Content
72%Weight 40%Scale 1-5Reviews the quality of instructions and guidance provided to agents. Good implementation is clear, handles edge cases, and produces reliable results.
A lean, well-organized reference whose package facts and guardrails carry genuinely non-inferable information. Its weaknesses are the placeholder-only core pattern (no fully executable example of the central optimize-with-evaluator task) and the absence of an explicit step sequence with validation checkpoints for optimization runs.
Suggestions
Replace the placeholder Core Pattern with one complete, runnable example adapted from examples/ — constructing a real evaluator callback and invoking AxGEPA.optimize with concrete arguments — so the central task is copy-paste executable.
Add an ordered workflow with an explicit validation checkpoint (e.g., 1. find the closest example in examples/, 2. adapt the evaluator and set explicit budgets/dataset rows, 3. run optimize, 4. keep only playbook proposals that pass the verification gate, 5. persist optimizer artifacts).
Include the concrete command or snippet for a deterministic `no-key` local check so bounded-run verification can be executed without provider credentials.
| Dimension | Reasoning | Score |
|---|---|---|
Conciseness | Lean and fact-dense: "Package Facts" supplies only package-specific information ("Runtime profiles: `javascript-quickjs`, `python-pyodide`", "Scripted no-key transport support: yes") and "Guardrails" gives rules Claude could not infer ("Treat AxIR as the source of generated package truth"); no section explains concepts Claude already knows. Not 4: there is no over-explanation to trim — the only redundancy ("Language: Python." duplicating the title) is trivial and every other token carries skill-specific value. | 5 / 5 |
Actionability | The "Core Pattern" block (`engine = AxGEPA(reflection_client)` / `result = engine.optimize(request, evaluator)`) is a call shape with unbound placeholder variables rather than executable code, and no runnable evaluator-callback example is included — matching anchor 3's "pseudocode instead of executable code". Not 4: anchor 4 requires mostly executable guidance; not 2: the block plus exact file pointers ("API.md", "axir-api.json", "examples/") and concrete directives ("Use `no-key` examples for deterministic local checks") go beyond high-level hints. | 3 / 5 |
Workflow Clarity | The sequence is only implicit (consult package examples → construct engine → optimize → keep proposals that pass the verification gate); there is no ordered step list and no explicit validation checkpoint, though "Keep optimization runs bounded by explicit budgets and dataset rows" and the "verification gate" gesture at bounds and validation. Matches anchor 3 (checkpoints missing or implicit); not 4: no explicit steps with checkpoints are written; not 2: the guardrails do supply rough ordering and verification conditions. | 3 / 5 |
Progressive Disclosure | The body is under 50 lines with no bundle files, organized into clear sections ("When To Use", "Package Facts", "Core Pattern", "Relevant API Surface", "Guardrails"), and its detail pointers ("API.md", "axir-api.json", "axir-capabilities.json", "examples/") are one level deep and clearly signaled. Per the simple-skill guideline this matches anchor 5. | 5 / 5 |
Total | 16 / 20 Passed |