{"slug":"localsymmetry-lofn-daily","name":"lofn-daily","description":"Run the Lofn daily pipeline backed by Codex — fetch real-world facts, then generate the day's music (24 songs) and images (24→top 6) through the full Lofn pipeline with the daily rules (tri-source method, dual 3+3 constraint, emotional duality, library-only selection). Use for \"daily run\", \"today's dailies\", \"run the daily pipeline\", \"do the daily drop\", or a scheduled creative drop. Down-scalable for a quick test. Do NOT use for a single one-off competition piece (use `lofn`) or QA-only audits.","long_description":"---\nname: lofn-daily\ndescription: Run the Lofn daily pipeline backed by Codex — fetch real-world facts, then generate the day's music (24 songs) and images (24→top 6) through the full Lofn pipeline with the daily rules (tri-source method, dual 3+3 constraint, emotional duality, library-only selection). Use for \"daily run\", \"today's dailies\", \"run the daily pipeline\", \"do the daily drop\", or a scheduled creative drop. Down-scalable for a quick test. Do NOT use for a single one-off competition piece (use `lofn`) or QA-only audits.\n---\n\n# Lofn Daily — Codex-backed daily run\n\nThe canonical recurring Lofn drop, ported to Codex. Faithful to `vault/DAILY_PIPELINE.md`. Where the original fired from an OpenClaw cron at 22:25 ET and delivered to Telegram, **you (Codex) run it on demand and present results in chat + save to disk.** The research is done by **this session itself with real fetches — never hallucinated, never delegated to a research subagent.**\n\n```\nPHASE 1  Research — fetch 20–25 verified real-world facts → 00_research_brief.md   (you, inline)\nPHASE 2  Generate (in parallel):\n           MUSIC  → lofn pipeline → 6 pairs × 4 = 24 songs → best 6\n           IMAGE  → lofn pipeline → 24 prompts → top 12 → top 6\nPHASE 3  QA (lofn-qa) → save under output/daily/YYYY-MM-DD/ → present the drop\n```\n\n---\n\n## 0. Run scope (confirm before a big run)\nThe full daily run is **two complete pipelines** (24 songs + 24 images) — large. Pick a scope:\n- **Full daily** — music (24→6) **and** image (24→12→6). The real thing.\n- **Single modality** — just music **or** just image (still full cardinality).\n- **Test slice** — 1 modality, **2 pairs × 2 variations**, library personality/panel, skip render-ranking. Proves the wiring fast and cheap. *(Good default when the user says \"test the daily run\".)*\n\nState the chosen scope in the brief and in the run INDEX so QA knows the intended cardinality. Down-scaling is explicit, not silent.\n\n---\n\n## PHASE 1 — Research brief (you, inline, real fetches)\nUse **WebFetch / WebSearch** (the Codex equivalents of the legacy `web_fetch`). Follow `skills/lofn-core/steps/00_music_research.md` (25-fact music research) and, when the image lane is in scope, the NightCafe-themed research in `skills/lofn-core/steps/00_research.md`. Fetch from the daily source table (`vault/DAILY_PIPELINE.md`) — at minimum:\n\n**OpenClaw ledger standard:** this is a dispatch summary, not the saved brief format. `00_research_brief.md` MUST expand the full `vault/DAILY_PIPELINE.md` ledger into one row each for `F01` through `F25`. Do not collapse ranges such as `F1-F3` or `F21-F25`; use `OK`, `NO DATA`, `UNAVAILABLE`, or `SCOPE-SKIPPED` per row.\n\n| Code | Source | Extract |\n|------|--------|---------|\n| F1–F3 | NightCafe daily challenge (`nightcafe.studio/pages/daily-challenge`) | challenge #, theme, what wins (image lane) |\n| F4–F5 | USGS quakes (`earthquake.usgs.gov/.../significant_day.geojson`) | magnitude, place, depth |\n| F6–F7 | NASA APOD (`api.nasa.gov/planetary/apod?api_key=DEMO_KEY`) | title, first sentence, color/light, **image structure** |\n| F8 | Poetry Foundation poem of the day | poet, most physical line |\n| F9–F10 | Bandcamp Daily (`daily.bandcamp.com`) | album, genre tags, **exact sonic-texture quote** |\n| F11 | Protein Data Bank molecule of the month | molecule, structural descriptor |\n| F13 | Color API (`thecolorapi.com/id?hex=MMDD`) | hex, name, emotional association |\n| F17 | Oblique Strategies (`stoney.sb.org/eno/oblique.html`) | exact phrase verbatim |\n| F18 | Space weather (`services.swpc.noaa.gov/products/summary/solar-wind-speed.json`) | solar wind speed, Kp |\n| F19 | Hacker News (`news.ycombinator.com`) | top 3 titles — what builders discuss |\n| F20 | BBC World RSS (`feeds.bbci.co.uk/news/world/rss.xml`) | top 3 headlines — world's emotional temperature |\n| F21–F25 | Public Domain Review, Almanac moon, NOAA buoy 46059 | esoteric visual detail, moon folklore, wave data |\n\nMark any JS-gated/unavailable source `UNAVAILABLE` and continue. Add 3–5 obscure theme-specific facts (not the obvious Wikipedia entry). Also write the 5 **EXISTENCE** prompts (interior-life questions songs can answer) from `00_music_research.md`.\n\n**Save** `output/daily/YYYY-MM-DD/00_research_brief.md` with the Tri-Source Summary + the 3+3 seeded split (see below). Today's date is available in context — use it for the directory.\n\n> ⛔ **One controller per directory — take the lock BEFORE the research brief.** This paragraph used to be advice, and on 2026-07-24 a second controller wrote into a live run's directory and destroyed eleven hours of it. Advice does not interlock. The first action of the run, before this step writes anything:\n>\n> ```bash\n> python3 scripts/run_lock.py acquire output/daily/YYYY-MM-DD --run-slug <run-slug> --engine codex\n> ```\n>\n> **Exit 3 means STOP** — another run holds that directory. Do not inspect it and decide for yourself; give this run its own directory (`output/daily/YYYY-MM-DD-<run-slug>/`), or resume the other run by its exact slug, or ask The Scientist. See `EXECUTION.md` §5.1. Then `heartbeat` at every wave and `release` after the INDEX. If the lock says the same run is already under way, **resume** it from the RUN_STATE manifest (§ \"Run-state manifest & resume\") rather than re-running passed pairs.