Query hook event rows and write finding transitions in a SQLite observation sink.
npx skills add https://github.com/bsamiee/Rasm --skill observation-bsamiee
Please help me install this Agent Skill. Skill: observation Source: https://github.com/bsamiee/Rasm/tree/main/.claude/skills/observation Command: npx skills add https://github.com/bsamiee/Rasm --skill observation-bsamiee
agent_cost, turn_cost, denials, and session_audit using parameterized sqlite3 queries. - Finding Lifecycle Management: Propose, confirm, move, close, and waive findings through transactional scripts (lifecycle.sql, transition.sql, batch.sql) with hash-based staleness detection. - Checker Integration: Confirm diagnostics from ast-grep, ruff, biome, and Roslyn SARIF output as site rows via dedicated mapping scripts. - Use Case: After a Stop hook delivers open findings on a branch, an agent reads the ids through confirmed_findings, fixes the sites, and writes one fixed transition per id with the edit's tool_use_id. ## Quick Start Use the observation skill to read the open findings for this worktree and write a transition for each one you resolve.High-intent search queries and answers about installing and using this skill.
Run sqlite3 with -json and bind parameters via -cmd ".param set :name value" against the observation.db sink. Prepared views like session_audit, agent_cost, and denials filter by session_id or prompt_id to answer common audit questions.
Pipe the checker's JSON output into the matching script (ruff.sql, biome.sql, ast-grep.sql, roslyn.sql) with :worktree and :out bound. Each script parses diagnostics into site rows and confirms them as findings in one transaction.
Yes, DuckDB attaches the sink read-only via attach '<db>' as s (type sqlite, read_only). Scripts like transcript.sql and agent-transcripts.sql join SubagentStop rows to JSONL transcripts for per-agent token and cost summaries.
SQLite disables foreign key enforcement per connection until pragma foreign_keys = on runs, and the pragma must precede begin. Every writer script in this Skill opens with the pragma before its transaction to prevent orphan finding_id rows.
The lifecycle.sql script re-checks every live finding against disk: present text at a new hash reconfirms, removed text closes as fixed or vanished, and text relocated by an edit or git mv transitions to moved with the new path.
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