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context7-auto-research

Automatically fetch latest library/framework documentation for Claude Code via Context7 API. Use when you need up-to-date documentation for libraries and frameworks or asking about React, Next.js, Prisma, or any other popular library.

55

Quality

63%

Does it follow best practices?

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SecuritybySnyk

Low

Low-risk findings worth noting

Fix and improve this skill with Tessl

tessl review fix ./plugins/AI-Agents-Safe-Coding-Skills/skills/context7-auto-research/SKILL.md

The canonical home for this skill is context7-auto-research in administrakt0r/AI-Agents-Safe-Coding-Skills

SKILL.md
Quality
Evals
Security

Quality

Content

47%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 thin overview that is concise and well-structured but lacks actionable detail: the core Context7 fetch operation is never shown, and most guidance defers to an external GitHub repo. It reads more as a project landing page than executable skill instructions.

Suggestions

Add a short inline example of the actual fetch step (e.g. the Context7 API call or how Claude should invoke it) instead of 'Use naturally in Claude Code conversations'.

Consolidate the redundant Overview and 'When to Use' sections, which restate the frontmatter description, to tighten token usage.

Replace vague steps with concrete, sequenced instructions and a validation/check step (e.g. how to confirm documentation was retrieved successfully).

DimensionReasoningScore

Conciseness

The body is lean and does not over-explain concepts Claude already knows, but the Overview and 'When to Use' sections redundantly restate the frontmatter description, so not every token earns its place.

4 / 5

Actionability

Beyond the executable install command 'npx skills add -g BenedictKing/context7-auto-research', guidance is minimal — 'Configure API key ... see GitHub repo' and 'Use naturally in Claude Code conversations' — with no concrete steps or code for the core fetch action.

2 / 5

Workflow Clarity

The three-step guide ('Install ... Configure API key ... Use naturally') is a rough sequence with poorly defined steps and no validation checkpoints, matching the 'rough sequence, many gaps' anchor.

2 / 5

Progressive Disclosure

Section structure is clear and external references (Examples, Troubleshooting, API-key config) are explicitly signaled to GitHub; with no bundle files present this is well-organized, though substantive content is fully deferred rather than minimally self-contained.

4 / 5

Total

12

/

20

Passed

Description

78%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: it pairs a concrete capability statement with an explicit 'Use when' trigger clause and named library examples, clearly answering both what and when. Its main weakness is a single-action scope and minor overlap risk with generic research skills.

DimensionReasoningScore

Specificity

It names the domain and one concrete action — 'Automatically fetch latest library/framework documentation ... via Context7 API' — but the single action is not comprehensive, matching the 'names domain and 1-2 concrete actions' anchor.

3 / 5

Completeness

It explicitly answers both what ('Automatically fetch latest library/framework documentation ... via Context7 API') and when ('Use when you need up-to-date documentation ... or asking about React, Next.js, Prisma ...'), with concrete trigger phrases.

5 / 5

Trigger Term Quality

Natural terms users would say are well covered — 'React, Next.js, Prisma, or any other popular library', 'up-to-date documentation', 'libraries and frameworks' — but it lacks some synonyms and file-extension-style variations, so it falls below comprehensive.

4 / 5

Distinctiveness Conflict Risk

The Context7 + library-docs niche is mostly distinct with specific triggers, but the broad 'any other popular library' phrasing creates minor overlap risk with general web-search/research skills.

4 / 5

Total

16

/

20

Passed

Validation

93%

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

Validation15 / 16 Passed

Validation for skill structure

CriteriaDescriptionResult

frontmatter_unknown_keys

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

Warning

Total

15

/

16

Passed

Repository
administrakt0r/AI-Agents-Safe-Coding-Skills
Reviewed

Table of Contents

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