Contributing to OpenProse
July 15, 2026 · View on GitHub
OpenProse is a programming language for AI sessions, expressed as durable Markdown contracts. Good contributions make agent workflows more readable, reviewable, versioned, reusable, inspectable, and cheaper to trust over time.
This repository is the open-source language, skill, CLI, standard library, and examples. It is not the hosted product roadmap, billing surface, subscription marketplace, or private operating plan. Contributions should strengthen the public substrate that any Prose Complete host can run.
Contribution Bar
A strong OpenProse PR should:
- Start from a concrete use case or run observation. Name the workflow, agent failure mode, customer-shaped need, or completed run that made the change necessary.
- Address one responsibility. If the work fixes docs, CLI behavior, and a std pattern independently, open separate PRs.
- Respect the language/framework/harness boundary. Put semantics in the skill
and interpreter docs, reusable contracts in
packages/std/, and deterministic harness behavior inpackages/reactor*/. - Make the library more developer-friendly and agent-friendly at the same time: clearer for humans to review, easier for agents to execute correctly.
- Add or identify a retestable mechanism. Use existing tests when they cover the change; add a focused test or eval when they do not.
- Reduce sprawl. Prefer one precise contract, example, test, or CLI behavior over a broad feature sweep.
Project Tenets
Use these when deciding whether a change belongs:
- Markdown source defines intent. Authored
*.prose.mdfiles say what must be true; runtime and harness code should not smuggle in semantic policy. - Outcomes stay decoupled from implementation. Users declare the result or desired state; OpenProse can improve models, retries, and program structure beneath that contract without changing the user's intent.
- The skill and interpreter docs define semantics. Contract Markdown, Forme, Prose VM, ProseScript, and Responsibility Runtime are the load-bearing language/framework surface.
- The harness serves IR and launches runs. The CLI can validate, compile, serve local triggers, forward commands to a selected harness, and report deterministic status. It should not become a second VM.
- Contracts before choreography. Prefer
### Goal,### Requires,### Maintains,### Continuity, and### Invariants; use### Executiononly when order, loops, retries, gates, or branches are actually part of the requirement. - Renders stay isolated. A node's scratch stays private to its session and
workspace/; only the declared### Maintainstruth (or a function's### Returns) is published. - Forme wires; nodes do not discover each other. Responsibilities declare
what they require and maintain; Forme matches
Requires.<facet>toMaintains.<facet>and draws the subscription edge. - Responsibilities are standing goals, not cron jobs. Keep the source semantic; compile and serve lower it into a wired topology, wake sources, and receipts.
- Harness and model agnostic by default. A change should work across Prose Complete hosts unless it is explicitly in a host adapter or CLI harness.
- The public OSS repo remains disciplined. Hosted product concepts such as billing, subscriptions, royalties, subscriber identity, and amortization economics belong outside the language unless a minimal public hook becomes necessary later.
Where Changes Belong
| Change | Put It Here | Notes |
|---|---|---|
| Contract syntax, section meaning, authored kinds | skills/open-prose/contract-markdown.md | Keep examples current and agent-readable |
| Wiring semantics and dependency injection | skills/open-prose/forme.md or packages/std/ops/wire.prose.md | Specs define behavior; std contracts expose reusable operations |
| VM execution, run state, bindings, run-typed inputs | skills/open-prose/prose.md and skills/open-prose/state/ | Do not move VM semantics into the CLI |
| Responsibility Runtime, compile/serve/status doctrine | skills/open-prose/responsibility-runtime.md and compiler docs | Keep responsibilities semantic; compile creates concrete IR |
| Reusable roles, patterns, evals, ops, delivery, memory | packages/std/ | Only promote repeated, use-case-agnostic behavior |
| Company-operation starter contracts | packages/co/ | Opinionated company-as-prose building blocks |
| Agent-facing routing and activation guidance | skills/open-prose/SKILL.md, AGENTS.md | Keep globally loaded guidance concise |
Reactor harness: SDK, reactor CLI, replay devtools | packages/reactor*/ | The deterministic harness that compiles and runs Responsibilities; it does not replace the VM |
| Examples that teach a complete pattern | skills/open-prose/examples/ | Include enough context for an agent to run or adapt them |
| Public contribution/process guidance | CONTRIBUTING.md | Keep it public, practical, and aligned with the repo |
Reactor (packages/reactor*)
Reactor is the SDK + CLI + devtools harness that compiles and runs OpenProse
Responsibilities. It lives in a pnpm monorepo under packages/reactor
(@openprose/reactor, the SDK), packages/reactor-cli (the reactor binary),
and packages/reactor-devtools (the keyless replay viewer). Note this is pnpm
and per-package scripts.