\n\n### Advisory learnings note (dispatch brief only — NEVER the ICB)\nBefore dispatching either modality, **tag-walk `vault/COMPETITION_LEARNINGS.md`** (and `vault/LESSONS_INDEX.md` if it exists) for the **3–5 entries that intersect THIS run's theme/venue/modality** — e.g. a container/object theme pulls the Container Test, a NightCafe image lane pulls the warm-palette/anti-austerity lessons, a portrait theme pulls the portrait shifts. Surface them **as ADVISORY NOTES in the dispatch brief / Phase-0 reasoning ONLY.** Hard rules:\n- **NEVER injected into the ICB / `CREATIVE_CONTEXT.md`.** The ICB stays read-only and lesson-free. These notes live in the brief the coordinator reasons over, not in the verbatim block every subagent receives.\n- Each note carries its **confidence %** (from the entry) and is run through the mandatory **\"would this have hurt our best past entry?\"** gate before it is allowed to influence anything. A lesson that would have hurt a past win is dropped, not applied.\n- **Venue/modality-scoped:** an image-venue lesson must NOT leak into the music lane; a NightCafe-voting lesson must NOT leak into non-competition runs.\n- **Advisory, never a hard constraint.** A note can inform the pair brief's framing; it can never auto-reject a candidate or become a gate. Promotion to a hard constraint is a **human** decision.\n- **Triggered-INDIGNATION is EXEMPT from suppression.** A lesson such as \"INDIGNATION underperforms on NightCafe\" may inform image-venue *selection* advice, but it must NEVER suppress an INDIGNATION piece the panel deliberately chose, and never touches the music lane or the ≥1-INDIGNATION duality rule.\n\nState in the brief: \"Advisory learnings consulted: <N entries, tags>; INDIGNATION exempt; advisory-only.\" If zero entries intersect, say so. Write-back of one curated entry per shipped/selected piece happens in `lofn-qa` / Phase 3 — not here.\n\n---\n\n## PHASE 2 — Generate (daily rules layered on the `lofn` pipeline)\nFor each in-scope modality, run the **`lofn`** pipeline (Phase 0 Golden Seed → Phase 1 3-panel orchestrator → modality steps → QA) using the research brief as `{input}`, **plus these daily-only rules:**\n\n### Tri-Source Methodology (declare BEFORE writing any artifact)\nEvery daily piece integrates three sources; state them explicitly in the metaprompt and each pair brief:\n- **Source 1 — CONTENT / emotional stakes:** today's world facts (quakes, APOD, F19 HN, F20 BBC, moon, solar weather). Songs/images are *resonance*, not reportage. **⛔ One-fact rule (music):** the tri-source method feeds the THEME and FORM — it is not a lyric quota. **At most ONE numeric fact is sung per song**, at the emotional hinge, responded to rather than recited (`lofn-music` Golden Move rule 2; `gates.yaml → max_sung_numeric_facts`). A verse reciting the day's sunspot number, solar-wind speed, moon percentage, AND quake depth is a weather report in meter — a repair. The other facts inform the pair briefs and stay there.\n- **Source 2 — SONIC/AESTHETIC VOCABULARY:** the exact Bandcamp review language (F9–F10) imported into prompts — grounds the sound/look in something specific and real, not generic genre labels.\n- **Source 3 — MATERIAL STRUCTURE:** the NASA APOD image structure (or a PDR artifact) translated into a **mandatory form rule** — e.g. \"comet with long tail\" → long trailing fade-out outro; \"3×1 tile panel with meanders\" → 3-section form with transitional bridges; \"bilateral wing venation\" → mirrored call-and-response.\n\n### Dual 3+3 Constraint (set at pair-assignment time, Phase 1 step 5)\n- **Axis A — ACCESSIBLE vs AMBITIOUS:** pairs 1–3 ACCESSIBLE, pairs 4–6 AMBITIOUS. Final top 6 = best 3 from each arm; rank **within each arm only** (never 5+1 or 6+0 by global score).\n- **Axis B — NEWS vs EXISTENCE:** **max 3** pairs anchored to today's research/news; **min 3** pairs explore existence/interior-life/universal experience. All 6 on one theme = a lecture, not a record.\n\n### Emotional Duality & diversity\n- **≥1 AWE song and ≥1 INDIGNATION song** in the set.\n- 6 different verse architectures / camera grammars across the 6 pairs (the standing distinctiveness rule). Vary stanza lengths intentionally.\n- **Variation angles are per-pair, never a shared template set.** A global \"V4 = glitch chapel for everyone\" scheme is how the 2026-06-26 daily produced two pairs singing the same song with nouns swapped; each pair derives its own 4 angles from its own concept (`EXECUTION.md` §3 item 3).\n- **Daily music pair isolation is mandatory.** Steps 05–11 must run as isolated pair runs; a central all-pairs helper may not author lyrics, section maps, stanza scaffolds, hook grammar, rhyme logic, or production arcs for multiple pairs. Shared validators and file writers are OK. If the pairs sound like the same song with nouns swapped, rerun each affected pair from Step 05.\n- **AWE stays terror-adjacent.** The daily's comfort gravity is real (kitchens, cups, reassurance) — every AWE song still answers the two pre-draft questions (*where is the body standing / what could hurt it here*) and carries a clean fear (`lofn-music` Golden Move rules 1 & 4).\n\n### Library-only selection\nFor daily runs, **always select personality + panel from the existing libraries** (`personalities_index.md` / `panels_index.md`) — **no generation.** Freshly generated personalities over-fit the day's theme and lose the battle-tested DNA. (Generation is reserved for competition/Scientist-special runs.)\n\n### Modality specifics\n- **MUSIC** (`lofn-music`): 24 songs (6×4); each ≤1000-char two-field Suno prompt, female vocals default, EMO headers, 70–120 lines; `06_audio_handoff.md` carries 2 Golden Songs. Run music in parallel with image.\n- **IMAGE** (`lofn-image`): 24 prompts → rank → **top 12 → top 6**; figurative legible primary subject (thumbnail test); noun-first present-tense ≥80 words; warm palette leads on NightCafe-style venues (INDIGNATION underperforms there — see `vault/COMPETITION_WORKFLOW.md`); aspect 3:4 for upload challenges else 9:16. Apply the **Container Test** (`COMPETITION_WORKFLOW.md`) and **Action-Verb rule** (action theme → cinematic wide, not portrait).