Observe
Portable, evidence-driven agent development harness for Codex, Claude Code, and generic Agent Skills. Active beta v0.1.2.
npx -y skills add GhostlyGawd/recursive-harness --skill observeAssembled from the repository path, not quoted from the project. Check it against their README if it does not work.
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Record falsifiable predictions, score outcomes, inspect calibration and a compact scorecard, or audit/delete Recursive Observe's private local evidence. Use when a user asks to track whether an agent task succeeds, measure confidence, review prediction accuracy, or manage Observe data without changing the current repository.
SKILL.md
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Observe
Use the bundled deterministic CLI. Do not emulate its ledger with prose or create project
files. Resolve scripts/observe.py relative to this SKILL.md; never run an untrusted
project-local file with the same name.
Record and score
Before uncertain, meaningful work, record one falsifiable expected result:
python3 <skill-dir>/scripts/observe.py predict \
--task "harden the parser" \
--expect "the malformed fixture is rejected and the full suite stays green" \
--confidence 0.75
After observable evidence exists, score the printed identifier. Never infer success from intent or score an unfinished task.
python3 <skill-dir>/scripts/observe.py outcome PREDICTION_ID \
--result hit --notes "fixture and suite passed"
Keep task, expect, and notes short. Do not include prompts, source contents, secrets,
credentials, or personal data. The runtime applies defense-in-depth redaction before writes.
Review evidence
Use stats for calibration buckets or scorecard for the compact proof surface. Add
--json when another tool needs structured output.
python3 <skill-dir>/scripts/observe.py stats
python3 <skill-dir>/scripts/observe.py scorecard --json
Protect privacy
Observe stores sanitized evidence below ~/.recursive-harness/observe, never the working
repository. The runtime intentionally accepts no state-path argument or environment override.
Read the privacy contract when the user asks what is stored, where
it lives, how long it remains, or how uninstall affects it.
Audit aggregate metadata without printing prediction text:
python3 <skill-dir>/scripts/observe.py privacy audit --json
Delete all Observe records only on an explicit user request. Preview first; purge remains
a dry run until --apply is present.
python3 <skill-dir>/scripts/observe.py privacy purge
python3 <skill-dir>/scripts/observe.py privacy purge --apply
Installing or invoking this skill must not edit AGENTS.md, CLAUDE.md, .claude/,
.codex/, hooks, workflows, or any other file in the active repository.