Content
57%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.
The flow-composition core of this skill is excellent — lean, concrete, runnable Go patterns ordered by increasing complexity. Quality drops sharply in the sprawling "Astra Session Work" section, which is dense multi-language spec prose unrelated to the described scope, and there is a direct contradiction between the `ax.` prefix used in all examples and the `axllm.` names in "Relevant API Surface".
Suggestions
Move "Astra Session Work" into a separate reference file (or trim it to only the Go-relevant rules) and keep SKILL.md focused on flow composition, linking to it from a clearly labeled references section alongside API.md, axir-capabilities.json, and examples/.
Add a short ordered workflow — check examples/ for native syntax → compose nodes with Execute/reads/writes → verify with a no-key scripted transport → run provider-backed Forward — turning the Guardrails directives into explicit checkpoints.
Resolve the package-identifier contradiction (every example uses `ax.NewFlow` while "Relevant API Surface" lists `axllm.NewFlow`/`axllm.AxFlow`) and show how the `client` and `cache` values passed to Forward are constructed.
| Dimension | Reasoning | Score |
|---|---|---|
Conciseness | The flow-pattern sections are lean and dense with package-specific semantics Claude would not know ("An `ax.AxCachingFunction` under `"cachingFunction"` ... a hit runs no node and records no span or metric"), but the ~35-line "Astra Session Work" section is a spec dump spanning five languages ("add_child_agent(namespace, name, child) in Python/C++, AddChildAgent in Go, addChildAgent in Java, and with_child_agent in Rust") that largely falls outside the description's stated scope and could be tightened or split out. Not 2 because nothing explains concepts Claude already knows and the flow half is efficient; not 4 because a large fraction of the body is over-stuffed prose. | 3 / 5 |
Actionability | The flow sections provide real, complete-syntax Go covering the common cases: `ax.NewFlow(...).Execute("draft", draft, ...).Returns(...)`, `parallelFlow.Forward(ctx, client, map[string]ax.Value{...}, nil)`, and `StreamingForward` iteration. Not 5 because node programs (`research`, `join`, `critique`, `revise`) and the `client`/`cache` values are never constructed, the entire Astra section has no executable code, and "Relevant API Surface" (`axllm.NewFlow`, `axllm.AxFlow`) directly contradicts the `ax.NewFlow` used in every example. Not 3 because the majority of the content is genuinely executable guidance with realistic values rather than pseudocode. | 4 / 5 |
Workflow Clarity | The patterns progress sensibly (core pattern → typed programs → branching → fan-out/join → refinement → run/stream/cache), but there is no explicit build-run-verify sequence; the only verification guidance lives in Guardrails ("Use `no-key` examples for deterministic local checks and provider request mapping") rather than as checkpoints inside a workflow. Not 4 because no clearly sequenced procedure with checkpoints exists; not 2 because the progression and guardrail checks are present. | 3 / 5 |
Progressive Disclosure | References to `API.md`, `axir-api.json`, `axir-capabilities.json`, and `examples/` are scattered through "Package Facts" and prose ("Start from the complete programs under `examples/`", "the provider-backed Astra examples under `src/examples/go/generation/`") rather than gathered in a clearly signaled navigation section, and the dense multi-language "Astra Session Work" spec is inlined where a separate reference file belongs. Not 2 because the document has clear section structure and the flow patterns are appropriately inline; not 4 because substantial content that should be separate is inline and references are not presented as well-signaled links. | 3 / 5 |
Total | 13 / 20 Passed |