Run any Skill in Manus with one click

observe

Stars3

Forks0

UpdatedJuly 19, 2026 at 19:12

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.

Installation

Install with Codex or Claude Copy this prompt, paste it into Codex, Claude, or another assistant, and let it review the skill page and install it for you.

Run Skill in Manus

Source

GhostlyGawd

GhostlyGawd/recursive-harness

View GitHub Repository View Creator Repositories

Download

Run Skill in Manus

Related occupationsSOC

Based on SOC occupation classification

Software DevelopersComputer and Mathematical Occupations·SOC 15-1252

File Explorer

5 files

SKILL.md

readonly

name	observe
description	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.

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.

More from this repository

same repository

guard

GhostlyGawd/recursive-harness

Configure or explain Recursive Guard, a separately trusted Codex plugin that is inert unless a repository explicitly adds a reviewed .recursive-guard.json policy. Use when a user wants opt-in protection for instruction, provider, hook, or other sensitive repository paths without replacing existing agent configuration.

2026-07-203

lab

GhostlyGawd/recursive-harness

EXPERIMENTAL. Explore alternative solutions or draft a measurable roadmap as a preview, while preserving existing project instructions and requiring an exact-target approval record before any tracked-file or external action. Use when the user asks to brainstorm, incubate an idea, or preview a roadmap. Do not use it as autonomous build or mutation authority.

2026-07-203

coordinate

GhostlyGawd/recursive-harness

Coordinate concurrent agents through collision-safe local claims, bounded leases, idempotent handoffs, and a read-only Mission projection without changing the project or contacting an external service. Use when multiple sessions or worktrees need explicit ownership and handoff evidence.

2026-07-203

verify

GhostlyGawd/recursive-harness

Produce a deterministic structural scorecard, run a fixed Atlas-style query, inspect an eval corpus without executing repository code, or emit a review-only proposal diff. Use when a user asks for portable evidence about a repository, its tests or instructions, eval-corpus health, or a proposed verification change without modifying the project.

2026-07-203

learn

GhostlyGawd/recursive-harness

Capture corrections and follow-ups in private local state, select a compact retrospective, inspect promotion candidates, or emit a review-only learning diff. Use when a user corrects an agent, asks to remember a workflow lesson, requests a retrospective, or wants to improve reusable instructions without silently changing the current repository.

2026-07-203

learn

GhostlyGawd/recursive-harness

2026-07-203

name	observe
description	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.

Observe

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

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.