\n\nRun the two modalities concurrently (independent `lofn` runs writing to `music/` and `images/` subdirs). Each fans its 6 pairs out as parallel subagents per `.agents/skills/lofn/EXECUTION.md`.\n\n> ### ⚙️ Concurrency: cap-and-stagger (do NOT run all 12 chains at once)\n> The full daily is **two pipelines × 6 pairs = 12 concurrent chains** — enough to blow the tool/context budget if fired together. **Cap and stagger, don't serialize:**\n> - **Cap the in-flight pair-subagents** (default ~6 at a time, not all 12). Launch one modality's 6-pair wave, t","tagline":"Run the Lofn daily pipeline backed by Codex — fetch real-world facts, then generate the day's music (24 songs) and images (24→top 6) through the full Lofn pipeline with the daily rules (tri-source method, dual 3+3 constraint, emotional duality, library-only selection). 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issue activity unavailable in current metadata"},{"status":"pass","label":"Recent maintenance","detail":"Pushed today"},{"status":"warn","label":"License clarity","detail":"Unknown"},{"status":"info","label":"README/SKILL.md completeness","detail":"Public metadata needs stronger README/SKILL.md context"},{"status":"warn","label":"Dependency/runtime risk","detail":"command execution surface, external package install surface"},{"status":"pass","label":"Install availability","detail":"npx skills add LocalSymmetry/lofn --skill lofn-daily"},{"status":"pass","label":"Install command safety","detail":"standard package or runtime install path"},{"status":"warn","label":"Permission surface","detail":"shell or command execution, filesystem or document access"},{"status":"pass","label":"Repository evidence","detail":"https://github.com/LocalSymmetry/lofn/tree/main/.agents/skills/lofn-daily"},{"status":"info","label":"Review status","detail":"AI review data available"},{"status":"info","label":"Agent Proven outcomes","detail":"No agent outcome data yet"},{"status":"warn","label":"Ownership","detail":"No approved owner claim yet"},{"status":"info","label":"OpenAgentSkill usage","detail":"No local usage activity yet"},{"status":"info","label":"Agent outcomes","detail":"No agent outcome data yet"}],"strengths":["AI review approved","Install path is available","Repository evidence is available","Recently maintained repository","Install command has no obvious high-risk pattern","Outcome loop is ready but needs first real agent run"],"warnings":["Repository license is unknown; SKILL.md does not include license or attribution information.","License is unclear","Low GitHub adoption signal","Quality score needs review","Permission surface needs review: shell or command execution, filesystem or document access","GitHub adoption: 22 GitHub stars","Stars/forks activity: 22 stars, 1 forks; issue activity unavailable in current metadata","License clarity: Unknown","Dependency/runtime risk: command execution surface, external package install surface","Permission surface: shell or command execution, filesystem or document access","No real agent outcome reports yet","Human review required before unattended installation"],"evidence":{"stars":"22 GitHub stars","repoActivity":"22 stars, 1 forks","lastPushed":"Pushed today","license":"Unknown","repository":"https://github.com/LocalSymmetry/lofn/tree/main/.agents/skills/lofn-daily","install":"npx skills add LocalSymmetry/lofn --skill lofn-daily","installSafety":"standard package or runtime install path","permissionSurface":"shell or command execution, filesystem or document access","documentation":"Usable metadata, review docs","agentOutcomes":"No agent outcome data yet","agentProvenScore":0,"outcomeConfidence":"0%","installPolicy":"sandbox_only"},"installReadiness":{"ready":true,"command":"npx skills add LocalSymmetry/lofn --skill lofn-daily","policy":"sandbox_only","label":"Sandbox only","notes":["Install path is available","Repository evidence is available","License is unclear","No Agent Proven outcome evidence yet","Pushed today","Trust Score v5 requires review or sandbox-only use before install."]},"agentCompatibility":["Codex","Claude Code","Cursor","OpenAgentSkill CLI"],"riskSummary":{"level":"high","label":"High review required","notes":["Repository license is unknown; SKILL.md does not include license or attribution information.","License is unclear","Low GitHub adoption signal","Quality score needs review","Permission surface needs review: shell or command execution, filesystem or document access"]},"outcomeEvidence":{"total":0,"successes":0,"failures":0,"notRelevant":0,"successRate":null,"installAttempts":0,"riskBlocked":0,"setupRequired":0,"installSuccessRate":null,"avgOutputQuality":null,"avgTimeToUsefulMs":null,"productionOutcomes":0,"humanReviewRequired":0,"recentSuccessRate":null,"recentFailureRate":null,"uniqueAgents":0,"agentProvenScore":0,"agentProvenLabel":"Needs first agent run","lastOutcomeAt":null,"label":"No agent outcome data yet"},"autoInstall":{"allowed":false,"sandboxRequired":true,"policy":"sandbox_only","reason":"Compare alternatives before installing."