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semantic-scholar

Search published venue papers (IEEE, ACM, Springer, etc.) via Semantic Scholar API. Complements /arxiv (preprints) with citation counts, venue metadata, and TLDR. Use when user says "search semantic scholar", "find IEEE papers", "find journal papers", "venue papers", "citation search", or wants published literature beyond arXiv preprints.

64

Quality

77%

Does it follow best practices?

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SecuritybySnyk

Low

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tessl review fix ./skills/semantic-scholar/SKILL.md
SKILL.md
Quality
Evals
Security

Quality

Content

67%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 genuinely executable, well-sequenced operational skill with strong error handling and concrete commands. Its main weakness is redundancy — duplicated resolution logic and overlapping output templates — plus a pseudocode wiki-ingest block and an unspecified retry behavior.

Suggestions

Remove the duplicated tool-resolution shell cascade: it is inlined in both Step 2 and Step 7 while already being delegated to shared-references/integration-contract.md — state the policy once and reference the contract instead of re-inlining the fallback chain.

Merge Step 5's table template and Step 6's detailed summary into a single output template to eliminate near-duplicate formatting instructions, and fold the 'Recommended filter combos' table into DEFAULT_FILTERS since it repeats those flags.

Make the rate-limit rule concrete and the Step 7 wiki block executable: specify the 429 behavior (e.g., 'wait 10s, retry once, then surface the error') and replace the pseudocode 'for each paper' loop with an actual bash loop or a precise per-paper command list.

DimensionReasoningScore

Conciseness

Mostly operational rather than explanatory, but contains real duplication and padding: the ~15-line fetcher-resolution shell cascade is inlined in both Step 2 and Step 7, Step 5's table format and Step 6's detailed summary overlap, the 'Recommended filter combos' table repeats DEFAULT_FILTERS, and 'Role & Positioning' plus 'Key Rules' restate content from the Workflow steps. Fits anchor 3 ('mostly efficient... could be tightened') better than anchor 4, where over-explanation would be only minor.

3 / 5

Actionability

Steps 2-3 give copy-paste-ready commands with concrete flags ('--fields-of-study "Computer Science,Engineering" --publication-types JournalArticle,Conference'). Not anchor 5 because the Step 7 wiki block mixes bash with non-executable pseudocode ('for each paper in results: if paper.externalIds.ArXiv:'), and the promised inline-Python fallback is named but never shown.

4 / 5

Workflow Clarity

Clear 8-step sequence from argument parsing to final output, with ID-pattern rules for skipping search, a dedup checkpoint (Step 4), and error paths for 429s, unreachable API, missing fetcher, and missing wiki script (warn-and-skip with remediation hint). Not anchor 5 because the rate-limit guidance 'wait and retry' gives no concrete wait duration or retry limit.

4 / 5

Progressive Disclosure

Good structure with clear section headers and well-signaled one-level-deep links to shared-references/integration-contract.md and wiki-helper-resolution.md (these live outside the skill bundle and could not be verified to exist). All content the skill itself needs is inline in an organized 237-line body; the main gap is that the fetcher-resolution shell cascade is inlined twice rather than kept in the referenced contract file, which is a minor organization issue rather than the structural problem of anchor 3.

4 / 5

Total

15

/

20

Passed

Description

87%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.

A strong description: concrete third-person statement of capability, an explicit 'Use when' clause with natural trigger phrases, and clear positioning against the adjacent /arxiv skill. Only minor headroom on trigger synonyms and action coverage.

DimensionReasoningScore

Specificity

Names concrete actions — 'Search published venue papers (IEEE, ACM, Springer, etc.) via Semantic Scholar API' with 'citation counts, venue metadata, and TLDR' — several specific capabilities. Falls short of anchor 5 because coverage has gaps (no mention of single-paper lookup by DOI/ID, or filtering by year/citations), but exceeds anchor 3's '1-2 concrete actions'.

4 / 5

Completeness

Explicitly answers both questions: what — 'Search published venue papers... via Semantic Scholar API' with citation counts, venue metadata, and TLDR; when — 'Use when user says...' followed by a concrete list of trigger phrases plus the condition 'wants published literature beyond arXiv preprints'. Matches the anchor-5 example pattern exactly.

5 / 5

Trigger Term Quality

Good natural trigger coverage: "search semantic scholar", "find IEEE papers", "find journal papers", "venue papers", "citation search", "published literature beyond arXiv preprints". Not anchor 5 because common synonyms like "scholarly articles", "academic papers", "find conference papers", or "highly cited" are missing.

4 / 5

Distinctiveness Conflict Risk

Clear niche — published venue papers with citation/venue metadata — explicitly differentiated from the nearest neighbor ('Complements /arxiv (preprints)'), with triggers ('find IEEE papers', 'citation search') specific to this niche. Anchor 4 would apply if there were real overlap risk, but the arXiv boundary is drawn explicitly, so conflict risk is minimal.

5 / 5

Total

18

/

20

Passed

Validation

81%

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

Validation — 13 / 16 Passed

Validation for skill structure

CriteriaDescriptionResult

allowed_tools_field

'allowed-tools' contains unusual tool name(s)

Warning

frontmatter_unknown_keys

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

Warning

relative_links

Relative link issues: 4 suspicious

Warning

Total

13

/

16

Passed

Repository
wanshuiyin/Auto-claude-code-research-in-sleep
Reviewed

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