Getting it into your agent
One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.
npx skills add OutlineDriven/outline-driven-development --skill cloud-task-orchestratorgit clone --depth 1 https://github.com/OutlineDriven/outline-driven-developmentWrote this? Show the measurements
A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.
[](https://agentmods.dev/skills/outlinedriven/outline-driven-development/cloud-task-orchestrator)<a href="https://agentmods.dev/skills/outlinedriven/outline-driven-development/cloud-task-orchestrator"><img src="https://agentmods.dev/badge/skills/outlinedriven/outline-driven-development/cloud-task-orchestrator/github.svg" alt="Measured on agentmods" height="20"></a>Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.
<a href="https://agentmods.dev/skills/outlinedriven/outline-driven-development/cloud-task-orchestrator"><img src="https://agentmods.dev/badge/skills/outlinedriven/outline-driven-development/cloud-task-orchestrator.svg" alt="Reviewed on agentmods" width="80" height="20"></a>- NVIDIA SkillSpector pass
What it costs to keep this loaded
Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.00045 | $0.01168 |
| Opus 5 | $0.00023 | $0.00584 |
| Sonnet 5 | $0.00009 | $0.00234 |
| Haiku 4.5 | $0.00005 | $0.00117 |
Grade A, and why
cloud-task-orchestrator scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 2d ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Nothing flagged
None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.
How it starts
The opening of the file, as written. The whole thing — 41 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Cloud task orchestrator
Contract
| Field | Bound contract |
|---|---|
| Trigger | A human explicitly runs /cloud-task-orchestrator for a large task across cloud agents. |
| Authority | Remote: creates or changes only the previewed remote agents, branches, and merges needed for the bounded task graph; requires explicit human invocation. Preview every remote target and consequence before using credentials, spawning agents or branches, writing orchestration state, or coordinating merges. |
| Side effect | Write only the approved orchestration state and create or change only the previewed remote agents, branches, and merges needed for the bounded task graph. |
| Done | The task graph is drained: every node has a verified handoff and a recorded terminal state, with approved merges coordinated or a truthful blocked or failed terminal result. |
Inputs
The human must supply the objective, repository and starting revision, allowed scope, and permission to perform the previewed remote mutations. Obtain the acceptance criteria, branch and merge policy, available cloud-agent interface and credentials, and limits on concurrency, spend, and retries before execution; if any value is absent, treat the corresponding action as unauthorized rather than choosing it. Optional task decomposition or dependency information may be supplied and must be validated against the objective and repository state.
Procedure
- Validate the repository, starting revision, objective, acceptance criteria, permissions, credentials, and operational limits at their trust boundaries. Reject ambiguous targets, unusable credentials, contradictory criteria, and limits that cannot bound execution. Done when: all inputs are validated at their trust boundaries or rejected with a named conflict.
- Inspect the bounded work and construct a finite dependency graph whose nodes have a single deliverable, allowed paths, prerequisites, acceptance check, and terminal states. Separate planning, implementation, and independent verification; do not add work that is not required by the objective. Done when: a finite dependency graph is constructed with every node having a deliverable, paths, prerequisites, acceptance check, and terminal states.
- Present the graph, remote targets, branch plan, concurrency and spend limits, merge policy, and mutation consequences to the human before the first credential use or remote mutation. Stop if the preview does not fit the explicit authorization. Done when: the human approves the preview or the preview is rejected and no mutation occurs.
- Dispatch only ready nodes. Give each worker its node contract, starting revision, branch, dependencies, acceptance check, and required handoff fields; never let a worker silently widen scope or infer missing evidence. Done when: every ready node is dispatched with its complete node contract.
- Record each spawn and state transition. A worker handoff must identify its branch and revision, changed artifacts, checks actually run and observed results, unresolved risks, and terminal classification. Empty, malformed, or evidence-free handoffs are failures, not completions. Done when: every spawn and state transition is recorded with complete handoff fields.
- Run the named acceptance check for each completed node and independently verify that its handoff matches the branch contents and node contract. Return rejected work to a bounded retry only while its retry allowance remains and the next attempt addresses a specific observed failure. Done when: every completed node's acceptance check is run and its handoff is independently verified.
- Dispatch newly unblocked nodes after their prerequisites verify. Pause dependent dispatch on an andon condition: conflicting branches, stale starting revisions, unavailable checks, unsafe mutations, exhausted limits, repeated equivalent failures, or evidence that the graph is wrong. Done when: all newly unblocked nodes are dispatched or dependent dispatch is paused with a named andon condition.
- Coordinate merges only in dependency order and under the approved merge policy. Revalidate the target revision and conflicts immediately before each merge; do not merge a node whose verification is missing, stale, or failed. Done when: all approved merges are coordinated in dependency order with revalidated target revisions.
- Continue until every node is verified and merged as authorized, or terminally blocked, failed, or cancelled. Record the final graph state and report only observed checks and mutations; never claim the done predicate while a node remains running, pending, or unverifiable. Done when: every node has a terminal state (verified/merged, blocked, failed, or cancelled) and the final graph state is recorded.
What ships with it
1 file beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.
What this file has done since we first saw it
Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.
- 2d ago Changed a24a37d66aba
- 4d ago First seen · 41 lines · 45 tokens per session scan A a261a64cc165
cloud-task-orchestrator is a skill published in the GitHub repository OutlineDriven/outline-driven-development (52 stars, last pushed 2d ago), licensed Apache-2.0. It adds 45 tokens to every session and 1,168 once invoked, about $0.0002 per session on Opus 5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-09-03.
Other skills, from other repositories
audit-project
Run an iterative multi-agent code audit until critical and high findings are resolved. Use when the user says "audit my code", "find all the bugs", "deep code audit", "iterative review", or "review until clean".
duet
Use when the user invokes /duet, says "pair with me", or faces aesthetic, architectural, or irreversible decisions.
goal-prompt-drafting
Use when asked to draft copy-ready /goal objectives for long-running agents; returns one normalized one-line objective with measurable end state, grounded proof, easy-out invariants, a stop clause, and a Missing list. Not for source or remote-system changes.
handoff-prompt
Use when the user asks for a handoff, delegation, or clipboard-ready prompt for another agent: a standalone path-free prompt copied to the clipboard, confirmed by title. Not for session-snapshot briefs — use handoff; never remote, credential, publish, deploy, or irreversible.
publish-branch
Use when asked to publish the checked-out branch: commit and push it on whatever branch it is, the default branch included. Not for creating branches, PRs, force pushes, or pushing any other branch; when the request excludes the default branch, use commit-push-current.
drill
Use when a concept needs practising rather than explaining: run a scaffolded exercise from worked example to independent problem, quiz the learner, run spaced recall over what they cleared, or probe for the gaps blocking what they want next. For explanation, use explain-concept; for an end-to-end build, use capstone.