},"outcome_loop":{"version":"openagentskill-agent-outcome-v3","required_after_install":true,"endpoint":"/api/agent/outcome","method":"POST","event_id_source":"feedback.event_id, install_receipt.resolve_event_id, or decision_packet.outcome_feedback.event_id","expected_outcomes":["success","failed","not_relevant","blocked_by_risk","setup_required"],"required_fields":["event_id","skill_slug","task"],"quality_fields":["task_success","output_quality","error_type","human_review_required","used_in_production","workspace","evidence_url","time_to_useful_ms"],"ranking_inputs_updated":["Trust Score v5 outcome confidence","Agent Proven Score","Resolve ranking task-fit evidence","Skill detail machine-readable metadata","Outcome leaderboard"]},"agent_contract":{"suited_tasks":["security","agent-skill"],"suited_agents":["Codex","Claude Code","Cursor","OpenAgentSkill CLI"],"install_command":"npx skills add LocalSymmetry/lofn --skill lofn-daily","trust_score":45,"trust_version":"trust-score-v5","risk_level":"high","do_not_use_when":["Production credentials, payments, or irreversible account changes without explicit human review","Sensitive private data before reviewing repository code, license, and permission surface","Automatic installation in a production workspace","Commercial reuse before clarifying license terms"],"before_install":["Read the audit page and machine-readable metadata.","Confirm the install command, license, and permission surface fit the workspace.","Get explicit human approval or choose an alternative before installing."],"after_run":["Report the outcome to /api/agent/outcome using the resolve event id.","Include output_quality, workspace, human_review_required, and evidence_url when available.","Re-resolve before broad production rollout."]},"bestFor":["security","agent-skill"],"doNotUseFor":["Production credentials, payments, or irreversible account changes without explicit human review","Sensitive private data before reviewing repository code, license, and permission surface","Automatic installation in a production workspace","Commercial reuse before clarifying license terms"],"knownRisks":["Repository license is unknown; SKILL.md does not include license or attribution information.","License is unclear","Low GitHub adoption signal","Quality score needs review","Permission surface needs review: shell or command execution, filesystem or document access","GitHub adoption: 22 GitHub stars","Stars/forks activity: 22 stars, 1 forks; issue activity unavailable in current metadata","License clarity: Unknown"],"backward_compatible":{"trust_score_v4":{"version":"trust-score-v4","score":57,"tier":"risk","label":"High review required","summary":"Sparse or weak trust signals. Treat this as an experimental candidate."}}},"trust_score_v4":{"version":"trust-score-v4","score":57,"tier":"risk","label":"High review required","summary":"Sparse or weak trust signals. Treat this as an experimental candidate.","recommendedAction":"Use only in a controlled test environment until missing trust signals are resolved.","dimensions":[{"id":"github_adoption","label":"GitHub adoption","score":30,"weight":0.13,"status":"fail","detail":"22 GitHub stars"},{"id":"repo_activity","label":"Stars/forks activity","score":32,"weight":0.08,"status":"fail","detail":"22 stars, 1 forks; issue activity unavailable in current metadata"},{"id":"maintenance","label":"Recent maintenance","score":100,"weight":0.14,"status":"pass","detail":"Pushed today"},{"id":"license","label":"License clarity","score":42,"weight":0.09,"status":"warn","detail":"Unknown"},{"id":"documentation","label":"README/SKILL.md completeness","score":76,"weight":0.14,"status":"info","detail":"Public metadata needs stronger README/SKILL.md context"},{"id":"dependency_risk","label":"Dependency/runtime risk","score":54,"weight":0.12,"status":"warn","detail":"command execution surface, external package install surface"},{"id":"installability","label":"Install availability","score":92,"weight":0.1,"status":"pass","detail":"npx skills add LocalSymmetry/lofn --skill lofn-daily"},{"id":"install_safety","label":"Install command safety","score":92,"weight":0.1,"status":"pass","detail":"standard package or runtime install path"},{"id":"permission_surface","label":"Permission surface","score":48,"weight":0.07,"status":"warn","detail":"shell or command execution, filesystem or document access"},{"id":"repository","label":"Repository evidence","score":86,"weight":0.04,"status":"pass","detail":"https://github.com/LocalSymmetry/lofn/tree/main/.agents/skills/lofn-daily"},{"id":"review_status","label":"Review status","score":66,"weight":0.05,"status":"info","detail":"AI review data available"},{"id":"agent_outcomes","label":"Agent Proven outcomes","score":54,"weight":0.13,"status":"info","detail":"No agent outcome data yet"}],"checks":[{"status":"fail","label":"GitHub adoption","detail":"22 GitHub stars"},{"status":"fail","label":"Stars/forks activity","detail":"22 stars, 1 forks; issue activity unavailable in current metadata"},{"status":"pass","label":"Recent maintenance","detail":"Pushed today"},{"status":"warn","label":"License clarity","detail":"Unknown"},{"status":"info","label":"README/SKILL.md completeness","detail":"Public metadata needs stronger README/SKILL.md context"},{"status":"warn","label":"Dependency/runtime risk","detail":"command execution surface, external package install surface"},{"status":"pass","label":"Install availability","detail":"npx skills add LocalSymmetry/lofn --skill lofn-daily"},{"status":"pass","label":"Install command safety","detail":"standard package or runtime install path"},{"status":"warn","label":"Permission surface","detail":"shell or command execution, filesystem or document access"},{"status":"pass","label":"Repository evidence","detail":"https://github.com/LocalSymmetry/lofn/tree/main/.agents/skills/lofn-daily"},{"status":"info","label":"Review status","detail":"AI review data available"},{"status":"info","label":"Agent Proven outcomes","detail":"No agent outcome data yet"},{"status":"warn","label":"Ownership","detail":"No approved owner claim yet"},{"status":"info","label":"OpenAgentSkill usage","detail":"No local usage activity yet"},{"status":"info","label":"Agent outcomes","detail":"No agent outcome data yet"}],"strengths":["AI review approved","Install path is available","Repository evidence is available","Recently maintained repository","Install command has no obvious high-risk pattern"],"warnings":["Repository license is unknown; SKILL.md does not include license or attribution information.","License is unclear","Low GitHub adoption signal","Quality score needs review","Permission surface needs review: shell or command execution, filesystem or document access","GitHub adoption: 22 GitHub stars","Stars/forks