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 in packages/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.md files 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 ### Execution only 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 ### Maintains truth (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> to Maintains.<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

ChangePut It HereNotes
Contract syntax, section meaning, authored kindsskills/open-prose/contract-markdown.mdKeep examples current and agent-readable
Wiring semantics and dependency injectionskills/open-prose/forme.md or packages/std/ops/wire.prose.mdSpecs define behavior; std contracts expose reusable operations
VM execution, run state, bindings, run-typed inputsskills/open-prose/prose.md and skills/open-prose/state/Do not move VM semantics into the CLI
Responsibility Runtime, compile/serve/status doctrineskills/open-prose/responsibility-runtime.md and compiler docsKeep responsibilities semantic; compile creates concrete IR
Reusable roles, patterns, evals, ops, delivery, memorypackages/std/Only promote repeated, use-case-agnostic behavior
Company-operation starter contractspackages/co/Opinionated company-as-prose building blocks
Agent-facing routing and activation guidanceskills/open-prose/SKILL.md, AGENTS.mdKeep globally loaded guidance concise
Reactor harness: SDK, reactor CLI, replay devtoolspackages/reactor*/The deterministic harness that compiles and runs Responsibilities; it does not replace the VM
Examples that teach a complete patternskills/open-prose/examples/Include enough context for an agent to run or adapt them
Public contribution/process guidanceCONTRIBUTING.mdKeep 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 TypeExpected Checks
Reactor SDK or harness behaviorpnpm --filter @openprose/reactor test (offline: REACTOR_OFFLINE=1), or the narrow affected Vitest file
Skill or doc behaviorpnpm test:skill
Skill/spec docsLink/structure checks plus a small scenario showing how an agent should route the command or file
*.prose.md std/co contractsStructural check for frontmatter and required sections; add or update a kind: test when behavior is executable
ExamplesRun or dry-run the example in a Prose Complete host when practical; otherwise document the missing host capability
Docs-only copygit 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.

  1. Summary — what changed in 3-5 bullets.
  2. Use Case / Run Evidence — why this change exists. Include run IDs, issue links, user-visible friction, or a concrete workflow.
  3. 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.
  4. Examples — inline before/after snippets, command examples, or a minimal *.prose.md fragment when the change affects authoring.
  5. Testing — commands or evals run, plus key results.
  6. 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

Thanks for helping improve OpenProse.