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ax-cpp-agent-rlm

Use when writing C++ code with `axllm` for RLM executor loops, AxCodeRuntime sessions, runtime envelopes, process runtimes, and optional runtime profiles.

69

Quality

85%

Does it follow best practices?

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SKILL.md
Quality
Evals
Security

Quality

Content

85%

Reviews the quality of instructions and guidance provided to agents. Good implementation is clear, handles edge cases, and produces reliable results.

A well-structured, concise body that points Claude at concrete API surface and guardrails; the main gap is the core code example not being fully self-contained/executable.

Suggestions

Make the Core Pattern example self-contained by showing how 'llm' is obtained (e.g. constructing the runtime/client) so it is copy-paste runnable.

Add a brief validation step to the guardrails (e.g. 'compile and run an example to confirm the call shape') to strengthen the workflow's feedback loop.

DimensionReasoningScore

Conciseness

The body is lean and assumes competence, stating only facts, a core pattern, API surface, and guardrails without explaining C++ or runtime concepts Claude already knows.

3 / 3

Actionability

Provides a concrete code example and specific API names, but the sample references an undefined 'llm' object and is not fully copy-paste runnable, fitting the 'some concrete guidance but incomplete' anchor.

2 / 3

Workflow Clarity

As a simple single-purpose skill, the action is unambiguous via the 'Core Pattern' and reinforced by 'When To Use' bullets and guardrails, meeting the simple-skill allowance for a top score.

3 / 3

Progressive Disclosure

Under 50 lines with no external references needed and cleanly organized into labeled sections (When To Use, Package Facts, Core Pattern, Relevant API Surface, Guardrails), satisfying the well-organized-sections criterion for simple skills.

3 / 3

Total

11

/

12

Passed

Description

85%

Based on the skill's description, can an agent find and select it at the right time? Clear, specific descriptions lead to better discovery.

A strong, specific description with an explicit 'Use when' trigger and a clear niche; its only weakness is jargon-laden trigger terms that a user may not naturally voice.

Suggestions

Soften jargon in trigger terms (e.g. pair 'RLM executor loops' with a more natural phrasing like 'agent runtime loops') so users are more likely to say the trigger words.

Add common natural variations of the trigger terms (e.g. 'C++ agent', 'axllm runtime') to broaden keyword coverage.

DimensionReasoningScore

Specificity

Lists multiple concrete actions and contexts — 'writing C++ code with axllm', 'RLM executor loops, AxCodeRuntime sessions, runtime envelopes, process runtimes, and optional runtime profiles' — matching the 'lists multiple specific concrete actions' anchor.

3 / 3

Completeness

Explicit 'Use when writing C++ code with axllm for ...' clause answers both what the skill does and when to use it with explicit triggers, matching the top anchor.

3 / 3

Trigger Term Quality

Includes relevant product keywords ('C++', 'axllm', 'AxCodeRuntime') but mixes in jargon-heavy phrases ('RLM executor loops', 'runtime envelopes') and misses natural user variations, fitting the 'some relevant keywords but missing common variations' anchor rather than full coverage.

2 / 3

Distinctiveness Conflict Risk

Tied to a specific generated package (axllm) and C++ runtime niche with distinct triggers, making it unlikely to fire for unrelated skills.

3 / 3

Total

11

/

12

Passed

Validation

93%

Checks the skill against the spec for correct structure and formatting. All validation checks must pass before discovery and implementation can be scored.

Validation15 / 16 Passed

Validation for skill structure

CriteriaDescriptionResult

frontmatter_unknown_keys

Unknown frontmatter key(s) found; consider removing or moving to metadata

Warning

Total

15

/

16

Passed

Repository
ax-llm/ax
Reviewed

Table of Contents

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