activity: 22 stars, 1 forks; issue activity unavailable in current metadata","License clarity: Unknown","Dependency/runtime risk: command execution surface, external package install surface","Permission surface: shell or command execution, filesystem or document access"],"evidence":{"stars":"22 GitHub stars","repoActivity":"22 stars, 1 forks","lastPushed":"Pushed today","license":"Unknown","repository":"https://github.com/LocalSymmetry/lofn/tree/main/.agents/skills/lofn-daily","install":"npx skills add LocalSymmetry/lofn --skill lofn-daily","installSafety":"standard package or runtime install path","permissionSurface":"shell or command execution, filesystem or document access","documentation":"Usable metadata, review docs","agentOutcomes":"No agent outcome data yet"},"installReadiness":{"ready":true,"command":"npx skills add LocalSymmetry/lofn --skill lofn-daily","policy":"sandbox_only","label":"Sandbox only","notes":["Install path is available","Repository evidence is available","License is unclear","No Agent Proven outcome evidence yet","Pushed today"]},"agentCompatibility":["Codex","Claude Code","Cursor","OpenAgentSkill CLI"],"riskSummary":{"level":"high","label":"High review required","notes":["Repository license is unknown; SKILL.md does not include license or attribution information.","License is unclear","Low GitHub adoption signal","Quality score needs review","Permission surface needs review: shell or command execution, filesystem or document access"]},"outcomeEvidence":{"total":0,"successes":0,"failures":0,"notRelevant":0,"successRate":null,"installAttempts":0,"riskBlocked":0,"setupRequired":0,"installSuccessRate":null,"avgOutputQuality":null,"avgTimeToUsefulMs":null,"productionOutcomes":0,"humanReviewRequired":0,"recentSuccessRate":null,"recentFailureRate":null,"uniqueAgents":0,"agentProvenScore":0,"agentProvenLabel":"Needs first agent run","lastOutcomeAt":null,"label":"No agent outcome data yet"},"autoInstall":{"allowed":false,"sandboxRequired":true,"policy":"sandbox_only","reason":"Human review or sandbox validation is required before automatic installation."},"bestFor":["security","agent-skill"],"doNotUseFor":["Production credentials, payments, or irreversible account changes without explicit human review","Sensitive private data before reviewing repository code, license, and permission surface","Automatic installation in a production workspace","Commercial reuse before clarifying license terms"],"knownRisks":["Repository license is unknown; SKILL.md does not include license or attribution information.","License is unclear","Low GitHub adoption signal","Quality score needs review","Permission surface needs review: shell or command execution, filesystem or document access","GitHub adoption: 22 GitHub stars","Stars/forks activity: 22 stars, 1 forks; issue activity unavailable in current metadata","License clarity: Unknown"]},"agent_proven":{"version":"agent-proven-v1","score":0,"tier":"unproven","label":"Needs first agent run","summary":"No agent outcome reports yet. Use Resolve, run one narrow sandbox task, then report the result.","metrics":{"totalOutcomes":0,"successfulOutcomes":0,"failedOutcomes":0,"installAttempts":0,"installSuccessRate":null,"successRate":null,"recentSuccessRate":null,"recentFailureRate":null,"riskBlocked":0,"setupRequired":0,"notRelevant":0,"avgOutputQuality":null,"avgTimeToUsefulMs":null,"productionOutcomes":0,"humanReviewRequired":0,"uniqueAgents":0,"lastOutcomeAt":null},"signals":[],"penalties":["No real agent outcome evidence yet"]},"outcome_stats":null,"safety":{"score":36,"level":"avoid_auto_install","label":"Avoid automatic install","safety_tier":{"tier":"experimental","label":"Experimental","badge":"EXPERIMENTAL","summary":"Sparse or mixed signals. Useful for discovery, but not for autonomous installation.","recommended_action":"Test manually in an isolated workspace and compare against safer alternatives.","auto_install_policy":"review","reasons":["High-risk permission hints: Shell or command execution","36/100 agent safety score"]},"auto_install_allowed":false,"human_review_required":true,"blocked":false,"audit_risk":"needs_review","permission_hints":[{"id":"shell","label":"Shell or command execution","reason":"Skill metadata references terminal, CLI, shell, subprocess, or command execution workflows.","severity":"high"},{"id":"browser","label":"Browser automation","reason":"Skill may drive a browser or interact with web pages.","severity":"medium"},{"id":"network","label":"Network access","reason":"Skill likely fetches remote pages, APIs, repositories, or external services.","severity":"medium"},{"id":"filesystem","label":"Filesystem access","reason":"Skill may read or write project files, documents, generated artifacts, or local workspace state.","severity":"medium"}],"policy_warnings":["High-risk permission hints: Shell or command execution","License is unclear"],"constraints_applied":{"max_risk":"medium","needs_install_command":true,"min_stars":0}},"safety_gate":{"tier":"experimental","label":"Experimental","badge":"EXPERIMENTAL","auto_install_policy":"review","auto_install_allowed":false,"blocked":false,"human_review_required":true,"recommended_action":"Test manually in an isolated workspace and compare against safer alternatives.","reasons":["High-risk permission hints: Shell or command execution","36/100 agent safety score"]},"eval":{"version":"openagentskill-skill-eval-v1","status":"failed","score":59,"risk_level":"high","decision":{"recommendation":"do_not_auto_install","reason":"Trust score: Sparse or weak trust signals. Treat this as an experimental candidate.","auto_install_allowed":false,"policy":"block","human_review_required":true},"blockers":["Trust score: Sparse or weak trust signals. Treat this as an experimental candidate.","Permission surface: shell or command execution, filesystem or document access"],"warnings":["Audit score: Needs review","Agent safety gate: Sparse or mixed signals. Useful for discovery, but not for