Skip to content
Development
Skill

/dataset-source-assess

Plan and review a bounded, non-mutating dataset source check and redacted preview.

BOOST
@jmaglyjmagly@jmagly
From plugin
aiwg
229200 skills199 agents26 commands

Claude Code

$ npx -y skills add jmagly/aiwg --skill dataset-source-assess --agent claude-code

SKILL.md

dataset-source-assess.SKILL.md
namespace: aiwg
name: dataset-source-assess
description: Plan and review a bounded, non-mutating dataset source check and redacted preview.
version: 1.0.0
platforms: [all]
aliases: [source check, data source assessment, connector assessment]
triggers: [check this data source, preview these files, assess this API source, inspect dataset shape, can AIWG read this source]

Dataset Source Assessment

Consume a registered source reference. Propose `aiwg dataset check <source-id> --json` and `aiwg dataset preview <source-id> --json`; these operations must remain bounded, side-effect free, and redacted. Explain adapter/version, schema binding, identity and revision strategy, incremental cursor support, locality/network behavior, and evidence-backed maturity.

Never inspect credential or environment values. Distinguish absent, stale, unverified, unsupported, and degraded capability states. Emit an assessment reference for `dataset-capability-recommend`.

Read it on GitHub ↗
Stats
TypeScriptNodeDockerKubernetesAWSGCPAzureGitGitHubMarkdownAnthropicMCP
229
Stars
36
Forks
Active
Maintenance
TypeScript
Language
MIT
License
Last commit
Created

Repo: jmagly/aiwg

In this plugin
200 skills199 agents26 commands
See everything inside
@jmagly
Ships withaiwg

Reusable project context and specialist workflows for the AI tools you already use. Plan software, coordinate specialist reviews, prepare campaigns, investigate incidents, organize research, curate media, and maintain operational knowledge.

229200 skills199 agents
Get the whole plugin

Stars on GitHub

Momentum

stars in total
229
Star history of jmagly/aiwg on GitHub, a chart by star-history.com
See what's trending this week

Other skills on aiwg.

agent-loop-ext

agent-loop-ext

Crash-resilient external agent loop with state persistence and CI/CD integration

aiwg
@jmagly@jmaglyInstall Skill
agent-loop

agent-loop

Detect requests for iterative autonomous agent loops and route to the appropriate loop executor

aiwg
@jmagly@jmaglyInstall Skill
auto-test-execution

auto-test-execution

Automatically execute tests when code-generating agents modify source files, enforcing the execute-before-return pattern

aiwg
@jmagly@jmaglyInstall Skill
See all 200 skills in aiwg

More skills from other plugins.

brainstorming
Auto-invoked

brainstorming

You MUST use this before any creative work - creating features, building components, adding functionality, modifying behavior, or…

superpowers13d311k
@obra@obraInstall Skill
ask-matt

ask-matt

Ask which skill or flow fits your situation. A router over the skills in this repo.

skills12d309k
@mattpocock@mattpocockInstall Skill
accessibility
Auto-invoked

accessibility

Design, implement, and audit accessible UI to WCAG 2.2 Level AA across Web, iOS, and Android — semantic ARIA roles and labels,…

ecc13d293k
@affaan-m@affaan-mInstall Skill
compiler-commit

compiler-commit

Use when you want to verify compiler changes and commit with the correct convention. Runs tests, lint, and format, then commits…

react2d252k
@facebook@facebookInstall Skill

Questions about dataset-source-assess.

Which coding agents can use dataset-source-assess?
dataset-source-assess installs in Claude Code, Codex, Cursor, Gemini CLI, GitHub Copilot, OpenCode and Windsurf with the skills CLI, using each agent's flag shown on this page. Flowy's auto-invocation, which fires a skill when your prompt matches, runs in Claude Code only.