Install any skill in seconds. Free to start, no credit card required.
Get Started Free →agenticnotetaking/ralph
Queue processing with fresh context per phase. Processes N tasks from the queue, spawning isolated subagents to prevent context contamination. Supports serial, parallel, batch filter, and dry run modes.
Passed 8 of 13 test cases with the skill, and 3 of 13 without it.
and 16 more in the full report
10 fixed4 passed either way7 still failing1 broke
Tokens, turns and time describe resource use, not a dollar price.
One of 9 test cases the skill fixed. Same model, same prompt, with and without the skill.
In serial execution mode, when a claim task completes its final phase (`verify`), what condition triggers a post-batch cross-connect validation step?
| Checked | Without skill | With skill |
|---|---|---|
| Checks if all tasks in the batch have reached status done. | Missed | Passed |
| Spawns a cross-connect subagent only if the batch contains 2 or more completed claims. | Missed | Passed |
The instructions your model reads when the skill loads.
Target: $ARGUMENTS
Parse arguments:
Read ops/derivation-manifest.md (or fall back to ops/derivation.md) for domain vocabulary mapping. All output must use domain-native terms. If neither file exists, use universal terms.
START NOW. Process queue tasks.
You MUST use the Task tool to spawn a subagent for EVERY task. No exceptions.
This is not a suggestion. This is not an optimization you can skip for "simple" tasks. The entire architecture depends on fresh context isolation per phase. Executing tasks inline in the lead session:
If you catch yourself about to execute a task directly instead of spawning a subagent, STOP. Call the Task tool. Every time. For every task. Including create tasks. Including "simple" tasks.
The lead session's ONLY job is: read queue, spawn subagent, evaluate return, update queue, repeat.
Each phase maps to specific Task tool parameters. Use these EXACTLY when spawning subagents.
| Phase | Skill Invoked | Purpose |
test cases passed, vs 3 / 13 without
More skills from the same source and nearby in the registry, with their headline benchmark lift.