autonomous installation.","README/SKILL.md completeness: Public metadata needs stronger README/SKILL.md context","License clarity: Unknown","High-risk permission hints: Shell or command execution","License is unclear","Dependency or permission surface needs review","Permission surface may require sandboxing","Repository license is unknown; SKILL.md does not include license or attribution information.","Skill references other skills (lofn-core, lofn-qa) without specifying how to obtain or install them, which may cause setup friction.","External fetches could theoretically introduce prompt injection, but the skill mitigates by marking sources UNAVAILABLE and continuing.","Low GitHub adoption signal"],"validation_plan":["Inspect repository, README/SKILL.md, license, and recent commits before production use.","Install in an isolated workspace or sandbox with no production secrets available.","Run the smallest representative task and record files touched, commands run, network access, and outputs.","Compare the selected skill against at least one alternative when the eval status is review or failed.","Promote only after the agent reports a successful verification result and unresolved warnings are accepted."],"checks":[{"id":"task_fit","label":"Task fit","status":"pass","score":94,"required_for_auto_install":true,"detail":"Task wording matches this skill metadata.","evidence":["Evaluate lofn-daily before installing it in an agent workflow","security","Research agents workflows; Claude Code teams; builders willing to evaluate younger projects"]},{"id":"install_path","label":"Install path","status":"pass","score":92,"required_for_auto_install":true,"detail":"Install handoff is available.","evidence":["npx skills add LocalSymmetry/lofn --skill lofn-daily"]},{"id":"install_safety","label":"Install command safety","status":"pass","score":92,"required_for_auto_install":true,"detail":"standard package or runtime install path","evidence":["npx skills add LocalSymmetry/lofn --skill lofn-daily"]},{"id":"trust_score","label":"Trust score","status":"fail","score":57,"required_for_auto_install":true,"detail":"Sparse or weak trust signals. Treat this as an experimental candidate.","evidence":["High review required","22 GitHub stars","Unknown"]},{"id":"audit_score","label":"Audit score","status":"warn","score":68,"required_for_auto_install":true,"detail":"Needs review","evidence":["License is unclear"]},{"id":"agent_safety_gate","label":"Agent safety gate","status":"warn","score":36,"required_for_auto_install":true,"detail":"Sparse or mixed signals. Useful for discovery, but not for autonomous installation.","evidence":["Test manually in an isolated workspace and compare against safer alternatives.","High-risk permission hints: Shell or command execution"]},{"id":"readme_skillmd_completeness","label":"README/SKILL.md completeness","status":"warn","score":76,"required_for_auto_install":false,"detail":"Public metadata needs stronger README/SKILL.md context","evidence":["Usable metadata, review docs"]},{"id":"license_clarity","label":"License clarity","status":"warn","score":42,"required_for_auto_install":true,"detail":"Unknown","evidence":["Unknown"]},{"id":"recent_maintenance","label":"Recent maintenance","status":"pass","score":100,"required_for_auto_install":false,"detail":"Pushed today","evidence":["Pushed today"]},{"id":"permission_surface","label":"Permission surface","status":"fail","score":48,"required_for_auto_install":true,"detail":"shell or command execution, filesystem or document access","evidence":["Shell or command execution: high","Browser automation: medium","Network access: medium"]},{"id":"alternatives","label":"Alternatives available","status":"info","score":55,"required_for_auto_install":false,"detail":"No close alternatives were found in the current shortlist.","evidence":[]}],"endpoints":{"web":"https://www.openagentskill.com/skills/localsymmetry-lofn-daily/evals","api":"/api/agent/evals?slug=localsymmetry-lofn-daily","text":"/api/agent/evals?slug=localsymmetry-lofn-daily&format=text"}},"agent_readable_metadata":{"version":"openagentskill-agent-metadata-v2","skill":{"slug":"localsymmetry-lofn-daily","name":"lofn-daily","description":"Run the Lofn daily pipeline backed by Codex — fetch real-world facts, then generate the day's music (24 songs) and images (24→top 6) through the full Lofn pipeline with the daily rules (tri-source method, dual 3+3 constraint, emotional duality, library-only selection). Use for \"daily run\", \"today's dailies\", \"run the daily pipeline\", \"do the daily drop\", or a scheduled creative drop. Down-scalable for a quick test. Do NOT use for a single one-off competition piece (use `lofn`) or QA-only audits.","category":"security","url":"https://www.openagentskill.com/skills/localsymmetry-lofn-daily","repository":"https://github.com/LocalSymmetry/lofn/tree/main/.agents/skills/lofn-daily","github_repo":"LocalSymmetry/lofn"},"suited_tasks":["Research agents workflows","Claude Code teams","builders willing to evaluate younger projects","Search sources","Extract claims","Synthesize findings","Navigate pages","Click and type safely"],"suited_agents":["Codex","Claude Code","Cursor","OpenAgentSkill CLI","OpenAI Agents","CLI"],"install":{"command":"npx skills add LocalSymmetry/lofn --skill lofn-daily","ready":true,"targets":[{"id":"openagentskill-cli","label":"CLI","kind":"command","value":"npx --yes https://github.com/Leon-Drq/openagentskill/releases/download/cli-v0.2.1/openagentskill-0.2.1.tgz install localsymmetry-lofn-daily"},{"id":"codex","label":"Codex","kind":"agent-prompt","value":"Install the \"lofn-daily\" agent skill from https://github.com/LocalSymmetry/lofn/tree/main/.agents/skills/lofn-daily. Read its SKILL.md or equivalent instructions first, install only the files needed for this workspace, and summarize any required setup before using it. Skill purpose: Run the Lofn daily pipeline backed by Codex — fetch real-world facts, then generate the day's music (24 songs) and images (24→top 6) through the full Lofn pipeline with the daily rules (tri-source method, dual 3+3 constraint, emotional duality, library-only selection). Use for \"daily run\", \"today's dailies\", \"run the daily pipeline\", \"do the daily drop\", or a scheduled creative drop. Down-scalable for a quick test. Do NOT use for a single one-off competition piece (use `lofn`) or QA-only audits. