only works when the control plane is hidden, the runtime is not trustworthy enough yet.

The key rule does not change: no hidden side doors, no second turn-ending path, and no drift between what the flow says and what the runtime does.

Open Source On Purpose

Rally is MIT licensed. See LICENSE.

Open source matters here because trust is the product. You should be able to inspect:

• what the agent saw
• what files were current
• why ownership changed
• what ended the turn
• what the runtime wrote to disk

If that story depends on a hidden DB, a dashboard, or hand-wavy prompt magic, Rally failed its own pitch.

Contributing

See CONTRIBUTING.md. The short version:

• use uv
• keep prompt source in .prompt
• do not hand-edit generated readback
• prove the smallest real path for the change

Questions and contributions

• Use Discussions for questions and design talk.
• Use Issues for clear bugs or scoped proposals.
• Use SUPPORT.md when you are not sure which path fits.
• Use SECURITY.md for security reports.
• Follow CODE_OF_CONDUCT.md in project spaces.
• See CONTRIBUTING.md for setup and proof commands.

Read Next

• docs/VERSIONING.md
• CHANGELOG.md
• docs/RALLY_MASTER_DESIGN.md
• docs/RALLY_RUNTIME.md
• docs/RALLY_CLI_AND_LOGGING.md
• docs/RALLY_COMMUNICATION_MODEL.md
• docs/RALLY_MEMORY.md
• SUPPORT.md
• SECURITY.md
• Doctrine
• CONTRIBUTING.md

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