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 agentmods add skills/github/gh-aw/operational-value-designernpx skills add github/gh-aw --skill operational-value-designergit clone --depth 1 https://github.com/github/gh-awWhat 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 | $0.00060 | $0.01774 |
| Opus 5 | $0.00030 | $0.00887 |
| Sonnet 5 | $0.00012 | $0.00355 |
| Haiku 4.5 | $0.00006 | $0.00177 |
Grade A, and why
operational-value-designer 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 today.
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 — 150 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Operational Value Grader
Design one deterministic operational-value grader that reports absolute operational attainment for each workflow run. Keep exactly one authoritative primary value, and declare any normalized diagnostic metrics separately.
Operational value is the degree to which the workflow's intended repository outcome is attained for the opportunity assigned to a run, demonstrated by accepted repository evidence under a frozen contract. It is not execution quality, output volume, safe-output creation, or an agent's assessment.
Output
Create one executable evaluator at:
.github/graders/WORKFLOW-NAME-operational-value.sh
Configure the workflow:
graders:
operational-value:
run: .github/graders/WORKFLOW-NAME-operational-value.sh
The grader's primary operational value (value) is absolute attainment in [0,1]. A comparable frozen baseline may be reported separately as baselineValue; gh-aw derives deltaFromBaseline. Never define the primary operational value as a difference from baseline.
Design Procedure
- Validate
OWNER/REPOand resolve.github/workflows/WORKFLOW-NAME.md. Do not infer inputs from the workspace or remotes. - Recover adoption-time intent from the workflow's first commit and first parent. Use only adoption-time workflow content and pre-adoption evidence to choose opportunities, accepted evidence, formulas, targets, or a baseline.
- Define how every workflow run binds to one operational case:
- produce a stable
opportunityKey; - prevent overlapping ownership where possible;
- preserve repeated keys when duplicate runs target the same opportunity so downstream analysis can cluster or deduplicate them;
- treat reruns with the same GitHub run ID as the same subject.
- produce a stable
- Freeze accepted evidence, evidence repositories, matching rules, zero-versus-missing behavior, and
maturesAtcomputation.
- Declare only the workflow permission scopes required to collect that evidence. The evaluator receives
GH_TOKENwith the agent job's declared permissions; gh-aw does not add evidence permissions automatically.
- Choose exactly one direct primary metric in
[0,1]. Higher must always mean greater attainment. Optional diagnostic metrics may provide normalized outcome context, but must remain separate rather than being combined into the primary value. Keep trace graders and activity counts separate. - If comparable pre-adoption evidence exists, score it with the same metric and freeze it under
baseline. Otherwise useattainment-onlywith a null baseline value. - Implement the evaluator interface below and run:
What ships with it
3 files 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.
- today Changed · +16 lines 1013d299ea56
- 2d ago First seen · 134 lines · 60 tokens per session scan A fbcc6e3efa06
operational-value-designer is a skill published in the GitHub repository github/gh-aw (5,084 stars, last pushed today), licensed MIT. It adds 60 tokens to every session and 1,774 once invoked, about $0.0003 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 2026-08-30.
Other skills, from other repositories
c-github
Interact with GitHub using the gh CLI and jq. Manage PRs, issues, repositories, and Actions workflows. Make raw API calls with gh api for anything not covered by built-in commands.
watch-pr
Watch a GitHub pull request for CI status, reviews, comments, merge conflicts, and terminal states using the gh-watch extension. Use when the user wants to monitor a PR, wait for CI, or track PR progress.
watch-tag
Watch a GitHub repository for new tags using the gh-watch extension. Use when the user wants to be notified when a tag is created, when a release is cut, or when a tag that includes a specific commit appears (e.g. "tell me when my merge ships in a release").
watch-branch
Watch a GitHub branch for new commits using the gh-watch extension. Use when the user wants to be notified when new commits are pushed to a branch, monitor main for merges, or track branch activity.
watch-commit
Watch a GitHub commit for CI status changes using the gh-watch extension. Use when the user wants to monitor a commit's CI checks, wait for a build to finish, or track CI progress on a specific SHA.
update-architecture-docs
Generate or update the architecture documentation in docs/content/architecture/. Use on "update architecture docs", "generate architecture documentation", "regenerate architecture docs", or after any structural change to the codebase.