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"localsymmetry-lofn-daily\",\"task\":\"Install lofn-daily\",\"agent\":\"codex\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes."},{"id":"claude-code","label":"Claude Code","kind":"agent-prompt","value":"Add \"lofn-daily\" as a Claude Code skill from https://github.com/LocalSymmetry/lofn/tree/main/.agents/skills/lofn-daily. Inspect the skill instructions, place the reusable skill files in the appropriate local skills location for this project, and report the activation steps. Skill purpose: Run the Lofn daily pipeline backed by Codex — fetch real-world facts, then generate the day's music (24 songs) and images (24→top 6) through the full Lofn pipeline with the daily rules (tri-source method, dual 3+3 constraint, emotional duality, library-only selection). Use for \"daily run\", \"today's dailies\", \"run the daily pipeline\", \"do the daily drop\", or a scheduled creative drop. Down-scalable for a quick test. Do NOT use for a single one-off competition piece (use `lofn`) or QA-only audits. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"localsymmetry-lofn-daily\",\"task\":\"Install lofn-daily\",\"agent\":\"claude-code\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes."},{"id":"cursor","label":"Cursor","kind":"agent-prompt","value":"Turn \"lofn-daily\" from https://github.com/LocalSymmetry/lofn/tree/main/.agents/skills/lofn-daily into a reusable Cursor project rule or agent instruction. Preserve the core workflow, adapt paths to this repo, and keep the rule scoped to tasks where it is relevant. Skill purpose: Run the Lofn daily pipeline backed by Codex — fetch real-world facts, then generate the day's music (24 songs) and images (24→top 6) through the full Lofn pipeline with the daily rules (tri-source method, dual 3+3 constraint, emotional duality, library-only selection). Use for \"daily run\", \"today's dailies\", \"run the daily pipeline\", \"do the daily drop\", or a scheduled creative drop. Down-scalable for a quick test. Do NOT use for a single one-off competition piece (use `lofn`) or QA-only audits. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"localsymmetry-lofn-daily\",\"task\":\"Install lofn-daily\",\"agent\":\"cursor\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes."}],"handoff_url":"https://www.openagentskill.com/api/skills/localsymmetry-lofn-daily/install","manifest_url":"https://www.openagentskill.com/api/registry/manifest/localsymmetry-lofn-daily"},"trust":{"score":57,"label":"High review required","version":"trust-score-v4","install_policy":"sandbox_only","evidence":{"stars":"22 GitHub stars","repoActivity":"22 stars, 1 forks","lastPushed":"Pushed today","license":"Unknown","repository":"https://github.com/LocalSymmetry/lofn/tree/main/.agents/skills/lofn-daily","install":"npx skills add LocalSymmetry/lofn --skill lofn-daily","installSafety":"standard package or runtime install path","permissionSurface":"shell or command execution, filesystem or document access","documentation":"Usable metadata, review docs","agentOutcomes":"No agent outcome data yet"},"outcome_evidence":{"total":0,"successes":0,"failures":0,"not_relevant":0,"success_rate":null,"recent_success_rate":null,"recent_failure_rate":null,"install_attempts":0,"install_success_rate":null,"risk_blocked":0,"setup_required":0,"avg_output_quality":null,"production_outcomes":0,"last_outcome_at":null,"label":"No agent outcome data yet"},"auto_install":{"allowed":false,"sandbox_required":true,"reason":"Human review or sandbox validation is required before automatic installation."},"best_for":["security","agent-skill"],"known_risks":["Repository license is unknown; SKILL.md does not include license or attribution information.","License is unclear","Low GitHub adoption signal","Quality score needs review","Permission surface needs review: shell or command execution, filesystem or document access","GitHub adoption: 22 GitHub stars","Stars/forks activity: 22 stars, 1 forks; issue activity unavailable in current metadata","License clarity: Unknown"]},"agent_proven":{"version":"agent-proven-v1","score":0,"tier":"unproven","label":"Needs first agent run","summary":"No agent outcome reports yet. Use Resolve, run one narrow sandbox task, then report the result.","metrics":{"totalOutcomes":0,"successfulOutcomes":0,"failedOutcomes":0,"installAttempts":0,"installSuccessRate":null,"successRate":null,"recentSuccessRate":null,"recentFailureRate":null,"riskBlocked":0,"setupRequired":0,"notRelevant":0,"avgOutputQuality":null,"avgTimeToUsefulMs":null,"productionOutcomes":0,"humanReviewRequired":0,"uniqueAgents":0,"lastOutcomeAt":null},"signals":[],"penalties":["No real agent outcome evidence yet"]},"audit":{"score":68,"risk_level":"needs_review","risk_label":"Needs review","warnings":["License is unclear","Dependency or permission surface needs review","Permission surface may require sandboxing","Repository license is unknown; SKILL.md does not include license or attribution information.","Skill references other skills (lofn-core, lofn-qa) without specifying how to obtain or install them, which may cause setup friction.","External fetches could theoretically introduce prompt injection, but the skill mitigates by marking sources UNAVAILABLE and continuing.","Low GitHub adoption signal","Quality score needs review"]},"safety_gate":{"tier":"experimental","label":"Experimental","auto_install_policy":"review","auto_install_allowed":false,"human_review_required":true,"blocked":false,"recommended_action":"Test manually in an isolated workspace and compare against safer alternatives."