Imported from akillness/jeo-skills (.agent-skills/zeroshot/SKILL.md). Install upstream with npx skills add akillness/jeo-skills --skill zeroshot. Copyright stays with the author (MIT).

ZeroShot agent orchestration

ZeroShot coordinates real provider CLIs through a persistent message graph. It can modify code, spend provider credit, mount credentials, start several agents, push a branch, open a pull request, merge it, preserve worktrees and ledgers, or delete that state. Treat it as an execution control plane, not as a harmless prompt wrapper.

This skill was audited on 2026-08-27 against upstream main commit 362453b743ca1ef79d4fff3525f9db3cffdbf2ad. For the established Node lane, prefer the successful v6.45.0 release commit f015ffd66465b50613421717c323d14cef23df27 over the audited main, whose push CI had a failing fake-provider E2E job. The separately released native lane was zeroshot-rust-v0.4.0. Recheck releases, registry metadata, generated help, and CI before installation or compatibility claims.

When to use this skill

• Assess, install, update, or troubleshoot the-open-engine/zeroshot
• Turn one bounded software change into a validated multi-agent workflow
• Choose between Node zeroshot, native zeroshot-rust, and the Python SDK
• Inspect provider, model, worktree, Docker, credential, network, and forge prerequisites
• Validate a Node workflow JSON or native graph/runtime plan before execution
• Start a paid run only after presenting the exact task, isolation, delivery, and cost plan
• Observe, stop, resume, recover, or diagnose a durable run
• Create or review a PR-delivery or auto-merge plan with explicit approval boundaries
• Export and structurally verify Node trace or semantic JSONL evidence
• Operate a local, direct, hosted, or named native target
• Extend the upstream Node, Rust, protocol, target, or Python surfaces with focused tests

Do not use this skill merely because a task could benefit from several agents. Use task-planning, tdd, or one focused coding agent when one executor plus one test loop is enough. Use ooo for a larger specification-first loop. Use code-review for review of an existing diff or PR. Use harness when designing a reusable multi-agent team rather than operating ZeroShot.

Instructions

1. Route one request to one mode

Do not install while still deciding fit. Do not execute while asked only to plan. Do not turn observation into resume, cleanup, delivery, or update.

2. Choose one product contract

Never mix commands, state, run ids, or support claims across lanes:

Default to Node for established local software-change orchestration. Choose Rust or Python only for a concrete native requirement. The Python source README advertised pip install zeroshot-rust, but PyPI returned 404 and the release workflow failed at publishing during this audit. Verify registry publication before recommending it.

Read product and installation for exact requirements, version authority, lifecycle scripts, and installation boundaries. Read native Rust and Python before any native target or SDK work.

3. Freeze the task before spending or mutation

Write a run contract with:

zeroshot_plan:
  product: node | rust | python
  source_version: exact tag or commit
  repository: absolute path or remote
  base_branch: exact branch
  task: one bounded end state
  acceptance:
    - observable command and expected outcome
  non_goals:
    - explicit exclusions
  provider: exact id
  model_or_level: exact id or resolved level
  agents_and_workflow: bounded topology
  iteration_or_retry_limit: exact bound
  isolation: worktree | docker | current | native-local | named-target
  credentials_and_network: names and scopes, never values
  delivery: none | pr | ship
  cost_or_time_ceiling: explicit bound
  approval_needed: exact side effect

Ask for clarification when the acceptance criteria, base branch, provider, cost bound, or delivery consequence is missing. A vague request such as "improve the codebase" is not ready. Do not inflate complexity or wording to force a larger agent topology.

4. Inspect without secret disclosure

For the Node lane:

bash .agent-skills/zeroshot/scripts/zeroshot.sh doctor /path/to/repo

The helper reads versions, repository facts, settings presence, durable-state counts, binary availability, and environment-variable presence. It never prints credential values and never starts a ZeroShot run or provider. A missing binary is a blocked capability, not permission to install.

If Node ZeroShot is already installed, use its read-only setup contract:

bash .agent-skills/zeroshot/scripts/zeroshot.sh setup-plan /path/to/repo

zeroshot setup plan --json is tested upstream to omit secret-shaped fields. Applying that plan writes settings and needs a separate request. Never store a global defaultDelivery=ship simply to eliminate a warning.

Before Docker, Gateway, GH_TOKEN, environment forwarding, or a remote target, read providers and security.

5. Validate configuration and isolation

For a custom Node graph:

bash .agent-skills/zeroshot/scripts/zeroshot.sh \
  validate-config ./workflow.json --strict

The upstream validator checks topology, topic producers and consumers, triggers, variables, hooks, cycles, sub-cluster depth, provider ids, model levels, and forbidden Git-state proof in validator prompts. A pass proves declared structure, not provider access, prompt quality, or correctness.

Default to explicit worktree isolation. Use Docker only after reviewing effective mounts, environment names, provider support, and network access. Current-checkout mutation needs specific approval after showing branch and local changes.

