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agent-v3-memory-specialist

Agent skill for v3-memory-specialist - invoke with $agent-v3-memory-specialist

37

1.77x
Quality

6%

Does it follow best practices?

Impact

85%

1.77x

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-memory-specialist/SKILL.md
SKILL.md
Quality
Evals
Security

Quality

Content

12%

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

This skill reads as an architectural design document or project plan rather than an actionable skill for Claude. It is extremely verbose, filled with aspirational performance targets and non-executable pseudocode referencing fictional libraries and APIs. The content would benefit enormously from being reduced to concrete, executable instructions with clear validation steps, and splitting detailed reference material into separate files.

Suggestions

Replace all pseudocode TypeScript classes with actual executable code or concrete CLI commands that Claude can run — if the libraries don't exist yet, the skill should focus on what Claude can actually do today.

Reduce the content by 70-80% by removing architectural diagrams, marketing claims (150x-12,500x repeated 6+ times), coordination points, and conceptual explanations — focus only on step-by-step instructions.

Add explicit validation checkpoints with feedback loops between migration phases (e.g., 'Run X to verify migration succeeded before proceeding').

Split detailed content (SONA integration, benchmark suite, migration scripts) into separate referenced files to improve progressive disclosure.

DimensionReasoningScore

Conciseness

Extremely verbose at ~250+ lines. Explains architecture, migration phases, SONA integration, and coordination points in exhaustive detail that Claude doesn't need. ASCII diagrams, extensive TypeScript class definitions, SQL migration scripts, and benchmark suites are all inlined when most of this is conceptual/aspirational rather than actionable. The repeated '150x-12,500x' marketing language adds no instructional value.

1 / 3

Actionability

Despite containing many code blocks, none are truly executable — they reference non-existent classes (AgentDBAdapter, HNSWIndexer, HNSWIndex), fictional npm packages (agentic-flow@alpha), and undefined interfaces. The migration phases use bash code blocks that are actually bullet-point lists, not commands. The TypeScript is architectural pseudocode, not copy-paste ready guidance.

1 / 3

Workflow Clarity

There is a phased migration strategy (Phase 1-3) with some sequencing, and a validation section with success criteria checklist. However, there are no explicit validation checkpoints between steps, no error recovery feedback loops, and the phases are described at a high level ('Week 3', 'Week 4-5') without concrete verification steps between them.

2 / 3

Progressive Disclosure

Monolithic wall of text with no references to external files despite the content clearly warranting separation (migration guides, benchmarks, SONA integration, architecture details could each be separate files). Everything is inlined in one massive document with no bundle files to support it.

1 / 3

Total

5

/

12

Passed

Description

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 is an extremely weak description that fails on every dimension. It provides no information about what the skill does, when it should be used, or what triggers should activate it. It reads as a placeholder or auto-generated stub rather than a functional skill description.

Suggestions

Replace the entire description with concrete actions the skill performs, e.g., 'Stores, retrieves, and manages persistent memory entries across conversations' or whatever the actual capabilities are.

Add an explicit 'Use when...' clause with natural trigger terms users would say, such as 'Use when the user asks to remember something, recall previous context, or manage stored notes.'

Remove the invocation instruction ('invoke with $agent-v3-memory-specialist') from the description field, as it does not help Claude decide when to select this skill and wastes space that should describe capabilities.

DimensionReasoningScore

Specificity

The description contains no concrete actions whatsoever. 'Agent skill for v3-memory-specialist' is entirely vague and does not describe what the skill actually does.

1 / 3

Completeness

Neither 'what does this do' nor 'when should Claude use it' is answered. The description only provides an invocation command with no explanation of purpose or trigger conditions.

1 / 3

Trigger Term Quality

There are no natural keywords a user would say. 'v3-memory-specialist' is internal jargon, and 'invoke with $agent-v3-memory-specialist' is a technical invocation instruction, not a trigger term.

1 / 3

Distinctiveness Conflict Risk

The description is so vague that it provides no distinguishing characteristics. Without knowing what the skill does, it could conflict with any memory-related or general-purpose skill.

1 / 3

Total

4

/

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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If you maintain this skill, you can claim it as your own. Once claimed, you can manage eval scenarios, bundle related skills, attach documentation or rules, and ensure cross-agent compatibility.