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Run the autonomous ralph loop for mechanical stories. Iterates with fresh context until all tasks pass.
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npx skills add https://github.com/Arsapol/agent-npa-guy --skill ralphThe command stays on one line. Scroll horizontally to inspect it before copying.
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Cross-NPA comparison engine for Thai distressed properties. Finds comparable NPA properties by GPS proximity, computes area benchmarks (median/p25/p75), and returns type-specific comparison results (condo, land, house, commercial). Condos additionally use external market data from market_adapter when available. Non-condo is cross-NPA only — no external market data exists yet.
NPA property alert system. Scans ALL provider databases (LED, SAM, BAM, JAM, KTB, KBANK) for newly added properties, price drops, best deals, properties near BTS/MRT, and upcoming auctions. Can generate daily reports and run on schedule.
Run structured analysis (financial, property, data) using the hybrid ralph pattern. Decomposes research questions into parallel investigation tracks with verification.
Based on SOC occupation classification
Showing SKILL.md
| name | ralph |
| description | Run the autonomous ralph loop for mechanical stories. Iterates with fresh context until all tasks pass. |
| disable-model-invocation | true |
Run the autonomous iteration loop for mechanical (machine-verifiable) stories.
# Run with defaults (10 iterations)
./scripts/ralph.sh
# Run with custom max iterations
./scripts/ralph.sh 20
# Run in an isolated worktree
./scripts/ralph.sh 15 --worktree
# Run on a specific branch
./scripts/ralph.sh 10 --branch feature/my-feature --worktree
Before running, ensure:
prd.json exists in the project root (use /prd to generate)shared-contracts.md exists with defined contracts (use /build-feature to generate)jq is installed (brew install jq)Each iteration:
prd.json to find the highest-priority incomplete storyclaude -p (clean context)progress.txt for the next iteration| Flag | Description |
|---|---|
--worktree | Run in an isolated git worktree (recommended for parallel execution) |
--branch <name> | Create/use a specific branch for the work |
For parallel execution on independent modules:
# Terminal 1: Frontend stories
./scripts/ralph.sh 10 --branch feature/frontend --worktree &
# Terminal 2: Backend stories
./scripts/ralph.sh 10 --branch feature/backend --worktree &
# Wait for both
wait
IMPORTANT: Only parallelize loops that work on completely different files. Never run two loops on overlapping files.