Content
82%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-structured reference body: concise package facts, a concrete API surface, and unusually good guardrails that encode decision rules (transport choice by credentials, BootstrapFewShot-before-GEPA ordering, AxIR as source of truth). The main gaps are a code pattern with unresolved placeholders and referenced documentation files that are not part of the skill bundle, leaving the agent to locate them in the package.
| Dimension | Reasoning | Score |
|---|---|---|
Conciseness | The body is ~45 lines with no filler: every line states a fact, a guardrail, or an API name ('Package: `axllm`', 'Runtime profiles: `javascript-quickjs`, `python-pyodide`'). It explains nothing Claude already knows and assumes competence throughout, matching the lean anchor 5 ('every token earns its place'). | 5 / 5 |
Actionability | The Core Pattern gives real C++ syntax ('axllm::AxGEPA engine(reflection_client, options); auto result = engine.optimize(request, evaluator);') and the API surface lists concrete symbols, plus 'Start from package examples for exact native syntax' directs to working code. It stops short of anchor 5 because the snippet uses undefined placeholders (reflection_client, options, request, evaluator) with no includes or setup, so it is not copy-paste ready and the common cases aren't covered inline. | 4 / 5 |
Workflow Clarity | As a single-purpose reference skill, the guidance is unambiguous about what to do first ('Start from package examples...') and includes sequencing and decision rules ('Use BootstrapFewShot before GEPA when demonstrations should seed optimization'; choose `no-key` vs `provider-api` examples by credential availability). It misses anchor 5 because there is no explicit checkpoint or validation step in the optimize/evaluate loop, and the actual workflow (wiring an evaluator, running an optimization) is left to the examples. | 4 / 5 |
Progressive Disclosure | Sections are well organized (When To Use, Package Facts, Core Pattern, API Surface, Guardrails) and external materials are clearly enumerated in one place ('Package API docs: `API.md` and `axir-api.json`', 'Runnable examples: `examples/`'). It falls below anchor 5 because those referenced paths (API.md, axir-api.json, axir-capabilities.json, examples/) do not exist in the skill bundle itself, and the API symbol list is inlined rather than deferred — navigation depends on files the agent must find elsewhere in the package. | 4 / 5 |
Total | 17 / 20 Passed |