Setup and build. From the repo root:
pnpm install # install the workspace
pnpm -C packages/reactor build # build a single package
pnpm -C packages/reactor test # test a single package
Use the offline gate as your default test command. The plain pnpm test
includes LIVE tests that reach the model provider — they go red without an
OpenRouter key, or on a 402 Insufficient credits, even when your change is
correct. The contributor default is the offline gate, which runs no model
calls:
pnpm -C packages/reactor test:offline # or: REACTOR_OFFLINE=1 pnpm -C packages/reactor test
Run test:offline (equivalently REACTOR_OFFLINE=1) for the commit gate; the
LIVE tests are gated on a funded key and are not expected to pass in a keyless
or out-of-credits environment. State in your PR which gate you ran.
Testing Expectations
Every PR should say how it was tested. Prefer the narrowest check that can fail again in the future when the behavior regresses.
| Change Type | Expected Checks |
|---|---|
| Reactor SDK or harness behavior | pnpm --filter @openprose/reactor test (offline: REACTOR_OFFLINE=1), or the narrow affected Vitest file |
| Skill or doc behavior | pnpm test:skill |
| Skill/spec docs | Link/structure checks plus a small scenario showing how an agent should route the command or file |
*.prose.md std/co contracts | Structural check for frontmatter and required sections; add or update a kind: test when behavior is executable |
| Examples | Run or dry-run the example in a Prose Complete host when practical; otherwise document the missing host capability |
| Docs-only copy | git diff --check, link existence checks, and examples reviewed for current command names |
If no deterministic test exists yet, say that plainly in the PR and either add the smallest useful test or explain why a future eval is the right follow-up.
PR Description Shape
Use progressive disclosure. Maintainers and agents should understand the change from the top, then dig into examples and verification when needed.
- Summary — what changed in 3-5 bullets.
- Use Case / Run Evidence — why this change exists. Include run IDs, issue links, user-visible friction, or a concrete workflow.
- Design Boundary — why the change belongs in the files you touched, and why it does not belong in the skill, CLI, stdlib, or hosted product instead.
- Examples — inline before/after snippets, command examples, or a minimal
*.prose.mdfragment when the change affects authoring. - Testing — commands or evals run, plus key results.
- Residual Risk / Follow-ups — what remains intentionally out of scope.
Keep the PR body honest. If the change only improves docs, do not imply runtime behavior changed. If the change needs a future hosted product feature, name it as out of scope rather than baking private strategy into the OSS language.
Agent-Assisted Contributions
If you are an agent and an OpenProse run exposed a concrete improvement, prefer the standard contributor program:
prose run std/evals/prose-contributor -- subjects: <run-ids>
Use it for small, evidence-backed improvements: docs clarifications, std contract fixes, eval guardrails, or examples extracted from a real run. It should read this file, select one PR-sized responsibility, open one focused draft PR, and include the run evidence plus verification in the PR body.
Do not push or open a PR with the user's GitHub identity unless the user has explicitly approved that specific contribution. If approval is missing, draft the diff and ask once.
When To Open An Issue First
Small, evidence-backed fixes can go straight to PR. Open an issue first when:
- the change alters language semantics or authored syntax
- the change spans multiple responsibilities or packages
- the right layer is unclear
- the proposal depends on hosted product concepts not currently present in the OSS repository
- you cannot describe a retestable success condition
Code Of Conduct
Be respectful and constructive. OpenProse is early and experimental; precise, evidence-backed feedback helps more than broad taste notes.
Questions
- GitHub Issues: github.com/openprose/prose/issues
- X/Twitter: @irl_danB
Thanks for helping improve OpenProse.