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brain-ops

Brain knowledge base operations. The core read/write cycle: brain-first lookup, read-enrich-write loop, source attribution, ambient enrichment, back-linking. Read this before any brain interaction.

Quality

74%

Does it follow best practices?

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SecuritybySnyk

Passed

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tessl review fix ./plugin-variants/gbrain-coding/skills/brain-ops/SKILL.md

The canonical home for this skill is brain-ops in garrytan/gbrain

SKILL.md
Quality
Evals
Security

Quality

Content

77%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.

The body is a highly actionable, well-sequenced operator manual with concrete commands, explicit validation, and thorough error-recovery loops. Its weaknesses are the oversized opening blockquote that inlines what belongs in reference files, some duplicated caveats, and unverifiable external references given no bundle files ship with the skill.

Suggestions

Move the opening blockquote's topics (memory verbs contract, budget packing, visibility/redaction rules, keyless-brain extraction) into reference files under references/ and keep one-line pointers in SKILL.md, which would fix both the progressive-disclosure and conciseness penalties.

De-duplicate the repeated remote-visibility caveat ("Every MCP caller, including stdio, and a thin CLI connected to MCP...") into a single stated rule.

Condense the shallow-ls anecdote (the 132-file example) to its one-line takeaway: always scope with `gbrain sources list` or `find <dir> -name '*.md' | wc -l`, never `ls *.md`.

DimensionReasoningScore

Conciseness

The body is dense with gbrain-specific operational facts and avoids explaining concepts Claude already knows, but the ~60-line opening blockquote, a duplicated visibility sentence ("Every MCP caller, including stdio, and a thin CLI connected to MCP..." appears twice), and an anecdotal "Real example" of the shallow ls undercount could all be tightened. This fits score 3 (mostly efficient but could be tightened) rather than 4, which requires only minor trimming.

3 / 5

Actionability

Guidance is fully executable throughout: copy-paste-ready commands with flags ("gbrain recall --query 'zebra telescope' --budget-tokens 75 --budget-policy query_first --json", "find <dir> -name '*.md' | wc -l", "gbrain sweep --once"), exact error codes, and concrete recovery steps. This matches the score-5 anchor of copy-paste-ready commands covering common cases.

5 / 5

Workflow Clarity

Phases 1–4 are clearly sequenced with numbered steps, validation is explicit ("Confirm authorized writes only after readback"), and error-recovery feedback loops are specified (revision_conflict: re-read, merge, save with new revision; write_pending: poll before claiming the write landed). This matches the score-5 anchor of explicit validation steps with feedback loops.

5 / 5

Progressive Disclosure

References are one level deep and clearly signaled ("See skills/conventions/quality.md for format", "Docs: docs/guides/write-refusals.md"), but none exist in this skill's bundle, and the opening mega-blockquote inlines memory verbs, budget packing, visibility rules, redaction handling, and keyless-brain extraction — content that clearly belongs in separate reference files. This matches score 3 (content that should be separate is inline) rather than 4, where inlining would be only a minor gap.

3 / 5

Total

16

/

20

Passed

Description

62%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 clearly identifies a distinct niche and enumerates the core operations, but relies on internal jargon for its trigger terms and lacks an explicit "Use when..." clause, leaving the "when" circular and weak. Adding natural user phrasing and concrete trigger guidance would raise completeness and trigger-term quality.

Suggestions

Add an explicit trigger clause, e.g. "Use when the user asks to remember, recall, look up, cite, or save anything to the brain" — this replaces the circular 'Read this before any brain interaction' and lifts completeness.

Include natural user-facing synonyms ("remember", "recall", "save to the brain", "brain lookup") alongside the internal jargon terms like "ambient enrichment" and "back-linking" so trigger matching catches how users actually phrase requests.

State the concrete capabilities in plainer language (e.g. "save facts with source attribution, look up people and companies, maintain back-links") rather than naming internal loop terminology.

DimensionReasoningScore

Specificity

The description lists several specific named actions — "brain-first lookup, read-enrich-write loop, source attribution, ambient enrichment, back-linking" — mirroring the score-4 anchor's structure of several concrete operations with minor gaps. It is not a 5 because the actions are internal domain jargon rather than fully concrete capabilities, and coverage is not comprehensive.

4 / 5

Completeness

The "what" is clear (the core read/write cycle with named operations), but there is no "Use when..." clause; "Read this before any brain interaction" is a circular, weakly explicit when. Per the rubric guideline, a missing explicit trigger clause caps completeness at 3, and score 4 requires a more explicit and specific when.

3 / 5

Trigger Term Quality

Relevant keywords like "brain", "read/write", and "lookup" are present, but phrases such as "ambient enrichment", "back-linking", and "read-enrich-write loop" are not terms users naturally say, and common variations like "remember", "recall", or "save to the brain" are missing. This matches the score-3 anchor of some relevant keywords missing common variations, and is below score 4's good natural-term coverage.

3 / 5

Distinctiveness Conflict Risk

"Brain knowledge base operations" with the trigger "any brain interaction" carves out a clear niche (a personal brain/knowledge-base system) with a distinct trigger, giving minimal conflict risk with other skills — a direct match for the score-5 anchor.

5 / 5

Total

15

/

20

Passed

Validation

87%

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

CriteriaDescriptionResult

frontmatter_unknown_keys

Unknown frontmatter key(s) found; consider removing or moving to metadata

Warning

relative_links

Relative link issues: 2 suspicious

Warning

Total

14

/

16

Passed

Repository

garrytan/gbrain

Path

plugin-variants/gbrain-coding/skills/brain-ops/SKILL.md

Reviewed

Table of Contents

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