Name: ax-flow
Rating: 64 (1 reviews)
Author: ax-llm

ax-flow

This skill helps an LLM generate correct AxFlow workflow code using @ax-llm/ax. Use when the user asks about flow(), AxFlow, workflow orchestration, parallel execution, DAG workflows, conditional routing, map/reduce patterns, or multi-node AI pipelines.

Quality

77%

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tessl review fix ./website/static/typescript/.well-known/agent-skills/ax-flow/SKILL.md

Quality

Content

72%Weight 40%Scale 1-5

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

A strong, highly actionable codegen reference with copy-paste patterns across virtually every AxFlow feature. Its gaps are structural: no progressive disclosure into bundle files, and no explicit validated generation workflow, leaving both dimensions at the midpoint.

Suggestions

Move the Flow Gallery (the 10+ mermaid examples) and/or the full per-method API reference into reference files under references/, linking to them from SKILL.md to improve progressive disclosure.

Add a short sequenced workflow for generating a flow (define nodes -> wire executes -> add returns -> run getExecutionPlan/check common errors) with an explicit validation checkpoint before considering the output complete.

Trim the overlap between 'Use These Defaults' and 'Critical Rules' into a single rules block to tighten conciseness toward the top anchor.

Dimension	Reasoning	Score
Conciseness	The body is dense and code-first, assuming Claude's competence with no padding about what libraries or workflows are; minor redundancy between 'Use These Defaults' and 'Critical Rules' and the long inlined mermaid gallery keep it just below the lean 5.	4 / 5
Actionability	Throughout, guidance is fully executable copy-paste TypeScript covering the common cases (canonical pattern, sequential, auto-parallel, branching, while/feedback loops, mermaid authoring, tracing), matching the top anchor.	5 / 5
Workflow Clarity	A canonical pattern, 'Critical Rules', 'Do Not Generate', and a common-errors list provide guardrails, but there is no explicit sequenced generation workflow with validation checkpoints; this sits at 'steps present but checkpoints missing/implicit'.	3 / 5
Progressive Disclosure	Section headers organize the content well, but no bundle files exist and large blocks that could live in separate files (the 10+ diagram Flow Gallery, full API reference) are inlined; references are only external URLs/other-skill mentions, so it lands at 'some structure, content that should be separate is inline'.	3 / 5
	Total	15 / 20 Passed

Description

82%Weight 40%Scale 1-5

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

The description is well-structured with an explicit what-and-when pair and rich, natural trigger terms anchored to a clearly distinct niche. Its only weakness is specificity: it states one overarching action rather than enumerating several concrete capabilities.

Suggestions

Expand the 'what' clause to list 2-3 concrete actions (e.g., 'define nodes, wire data flow, and add branching/loops') to lift specificity toward the top anchor.

Add the package/file signal users might mention (e.g., '@ax-llm/ax' import or '.ts' AxFlow files) to round out trigger-term coverage.

Dimension	Reasoning	Score
Specificity	Names the domain ('AxFlow workflow code using @ax-llm/ax') and one concrete action ('generate correct AxFlow workflow code'), but does not enumerate several specific actions, so it sits at the 'domain + 1-2 concrete actions' anchor rather than the comprehensive 4-5 band.	3 / 5
Completeness	Explicitly answers both 'what' ('helps an LLM generate correct AxFlow workflow code using @ax-llm/ax') and 'when' ('Use when the user asks about flow(), AxFlow, workflow orchestration...') with concrete trigger phrases, matching the top anchor.	5 / 5
Trigger Term Quality	Strong keyword coverage with natural user phrases ('workflow orchestration', 'parallel execution', 'DAG workflows', 'conditional routing', 'map/reduce patterns', 'multi-node AI pipelines') plus the API name 'flow()' and 'AxFlow', though it stops short of the fully comprehensive synonym+extension list of a 5.	4 / 5
Distinctiveness Conflict Risk	A clear niche (AxFlow/@ax-llm/ax codegen) with distinctive triggers unlikely to fire for unrelated skills, matching the minimal-conflict-risk anchor.	5 / 5
	Total	17 / 20 Passed

Validation

87%

Warnings & errors only

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

Validation — 14 / 16 Passed

Validation for skill structure

Criteria	Description	Result
skill_md_line_count	SKILL.md is long (683 lines); consider splitting into references/ and linking	Warning
frontmatter_unknown_keys	Unknown frontmatter key(s) found; consider removing or moving to metadata	Warning

	Total	14 / 16 Passed

Repository: ax-llm/ax
Path: website/static/typescript/.well-known/agent-skills/ax-flow/SKILL.md
Commit: 1abea97

Reviewed: ~19 hours ago

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