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Data & AI

Performs web search using Codex CLI and automatically saves results in .md, .json, and .txt formats.

Development

Search the codebase and Obsidian vault together to answer how/where questions with code locations and related notes.

Testing

Systematically test and fix bugs in web applications with tiered severity (Quick, Standard, Exhaustive). Produces health scores and ship-readiness summary.

Testing

Check implemented work against executable spec.yml by validating acceptance criteria coverage and test evidence.

Productivity

Produce a read-only situation report from durable and off-thread state (ledgers, handoffs, git) plus the conversation, to answer where we stand, what we're doing, and why.

Productivity

Query the unified event stream for recent activity across all surfaces (CLI, iMessage, wake cycles, webhooks, etc.). Use to answer questions about recent conversations, what happened on iMessage today, or CLI sessions earlier. Supports filters by surface type and time range.

Development

Use for Java package layout, Java 8 constraints, Lombok, and coding conventions in this repository.

DevOps

Define, validate, and run repo-local multi-step automations with `asc workflow` and `.asc/workflow.json`. Ideal for CI pipelines and release flows.

Data & AI

Use the sequence and model from NCS-related or symmetry-related molecules as reference for rebuilding fragments.

Security

Analyze and triage Semgrep scan results to identify real vulnerabilities and dismiss false positives.

Data & AI

Build custom data sources for Apache Spark using the PySpark DataSource API for batch and streaming reads and writes.

Productivity

Present a multiple-choice question to the user using the AskUserQuestion tool.