efficient-dispatch agent skill by Necmttn
Routes mechanical subagent work to an explicit cheaper model while the main frontier model keeps judgment and review, and ax measures whether routing worked.
At a glance
| Publisher | Necmttn |
|---|---|
| Repository | Necmttn/ax (11 listed skills) |
| Category | AI Agents and LLM Engineering |
| License | AGPL-3.0 |
| Last commit | October 7, 2026 (repository) |
| SKILL.md | 127 lines, 1,017 words |
| Bundled files | 1 file |
| Quality score | 82/100 · B Passes all seven graded checks |
| Security scan | Not scanned |
| README badge | Get the badges for this listing |
Before you install
Read from the skill's files at the directory's October 19, 2026 snapshot: what ships with it, what its code reads, and the terms it is published under.
- Bundled scripts: none.
- License: AGPL-3.0, an open-source or open-content license.
Install efficient-dispatch
The skills CLI works with Claude Code, Codex, Cursor and other agents; the other routes copy the folder by hand.
npx skills add https://github.com/Necmttn/ax/tree/main/skills/efficient-dispatchtmp="$(mktemp -d)"
git clone --depth 1 https://github.com/Necmttn/ax.git "$tmp/repo"
mkdir -p .claude/skills
cp -R "$tmp/repo/"skills/efficient-dispatch .claude/skills/
rm -rf "$tmp"python3 ~/.codex/skills/.system/skill-installer/scripts/install-skill-from-github.py \
--repo Necmttn/ax \
--path skills/efficient-dispatchNecmttn/ax is third-party code. Read SKILL.md and any bundled scripts before you install it.
How the author describes it
Model-routing orchestration for any expensive frontier model (Fable, Opus, GPT-5.x) - the main model keeps judgment and Q&A review, mechanical subagent dispatches carry an explicit cheaper model, and ax measures whether the routing actually worked. Use when orchestrating codebase-heavy or token-heavy work with subagents, when dispatching Agent tasks without a model, when the user says "route to cheaper models", "efficient dispatch", "optimize model spend", or asks where their token spend goes. Pairs with the route-dispatch hook (deterministic backstop) and `ax dispatches` (evidence). Do NOT fire on single-shot questions or tiny tasks with no dispatching.
From the description field of SKILL.md. Agents read this line to decide when to load the skill.
Sections in SKILL.md
- The split
- Isolate heavy context (the second reason to dispatch)
- Routing table
- Dispatch discipline
- Measure (what guidance-only skills can't do)
- Verify
Files in the skill folder
SKILL.md
Suede Skill Check: 82/100 · B
Report snapshot · · graded-v2
The rubric totals 100 points; published scores are capped at 99. Security scan: not scanned.
Source revision: fca259c0f7ac. Report version f21cfba17ac1. Badge URLs follow the latest listing; save the report to keep this version.
Download report · Request a fresh review
What to review next
- Boundary clause: 0 of 4 points. 4 when the description says when not to use the skill (“Not for …”, “Do not use …”, “Use … instead”).
- Reference files: 0 of 3 points. 3 when the skill folder ships a references/, reference/ or docs/ folder.
- Description length: 3 of 5 points. 5 for 150–600 characters; 3 for 100–900; 1 for 50–1,024.
Add declarations and bundled files when they describe the skill’s actual needs. Update the source, then request a fresh review with the changed commit or PR.
efficient-dispatch passes the required frontmatter check and all seven graded checks, which cover the SKILL.md format, a declared license and a commit in the last year. Those checks earn 56 of the score’s points; the rest come from description quality, instruction depth, bundled files, maintenance and curated-list citations. How the score works.
See the checks and points
| Check | Result |
|---|---|
| Frontmatter parses and declares a name and a description | Pass |
| Name uses lowercase letters, digits and hyphens, 64 characters or fewer | Pass |
| Name matches the skill's folder name | Pass |
| Description is between 50 and 1,024 characters | Pass |
| Description says when an agent should use the skill | Pass |
| SKILL.md body is 500 lines or fewer | Pass |
| A license is declared in the frontmatter or the repository | Pass |
| Repository has a commit in the last 12 months | Pass |
| Score component | Points |
|---|---|
| Structural checks | 56 of 56 |
| Description length | 3 of 5 |
| Boundary clause | 0 of 4 |
| Example request | 3 of 3 |
| Instruction depth | 7 of 7 |
| Reference files | 0 of 3 |
| Bundled scripts | 0 of 2 |
| Recent maintenance | 9 of 9 |
| Curated-list citations | 4 of 7 |
| Tool permissions declared | 0 of 2 |
| Compatibility declared | 0 of 2 |
Two badges for efficient-dispatch
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[](https://skills.suedeai.ai/directory/necmttn/ax/efficient-dispatch/)
[](https://skills.suedeai.ai/directory/necmttn/ax/efficient-dispatch/)<a href="https://skills.suedeai.ai/directory/necmttn/ax/efficient-dispatch/"><img src="https://skills.suedeai.ai/directory/necmttn/ax/efficient-dispatch/score.svg" alt="Suede Skill Check: 82/100" width="160" height="175"></a>
<a href="https://skills.suedeai.ai/directory/necmttn/ax/efficient-dispatch/"><img src="https://skills.suedeai.ai/directory/necmttn/ax/efficient-dispatch/badge.svg" alt="Suede Skill Check: Grade B" width="160" height="175"></a>Suede Certified on the shield refers to this published structural quality check. Security scan: not scanned. Read the methodology.
Limited-time feature offer: display either the numeric or letter badge in your repository or skill README (both also qualify), then request badge verification. Eligible skills scoring 80–99 can receive a featured placement after Suede verifies at least one valid badge linked to the skill’s listing. Suede has not announced an end date.
Where this skill is cited
Necmttn/ax appears in 3 curated lists: BehiSecc/awesome-claude-skills, heilcheng/awesome-agent-skills, karanb192/awesome-claude-skills.