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salsa

Mental-model reset for Salsa, the incremental computation framework for Rust. Use when building or reviewing Salsa databases, tracked functions, input/ tracked/interned structs, query pipelines, accumulators, cancellation, durability, LSP integration, memory management, cycles, or production Salsa architecture. Triggers on #[salsa::db], #[salsa::input], #[salsa::tracked], #[salsa::interned], #[salsa::accumulator], salsa::Storage, memoization, revisions, backdating, red-green algorithm, WillExecute, DidValidateMemoizedValue, Cancelled, returns(ref), no_eq, lru, cycle_fn, cycle_result, durability, or salsa::Event.

90

1.66x
Quality

86%

Does it follow best practices?

Impact

95%

1.66x

Average score across 3 eval scenarios

SecuritybySnyk

Passed

No known issues

SKILL.md
Quality
Evals
Security

Quality

Content

72%

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

This is a well-structured mental-model skill with excellent progressive disclosure and strong actionability through executable Rust code examples. Its main weakness is moderate verbosity — the real-world scale section, vocabulary glossary, and introductory context add tokens without proportional value for Claude. The workflow dimension suffers slightly from being a reference document rather than a step-by-step guide, though the core loop is well-sequenced.

Suggestions

Trim or remove the 'Real-World Scale' section — the detailed project descriptions (number of tracked structs, query counts) are reference material better suited for a separate file.

Remove or significantly condense the 'Key Vocabulary' section; Claude already knows what LRU and revision counters are, and the terms are explained in context throughout the document.

DimensionReasoningScore

Conciseness

The skill is generally well-structured but includes some unnecessary content: the introductory paragraph explaining what Salsa is and listing projects that use it is context Claude could look up, the 'Real-World Scale' section is quite lengthy with project descriptions, and the 'Key Vocabulary' section explains concepts (like LRU, revision) that Claude already knows. However, the core concept sections are reasonably tight with good code examples.

2 / 3

Actionability

The skill provides fully executable, copy-paste-ready Rust code for every core concept: database setup, input structs, tracked functions, tracked structs, interned structs, and accumulators. The core loop example clearly shows the create-compute-mutate-recompute pattern with real code.

3 / 3

Workflow Clarity

The core loop (create inputs → compute → mutate → recompute) is clearly sequenced with numbered steps and code. However, for a skill covering complex topics like cycle handling, cancellation, and production architecture, there are no validation checkpoints or error recovery steps. The skill is more of a reference/mental-model document than a workflow guide, which is appropriate for its purpose, but multi-step processes like setting up a database or handling cycles lack explicit validation steps.

2 / 3

Progressive Disclosure

Excellent progressive disclosure structure: concise overview with inline '→ Deep dive' links to specific files, plus a comprehensive navigation table mapping use cases to reference files. References are one level deep and clearly signaled. However, no bundle files were provided, so we cannot verify the referenced files exist, but the structure itself is exemplary.

3 / 3

Total

10

/

12

Passed

Description

100%

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 excellent skill description that thoroughly covers the Salsa incremental computation framework for Rust. It provides clear 'what' and 'when' guidance with extensive trigger terms that are highly specific to the domain. The description is distinctive enough to avoid any conflicts with other skills while being comprehensive in its coverage of Salsa-specific concepts.

DimensionReasoningScore

Specificity

The description lists numerous specific concrete concepts and actions: building/reviewing Salsa databases, tracked functions, input/tracked/interned structs, query pipelines, accumulators, cancellation, durability, LSP integration, memory management, cycles, and production architecture. These are highly specific capabilities.

3 / 3

Completeness

Clearly answers both 'what' (mental-model reset for Salsa incremental computation framework) and 'when' with an explicit 'Use when...' clause listing specific scenarios, plus a 'Triggers on' clause enumerating exact keywords. Both dimensions are thoroughly covered.

3 / 3

Trigger Term Quality

Excellent coverage of natural trigger terms including specific Salsa macros (#[salsa::db], #[salsa::input], #[salsa::tracked], etc.), domain concepts (memoization, revisions, backdating, red-green algorithm), and configuration options (returns(ref), no_eq, lru, cycle_fn). A developer working with Salsa would naturally use many of these terms.

3 / 3

Distinctiveness Conflict Risk

Extremely distinctive — Salsa is a niche Rust framework, and the description includes highly specific macro names and concepts (e.g., #[salsa::tracked], red-green algorithm, backdating, WillExecute) that are unlikely to conflict with any other skill.

3 / 3

Total

12

/

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
joshuadavidthomas/agent-skills
Reviewed

Table of Contents

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