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B aws-sdk-python-usage

AWS SDK for Python (boto3/botocore) development patterns. You MUST use this skill when writing Python code that uses AWS services via boto3 or botocore. This includes creating service clients or resources, configuring sessions and credentials, handling errors with ClientError, using paginators and waiters, S3 file transfers and presigned URLs, DynamoDB table operations, and any boto3/botocore client configuration. Use this skill whenever Python code imports boto3 or botocore, or when the user asks about AWS operations in Python.

ClawHub Agent Skills author: Amazon Web Services 1 file body ≈ 1 904 tokens open source ↗ analyzed 9 min ago

AWS SDK for Python (boto3/botocore) development patterns.

IntegrationAWSSoftware developmentInfrastructuretype and topics are labelled automatically from the skill text
Runs in: OpenClaw Claude / Claude Code ChatGPT / Codex Gemini CLI Cursor GitHub Copilot / VS Code Qwen Code Kimi Code CLI Z.ai (GLM) DeepSeek (Deep Code) Mistral Vibe LangChain (deepagents) Goose OpenCode
JSON
B
89/100
Overall score
Safety 60%
100
Quality 40%
72
Tests bonus
0

How to improve

  1. The text references missing files: add them or drop the links.
  2. Add evals/evals.json with 4–6 real requests and expected answers: the full check will then use your cases instead of a model draft.
  3. Add a spec.yaml with triggers and assertions (skilltest init): the behaviour contract for CI.

Guard findings · 0

✓ No critical or high findings

Files scanned: 1. Evidence is masked. Grey chips explain why severity was lowered.

Lint

  • warning missing-ref reference to a missing file: references/error-handling.md
  • warning missing-ref reference to a missing file: references/pagination.md
  • warning missing-ref reference to a missing file: references/waiters.md
  • warning missing-ref reference to a missing file: references/configuration.md
  • warning missing-ref reference to a missing file: references/s3.md
  • warning missing-ref reference to a missing file: references/dynamodb.md
  • warning missing-ref reference to a missing file: references/credentials.md

Process maturity 48/100

Will not run. References files that are not bundled: references/error-handling.md, references/pagination.md, references/waiters.md
  • 0Tools and files. 7 referenced file(s) missing: references/error-handling.md, references/pagination.md, references/waiters.md
  • 0Result and completion. Does not say what the result is
  • 0Inputs and preconditions. Does not say what the process needs to start
  • 0Progress reporting. Says nothing while it works
  • 50Failures and branches. 0 branches, has a failure section
  • 85Steps. 9 steps, 1 vague phrases
  • 100When it triggers. States when to use and when not to
  • 100Consistency. Name and required fields are in place
  • 100Execution cost. Instruction body is 1904 tokens
  • 100Running it twice. No mutating operations
  • low 12 top-level sections: this looks like several domains in one skill

Everything here is measured from the skill text rather than judged by a model, so the numbers are checkable. A parameter weighs more when it is a more common reason for the process to stall.

Quality signals

  • +5Description has no quoted example phrases that should trigger the skill
  • +4Description does not say when NOT to use the skill (false activations)
  • +3Output format is not stated: the model decides each time
  • +1No license
  • +2Single-language instructions
  • +3Description length 534: enough signal without eating the budget
  • +4Structure: 14 headings
  • +3Step-by-step instructions: 9 items
  • +4Has examples (11 code blocks)

Quality base 70; lint remarks subtract, signals add up to 100. Result: 72.