The canonical Node resolver has important implications:

• --ship implies PR delivery and automatic merge behavior;
• --pr implies worktree unless Docker was selected;
• Docker wins over worktree;
• --no-isolation conflicts with worktree, Docker, PR, and ship;
• the no-flag source fallback is current-checkout isolation unless saved settings change it.

Guided setup recommending worktree is not proof that the recommendation was applied. Always print an explicit isolation flag for a consequential run.

Read run and delivery before PR, ship, resume, finish, schedule, or cleanup.

6. Produce a no-execution preflight

bash .agent-skills/zeroshot/scripts/zeroshot.sh preflight \
  --repo /path/to/repo \
  --input 'Add a --json flag with tests' \
  --isolation worktree \
  --delivery none \
  --provider codex

The helper validates safe local prerequisites and prints a shell-quoted proposed command. It requires the installed Node product, Node 22+, a Git repo, and an explicit provider. It adds token-free --sim fast, disables Docker mounts by default, and deliberately blocks:

• --isolation none without --allow-current-checkout;
• --delivery ship without --allow-ship;
• PR or ship without --base BRANCH, a remote, and the matching forge CLI;
• a missing selected provider CLI;
• Docker isolation without Docker;
• saved Docker mounts without the post-review --allow-default-mounts acknowledgement;
• a symlinked or invalid config.

The --allow-* flags mean approval already happened. Never pass them to bypass the conversation. Preflight spends no provider credit, runs no agent, creates no branch, and does not grant execution permission.

Present the run contract, helper output, unresolved risks, and exact proposed command. Then wait for explicit approval.

7. Execute exactly the approved plan

Only after approval, run the unchanged command. If any provider, model, agent count, input, base branch, credential scope, network tool, isolation, delivery mode, retry limit, or cost bound changes, stop and re-approve.

A safe default execution shape is:

zeroshot run 'Add a --json flag with tests' \
  --worktree \
  --provider codex \
  --detach

This is an example, not blanket permission. --detach returns after startup. Foreground run Ctrl+C stops the cluster, while attach Ctrl+C detaches and leaves it running. Never give one universal Ctrl+C rule.

Delivery has distinct approvals:

• --pr pushes a branch and opens a review surface, then ZeroShot does not request merge;
• --ship attempts merge, merge queue, or auto-merge after gates;
• finish <id> is a completion-focused PR-and-merge operation, not a status repair.

Approval to run does not imply permission to PR or ship. Approval to PR does not imply permission to merge.

8. Observe and recover from durable evidence

Use JSON status before taking action:

bash .agent-skills/zeroshot/scripts/zeroshot.sh status
bash .agent-skills/zeroshot/scripts/zeroshot.sh status <run-id>
zeroshot logs <run-id> -n 200

Logs can contain prompts, source, provider output, tool results, and external errors. Show the smallest relevant excerpt and redact credentials. Distinguish process exit, cluster terminal state, validator acceptance, delivery state, and hosting-platform state.

Recovery order:

1. inspect status, agent states, last activity, terminal reason, workspace, and delivery;
2. stop <id> for a graceful stop;
3. inspect preserved state;
4. request approval for another paid turn before resume;
5. use kill <id> only when graceful stop is insufficient;
6. use kill-all only for a confirmed global incident.

A resumed run can inherit provider session, worktree, delivery, and auto-merge state. Read the effective plan again. Do not delete a ledger or worktree merely because a run failed.

Cleanup commands have different scopes. Use gc --dry-run where available, show the candidate set, and confirm deletion. clean, purge, kill-all, settings reset, uninstall, and recurring schedules always need explicit intent.

9. Verify behavior, separation, and delivery

A workflow reaching COMPLETE or a provider process exiting zero is not proof. Verify:

• every acceptance criterion from the repository or public interface;
• exact commands, stdout, stderr, exit code, and artifacts;
• relevant tests and build checks;
• whether a distinct validator actually ran;
• actual branch, PR, merge, and issue state from the forge;
• residual worktree, ledger, process, and credential exposure;
• provider/model usage against the approved ceiling.

TRIVIAL local Node runs can use single-worker and have no independent validator. Report that honestly. PR delivery routes trivial work through worker-validator, but a template label still does not prove that validation completed.

Validators must inspect direct files and observable behavior. Upstream rules explicitly reject git diff and git status as validation proof in concurrent workflows.

10. Export evidence without leaking content

Create, do not overwrite, a trace or semantic export:

zeroshot export <run-id> --format trace --output run.trace.jsonl
zeroshot export <run-id> --format semantic --output run.semantic.jsonl

Trace can contain exact prompts and raw provider output. Semantic export contains canonical events and diagnostics. Treat both as sensitive.

