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agent-v3-integration-architect

Agent skill for v3-integration-architect - invoke with $agent-v3-integration-architect

38

4.42x
Quality

6%

Does it follow best practices?

Impact

93%

4.42x

Average score across 3 eval scenarios

SecuritybySnyk

Advisory

Suggest reviewing before use

Optimize this skill with Tessl

npx tessl skill review --optimize ./.agents/skills/agent-v3-integration-architect/SKILL.md
SKILL.md
Quality
Evals
Security

Quality

Discovery

0%

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

This description is critically deficient across all dimensions. It provides no information about what the skill does, when it should be used, or what domain it covers. It reads as a placeholder or auto-generated stub rather than a functional skill description.

Suggestions

Add concrete actions describing what this skill does (e.g., 'Designs v3 API integration architectures, maps data flows between services, generates integration schemas').

Add an explicit 'Use when...' clause with natural trigger terms (e.g., 'Use when the user needs help with v3 API integration, service architecture, data mapping, or system interconnection').

Replace the invocation instruction with a functional description — invocation syntax belongs in usage documentation, not in the description field used for skill selection.

DimensionReasoningScore

Specificity

The description contains no concrete actions whatsoever. It only states it's an 'agent skill' and provides an invocation command, with no indication of what the skill actually does.

1 / 3

Completeness

Neither 'what does this do' nor 'when should Claude use it' is answered. The description is essentially an invocation instruction with no functional or contextual information.

1 / 3

Trigger Term Quality

There are no natural keywords a user would say. 'v3-integration-architect' is technical jargon that doesn't map to any user intent or natural language query.

1 / 3

Distinctiveness Conflict Risk

The term 'integration-architect' is vague and could overlap with many integration, architecture, or design-related skills. There are no distinct triggers to differentiate it.

1 / 3

Total

4

/

12

Passed

Implementation

12%

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

This skill is an aspirational design document masquerading as an actionable skill. It contains extensive but non-executable TypeScript pseudocode, repeats performance targets multiple times, and provides no concrete steps Claude could actually follow. The content would benefit enormously from being condensed to a concise overview with actual executable commands and splitting detailed sections into referenced files.

Suggestions

Replace pseudocode TypeScript classes with actual executable commands or real code snippets that Claude can run (e.g., specific CLI commands, real file operations, actual migration scripts).

Eliminate repeated performance numbers (2.49x-7.47x, 150x-12,500x, <0.05ms) that appear in multiple sections—state them once in a summary table.

Split detailed integration sections (SONA, Flash Attention, AgentDB, MCP Tools, RL) into separate reference files and link to them from a concise overview.

Add explicit validation checkpoints between migration phases (e.g., 'Run `npm test` and verify all tests pass before proceeding to Phase 2').

DimensionReasoningScore

Conciseness

Extremely verbose at 300+ lines. Massive amounts of illustrative TypeScript that is not executable (placeholder methods like `this.adaptToNewAPI`, `this.executeWithSONA` with no real implementations). Repeats the same performance numbers (2.49x-7.47x, 150x-12,500x) multiple times across sections. The duplication analysis table appears in both the hooks and the body. Much of this is aspirational documentation rather than actionable instruction.

1 / 3

Actionability

Despite the volume of TypeScript code, none of it is executable—it's all pseudocode with undefined methods, placeholder interfaces, and aspirational class structures. There are no concrete commands to run, no real file paths to edit, and no copy-paste-ready instructions. The code describes intent rather than providing implementable guidance.

1 / 3

Workflow Clarity

There is a phased migration plan (Phase 1-3 with week targets) and a checklist of success metrics, which provides some sequential structure. However, there are no validation checkpoints between steps, no feedback loops for error recovery, and the phases contain only pseudocode rather than concrete verification steps.

2 / 3

Progressive Disclosure

This is a monolithic wall of content with no references to external files for detailed information. Everything—integration strategy, feature integration, migration plan, performance targets, coordination points, risk mitigation—is inlined into a single massive document with no navigation aids or cross-references.

1 / 3

Total

5

/

12

Passed

Validation

100%

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

Validation11 / 11 Passed

Validation for skill structure

No warnings or errors.

Repository
ruvnet/ruflo
Reviewed

Table of Contents

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