agent-loop-ext
Crash-resilient external agent loop with state persistence and CI/CD integration
Plan and review a bounded, non-mutating dataset source check and redacted preview.
$ npx -y skills add jmagly/aiwg --skill dataset-source-assess --agent claude-codeHow it fires
How this skill gets triggered: by you, by Claude, or both.
/dataset-source-assessContext preview
The summary Claude sees to decide when to auto-load this skill.
Plan and review a bounded, non-mutating dataset source check and redacted preview.
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]
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`.
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.
Repo: jmagly/aiwg
Crash-resilient external agent loop with state persistence and CI/CD integration
Detect requests for iterative autonomous agent loops and route to the appropriate loop executor
Automatically execute tests when code-generating agents modify source files, enforcing the execute-before-return pattern
Enable agent loops to learn from similar past tasks and share patterns across loops
Query and manage the executable feedback debug memory
Execute tests on generated code and iterate until passing