Use the bundled standard-library verifier for a content-free report:

python3 .agent-skills/zeroshot/scripts/trace_summary.py \
  run.trace.jsonl --strict

It rejects symlinks, enforces bounded JSONL lines, verifies the upstream schema and footer counts, validates base64 byte totals or semantic event totals, and prints counts, issue codes, completeness, and SHA-256. It never prints prompts, message bodies, raw output, or event payloads. Exit 2 means structurally valid but incomplete under strict mode. Read workflows, state, and evidence for export and command-proof contracts.

11. Extend the owning subsystem and run focused gates

When changing ZeroShot itself, locate the owning contract before editing:

• Node CLI and orchestration: cli/, src/, cluster-templates/, tests/;
• provider execution: src/agent-cli-provider/ and provider tests;
• native graph, server, client, protocol: Rust workspace crates and zeroshot-rust/;
• generated TypeScript protocol: Rust testkit source, then npm run protocol:check;
• Python projection: sdks/python/, with Rust remaining schema authority;
• generated Rust CLI docs: typed Clap command, then the repository generator.

For a Node change, run the narrow test first, then the relevant checked-in gates:

npm run typecheck
npm run lint
npm test

Provider and native changes have focused commands such as:

npm run check:agent-cli-provider:ci
npm run protocol:check
npm run rust:check

The full Node E2E and live-provider suites can be slow, networked, Docker-dependent, or cost-bearing. Name what did and did not run. Never invoke test:providers:live without provider approval. Rust source requires toolchain 1.85+ at the audited commit. Python source gates require Python 3.11 and the pinned development extras.

Do not edit generated artifacts by hand, silently cross the Node/Rust ownership boundary, or publish npm, native releases, containers, or PyPI artifacts without irreversible release approval.

Examples

Example 1: Fit and plan a local code change

User: "Use ZeroShot to add JSON output to this CLI."

Action: Inspect the repository, freeze acceptance tests, choose the established Node lane, run doctor, validate any custom config, and produce a worktree/no-delivery preflight. Show provider, topology, iteration bound, credential exposure, cost ceiling, and exact command. Wait for approval before zeroshot run.

Example 2: Open a PR but do not merge

User: "Have ZeroShot fix issue 123 and open a PR for review."

Action: Confirm the issue source, origin, base branch, provider, worktree or Docker, forge CLI, and cost bound. Preflight --delivery pr, obtain approval for provider spend, branch push, and PR creation, then run. Read back the PR URL and state from the forge. Do not add --ship, call merge, or close the issue unless separately requested.

Example 3: Diagnose a stalled cluster

User: "Why is my ZeroShot run stuck?"

Action: Read status <id> --json, bounded logs, agent states, last activity, and worktree/ledger presence. Identify the first blocked boundary. Do not resume, kill, finish, clean, or delete state until the user chooses the recovery action.

Example 4: Verify an export safely

User: "Check whether this ZeroShot semantic export is complete, but do not show its content."

Action: Run trace_summary.py FILE --format json --strict. Report schema, digest, tasks, event and diagnostic counts, issue codes, and completeness. Never paste event payloads or raw provider output.

Example 5: Use a native remote target

User: "Run the native software-change template on our target."

Action: Inspect live zeroshot-rust help, target origin and auth class, repository, branch, template, exact runtime bindings, environment names, GH_TOKEN forwarding, submission key, and delivery. Run --validate-only, show the materialized plan, and wait for approval before submission. Read back remote and forge state after completion.

Best practices

• Pin a successful release for reproducibility; do not treat the root 0.0.0-development package value as Node release authority.
• Keep product lanes, commands, ids, state, versions, and support matrices separate.
• Prefer one bounded task with observable acceptance over broad autonomous cleanup.
• Use one executor plus an independent verifier when the consequence warrants it.
• Default Node software changes to explicit --worktree and delivery none.
• Treat Docker mounts, environment forwarding, Gateway tools, web search, and named targets as separate privilege grants.
• Print credential names or SET/MISSING, never values.
• Run setup plan --json, config validation, and native --validate-only before paid work.
• Ask before every new paid turn, recurring schedule, external branch, PR, merge, stop, force-stop, cleanup, update, or release.
• Treat finish as ship, not recovery.
• Treat logs, trace, and semantic JSONL as sensitive even when structurally valid.
• Verify direct behavior and hosting-platform state; Git status and agent summaries are not final evidence.
• Keep preserved ledgers and worktrees until recovery and evidence needs are resolved.
• Distinguish installed, authenticated, reachable, supported, executed, validated, and delivered in every report.

References

• Product lanes, releases, installation, setup
• Node run, isolation, delivery, recovery, cleanup
• Providers, credentials, Docker, Gateway, targets
• Workflow graphs, durable state, trace and semantic evidence
• Standalone Rust CLI and Python SDK
• Upstream repository at the audit commit
• Node v6.45.0 release
• Native Rust v0.4.0 release
• Generated native CLI reference
• Security policy