Fitness Agent Skill

Measure declared project fitness goals without recommending or applying work. Triggers: "fitness", "check project fitness", "measure goals".

733 tokens

context cost

the whole folder, loaded on every use

files

instructions only

copies elsewhere

how many repositories repackaged it

416

stars on the repo

on the repository, not the skill itself

Install

one command, takes just this skill from the repository

npx skills add https://github.com/boshu2/agentops --skill fitness

The instruction itself

3 sections, as written by the author

Fitness — read-only goal measurement

Inspect the active goals document and run only the caller-selected measurement,

validation, drift, history, export, or meta-goal command.

Renamed from goals (2026-07-29): the semantic skill is fitness; the

ao goals CLI command family is a separate product surface and keeps its

name. A thin goals compatibility alias resolves to this skill.

Measurement stays trustworthy only because it cannot mutate what it measures;

the moment a fitness report edits a goal, the next report measures the editor,

not the project.

Named failure mode — advice creep: a measurement report that ends with

"you should…" has silently become work selection.

Anti-pattern: padding the report with recommendations to look helpful.

Corrective: return the numbers, the evidence gaps, and checked/not-checked

scope, and let the caller decide.

Boundary

Prefer GOALS.md when both Markdown and legacy YAML exist.
Preserve stable directive and gate identities in the report.
Every measured gate must name its executable check and observed outcome.
Do not add, remove, prioritize, recommend, apply, prune, migrate, or otherwise

mutate goals.

Do not translate a fitness gap into work selection or a next action.
No subcommand edits the goals source through its own logic. measure,

drift, and export persist a best-effort JSON snapshot under the fixed

derived path .agents/ao/goals/baselines/. render --out <file> writes a

Gherkin spec to whatever path the caller names — the CLI does not constrain

it, so never point --out at the goals source or any non-derived file.

Commands

All eight subcommands read the goals source without mutating it. The snapshot

write (fixed derived path) and the render --out write (caller-chosen path,

caller's responsibility) are the only side effects.

ao goals measure --json
ao goals validate --json
ao goals drift
ao goals history
ao goals export
ao goals meta --json
ao goals scenarios
ao goals render          # append --out <file> to write the spec instead of stdout

Run the requested command once. Return the command, exit code, goal-level

results, aggregate measurement, missing evidence, and checked/not-checked scope.

Then stop.

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How to use it

Copy the folder

Take boshu2/fitness from the repository into ~/.claude/skills for personal use, or into .claude/skills inside a project.

Check the name does not clash

The agent identifies a skill by the name field in its header. Two skills with the same name cannot sit side by side — one of them will be ignored.