How do I install the Aiwg Orchestrate skill?

Run npx skillmds@latest add jmagly-ai-writing-guide/aiwg-orchestrate in your terminal (requires Node.js), paste this page's agent-chat prompt into Claude, Cursor, or any MCP-connected agent, or download the SKILL.md file and copy it into your agent's skills directory.

Is Aiwg Orchestrate safe to use?

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Which AI agents work with Aiwg Orchestrate?

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Is Aiwg Orchestrate free to use?

Yes. Installing skills from SkillMD is free. This skill is licensed under MIT.

Who published Aiwg Orchestrate?

jmagly (@jmagly-ai-writing-guide) published this skill. Their other Agent Skills are listed on their SkillMD profile.

Aiwg Orchestrate by jmagly-ai-writing-guide

Name: Aiwg Orchestrate
Rating: 4.2 (5 reviews)
Author: jmagly

File contents

When to Use

Use when the user asks for:

A requirements document, architecture decision record, test plan, or risk register
A multi-step workflow with persistent output in .aiwg/
Template-driven structured documents
Recovery-oriented staged execution with checkpoints

Do NOT use for one-off questions, short tasks, or conversational replies.

Procedure

Confirm the task needs a persistent AIWG artifact
Identify the workflow through discover / flow-list; execute through command-run or the opt-in Flow tools
Use delegate_task to isolate the AIWG interaction:

delegate_task(
    goal="Run AIWG workflow: [workflow-name] for [description]. Save artifact to .aiwg/[category]/[filename].md",
    context="Project: [project name]. Key constraint: [if any]."
)

Note: Child agents automatically exclude context files (AGENTS.md, SOUL.md) and memory (MEMORY.md, USER.md) — this is hardcoded behavior, not configurable per-call. The delegation model is set globally in ~/.hermes/config.yaml under delegation.model.

When the child returns, extract: artifact path + one-sentence summary
Store in MEMORY.md: [date] Created [type] at [path]: [summary]
Report the result to the user with the artifact path

Context Cost

Approach	Parent context cost
Direct MCP calls	3,000-8,000 tokens per workflow
This skill (delegate_task)	~150-250 tokens per workflow

Over a session with 5 workflows: 1,250 tokens vs. 40,000 tokens.

Memory Rule

Store in MEMORY.md:

[YYYY-MM-DD] Created [artifact-type] at [path]: [one-sentence summary]

Never store artifact body content in memory. The artifact lives in .aiwg/ — use artifact-read to access it.

Pitfalls

Do NOT load artifact content into parent context after delegation — defeats the purpose
Do NOT skip delegation for "quick" AIWG calls — even small tool results accumulate
Context isolation is automatic in delegate_task — child agents never see AGENTS.md or memory files

Verification

After delegation returns:

Confirm the artifact path exists under .aiwg/
Confirm the summary accurately describes the artifact
If the user asks to see the artifact, use artifact-read (not memory recall)

References

@$AIWG_ROOT/agentic/code/frameworks/sdlc-complete/README.md — SDLC framework context and workflow catalog
@$AIWG_ROOT/agentic/code/addons/aiwg-utils/rules/context-bloat.md — Minimizing context cost via delegation
@$AIWG_ROOT/agentic/code/addons/aiwg-utils/rules/subagent-scoping.md — Focused subagent delegation patterns
@$AIWG_ROOT/agentic/code/addons/aiwg-utils/rules/implicit-dependencies.md — Passing required context to delegated agents
@$AIWG_ROOT/docs/cli-reference.md — CLI reference for AIWG workflow commands

---name: aiwg-orchestratedescription: Route structured artifact work to AIWG workflows via MCP with zero parent context costlicense: MIT---## When to UseUse when the user asks for:- A requirements document, architecture decision record, test plan, or risk register- A multi-step workflow with persistent output in `.aiwg/`- Template-driven structured documents- Recovery-oriented staged execution with checkpointsDo NOT use for one-off questions, short tasks, or conversational replies.## Procedure1. Confirm the task needs a persistent AIWG artifact2. Identify the workflow through `discover` / `flow-list`; execute through `command-run` or the opt-in Flow tools3. Use `delegate_task` to isolate the AIWG interaction:```delegate_task( goal="Run AIWG workflow: [workflow-name] for [description]. Save artifact to .aiwg/[category]/[filename].md", context="Project: [project name]. Key constraint: [if any].")```Note: Child agents automatically exclude context files (AGENTS.md, SOUL.md) and memory(MEMORY.md, USER.md) — this is hardcoded behavior, not configurable per-call.The delegation model is set globally in `~/.hermes/config.yaml` under `delegation.model`.4. When the child returns, extract: artifact path + one-sentence summary5. Store in MEMORY.md: `[date] Created [type] at [path]: [summary]`6. Report the result to the user with the artifact path## Context Cost| Approach | Parent context cost ||---|---|| Direct MCP calls | 3,000-8,000 tokens per workflow || This skill (delegate_task) | ~150-250 tokens per workflow |Over a session with 5 workflows: 1,250 tokens vs. 40,000 tokens.## Memory RuleStore in MEMORY.md:```[YYYY-MM-DD] Created [artifact-type] at [path]: [one-sentence summary]```Never store artifact body content in memory. The artifact lives in `.aiwg/` — use `artifact-read` to access it.## Pitfalls- Do NOT load artifact content into parent context after delegation — defeats the purpose- Do NOT skip delegation for "quick" AIWG calls — even small tool results accumulate- Context isolation is automatic in delegate_task — child agents never see AGENTS.md or memory files## VerificationAfter delegation returns:1. Confirm the artifact path exists under `.aiwg/`2. Confirm the summary accurately describes the artifact3. If the user asks to see the artifact, use `artifact-read` (not memory recall)## References- @$AIWG_ROOT/agentic/code/frameworks/sdlc-complete/README.md — SDLC framework context and workflow catalog- @$AIWG_ROOT/agentic/code/addons/aiwg-utils/rules/context-bloat.md — Minimizing context cost via delegation- @$AIWG_ROOT/agentic/code/addons/aiwg-utils/rules/subagent-scoping.md — Focused subagent delegation patterns- @$AIWG_ROOT/agentic/code/addons/aiwg-utils/rules/implicit-dependencies.md — Passing required context to delegated agents- @$AIWG_ROOT/docs/cli-reference.md — CLI reference for AIWG workflow commands

Frequently asked questions

Aiwg Orchestrate