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context7-skill

Access up-to-date, version-specific documentation and code examples from Context7. Use this skill to verify library and framework details.

67

1.59x
Quality

53%

Does it follow best practices?

Impact

83%

1.59x

Average score across 3 eval scenarios

SecuritybySnyk

Advisory

Suggest reviewing before use

Optimize this skill with Tessl

npx tessl skill review --optimize ./context7-skill/SKILL.md
SKILL.md
Quality
Evals
Security

Evaluation results

82%

37%

Documentation Lookup Module

Resolve-first workflow and CLI fallback implementation

Criteria
Without context
With context

Resolve before query

100%

100%

CLI fallback present

40%

100%

uv as Python manager

100%

100%

Retry limit enforced

100%

100%

API key from environment

0%

100%

Tool availability check

80%

100%

Incomplete result handling

30%

100%

Tool prefix variants

0%

12%

Library selection criteria

0%

37%

Ambiguity handling

0%

25%

CLI resolve command syntax

0%

100%

82%

21%

Library Documentation Research

Library selection criteria and process logging

Criteria
Without context
With context

Resolve before query in log

16%

75%

Candidate IDs documented

40%

40%

Selection reasoning recorded

80%

80%

Quality metric used

50%

75%

Retry limit respected

80%

100%

Tool availability noted

87%

100%

Incomplete result handling

60%

60%

No query without resolve

40%

100%

Proceed after failure

87%

100%

No-match handling

75%

87%

Library explained to reader

83%

100%

86%

34%

Context7 Integration for Multi-Environment Deployments

Tool availability check and environment-aware fallback

Criteria
Without context
With context

Availability check at runtime

100%

58%

MCP used when available

100%

90%

CLI fallback when MCP absent

50%

100%

uv as CLI runner

20%

100%

Correct CLI query-docs syntax

0%

100%

Correct CLI resolve syntax

50%

100%

CONTEXT7_API_KEY documented

12%

100%

Tool prefix handling

0%

0%

Resolve step in both paths

100%

100%

uv prerequisite documented

100%

100%

Retry limit in implementation

0%

100%

Repository
ceshine/ceshine-agent-skills
Evaluated
Agent
Claude Code
Model
Claude Sonnet 4.6

Table of Contents

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