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ax-java-agent-rlm

Use when writing Java code with `dev.axllm:ax` for RLM executor loops, AxCodeRuntime sessions, runtime envelopes, process runtimes, and optional runtime profiles.

70

Quality

86%

Does it follow best practices?

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SecuritybySnyk

Passed

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SKILL.md
Quality
Evals
Security

Quality

Content

87%

Reviews 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 skill with concrete code and clearly signaled package-doc references. The only gap is workflow clarity: it is a reference rather than a sequenced process, so it lacks explicit validation checkpoints and feedback loops.

Suggestions

Add a short numbered workflow for the common case (e.g. consult examples/ -> match API surface -> write call -> verify against API.md) with an explicit validation step to lift workflow_clarity.

Define the `llm` variable in the Core Pattern snippet (or note where it comes from) so the example is fully self-contained and copy-paste ready.

DimensionReasoningScore

Conciseness

The body is lean: terse fact bullets, a one-sentence intro, a minimal code snippet, and no padding or explanation of concepts Claude already knows, so every token earns its place.

3 / 3

Actionability

It provides a concrete, real-API Java code example ('Ax.agent(...)', 'helper.forward(...)') plus specific file references (API.md, axir-api.json, examples/) and named API surface, giving copy-paste-ready guidance.

3 / 3

Workflow Clarity

Sections are well organized and the Guardrails offer soft ordering ('Start from package examples ... before inventing a new call shape'), but there is no explicit multi-step sequence with validation checkpoints or error-recovery feedback loops.

2 / 3

Progressive Disclosure

The body is a concise overview split into clear sections and points one level deep to package artifacts (API.md, axir-capabilities.json, examples/) that are clearly signaled, giving easy navigation.

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 specific, well-scoped description with an explicit 'Use when' trigger and a clear package niche. Its main weakness is trigger-term naturalness: several capability names are internal jargon rather than terms a user would naturally say.

Suggestions

Add a few natural-language trigger variations a user might actually say (e.g. 'ax Java runtime', 'AxCode agent') alongside the API jargon to improve trigger_term_quality.

Consider pairing the technical capability list with a plain-language gloss so the trigger terms read more naturally without losing specificity.

DimensionReasoningScore

Specificity

Names the concrete package `dev.axllm:ax` and lists multiple specific capabilities ('RLM executor loops, AxCodeRuntime sessions, runtime envelopes, process runtimes, and optional runtime profiles'), matching the anchor for multiple specific concrete actions.

3 / 3

Completeness

It states what it does ('writing Java code with `dev.axllm:ax` for ...') and gives an explicit 'Use when ...' trigger clause, satisfying both the 'what' and 'when' requirement.

3 / 3

Trigger Term Quality

'writing Java code' and `dev.axllm:ax` are natural terms a user would say, but the bulk ('RLM executor loops', 'runtime envelopes', 'process runtimes') is internal API jargon rather than natural user phrasing, so it lands at 'some relevant keywords but missing common variations'.

2 / 3

Distinctiveness Conflict Risk

It is tightly scoped to a single generated Java package and its specific runtime concepts, forming a clear niche unlikely to trigger 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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