},"quality":{"score":55,"label":"Promising"},"supply":{"track":"Coding and developer agents","scenario":"GitHub automation","maintenance":"Pushed today","risk":"Needs review"},"alternative_skills":[],"do_not_use_when":["teams that need a vendor-supported SLA","production agents without a repository review","Low GitHub adoption signal","Repository license is unknown; SKILL.md does not include license or attribution information.","No OpenAgentSkill engagement data yet","High-risk permission hints: Shell or command execution","License is unclear","Dependency or permission surface needs review"],"agent_contract":{"task_input":"Use lofn-daily in an agent workflow","recommended_action":"Test manually in an isolated workspace and compare against safer alternatives.","install_policy":"review","minimum_review_before_use":["Trust: 57/100 High review required","Audit: 68/100 Needs review","Safety: 36/100 Avoid automatic install","Review repository, license, install command, and permission surface before production use."],"expected_agent_output":{"selected_skill":"localsymmetry-lofn-daily (lofn-daily)","install_command":"npx skills add LocalSymmetry/lofn --skill lofn-daily","risk_summary":"Needs review; Experimental; High review required","verification_result":"Report the smallest successful task, files touched, warnings, and any missing setup."}},"outcome_feedback":{"endpoint":"https://www.openagentskill.com/api/agent/outcome","method":"POST","requires_resolve_event_id":true,"event_id_source":"Use install_receipt.outcome_feedback.event_id or feedback.event_id returned by /api/agent/resolve for the current task.","expected_outcomes":["success","failed","not_relevant","blocked_by_risk","setup_required"],"payload_template":{"event_id":"<install_receipt.outcome_feedback.event_id or feedback.event_id from /api/agent/resolve>","skill_slug":"localsymmetry-lofn-daily","task":"Use lofn-daily in an agent workflow","agent":"codex","outcome":"success","install_used":true,"risk_blocked":false,"setup_required":false,"task_success":true,"output_quality":4,"error_type":null,"human_review_required":false,"workspace":"sandbox","time_to_useful_ms":120000,"notes":"Report the smallest successful task, setup friction, files touched, and risk notes."}},"endpoints":{"web":"https://www.openagentskill.com/skills/localsymmetry-lofn-daily","api":"https://www.openagentskill.com/api/agent/skills/localsymmetry-lofn-daily","audit":"https://www.openagentskill.com/skills/localsymmetry-lofn-daily/audit","eval":"https://www.openagentskill.com/api/agent/evals?slug=localsymmetry-lofn-daily&task=Use%20lofn-daily%20in%20an%20agent%20workflow&max_risk=medium","resolve":"https://www.openagentskill.com/api/agent/resolve?task=Use%20lofn-daily%20in%20an%20agent%20workflow&agent=codex&max_risk=medium","receipt":"https://www.openagentskill.com/api/agent/receipt?task=Use%20lofn-daily%20in%20an%20agent%20workflow&agent=codex&max_risk=medium&format=text","install":"https://www.openagentskill.com/api/skills/localsymmetry-lofn-daily/install","manifest":"https://www.openagentskill.com/api/registry/manifest/localsymmetry-lofn-daily"}},"machine_metadata":{"version":"openagentskill-agent-metadata-v2","skill":{"slug":"localsymmetry-lofn-daily","name":"lofn-daily","description":"Run the Lofn daily pipeline backed by Codex — fetch real-world facts, then generate the day's music (24 songs) and images (24→top 6) through the full Lofn pipeline with the daily rules (tri-source method, dual 3+3 constraint, emotional duality, library-only selection). Use for \"daily run\", \"today's dailies\", \"run the daily pipeline\", \"do the daily drop\", or a scheduled creative drop. Down-scalable for a quick test. Do NOT use for a single one-off competition piece (use `lofn`) or QA-only audits.","category":"security","url":"https://www.openagentskill.com/skills/localsymmetry-lofn-daily","repository":"https://github.com/LocalSymmetry/lofn/tree/main/.agents/skills/lofn-daily","github_repo":"LocalSymmetry/lofn"},"suited_tasks":["Research agents workflows","Claude Code teams","builders willing to evaluate younger projects","Search sources","Extract claims","Synthesize findings","Navigate pages","Click and type safely"],"suited_agents":["Codex","Claude Code","Cursor","OpenAgentSkill CLI","OpenAI Agents","CLI"],"install":{"command":"npx skills add LocalSymmetry/lofn --skill lofn-daily","ready":true,"targets":[{"id":"openagentskill-cli","label":"CLI","kind":"command","value":"npx --yes https://github.com/Leon-Drq/openagentskill/releases/download/cli-v0.2.1/openagentskill-0.2.1.tgz install localsymmetry-lofn-daily"},{"id":"codex","label":"Codex","kind":"agent-prompt","value":"Install the \"lofn-daily\" agent skill from https://github.com/LocalSymmetry/lofn/tree/main/.agents/skills/lofn-daily. Read its SKILL.md or equivalent instructions first, install only the files needed for this workspace, and summarize any required setup before using it. Skill purpose: Run the Lofn daily pipeline backed by Codex — fetch real-world facts, then generate the day's music (24 songs) and images (24→top 6) through the full Lofn pipeline with the daily rules (tri-source method, dual 3+3 constraint, emotional duality, library-only selection). Use for \"daily run\", \"today's dailies\", \"run the daily pipeline\", \"do the daily drop\", or a scheduled creative drop. Down-scalable for a quick test. Do NOT use for a single one-off competition piece (use `lofn`) or QA-only audits. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"localsymmetry-lofn-daily\",\"task\":\"Install lofn-daily\",\"agent\":\"codex\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes."},{"id":"claude-code","label":"Claude Code","kind":"agent-prompt","value":"Add \"lofn-daily\" as a Claude Code skill from https://github.com/LocalSymmetry/lofn/tree/main/.agents/skills/lofn-daily. Inspect the skill instructions, place the reusable skill files in the appropriate local skills location for this project, and report the activation steps. Skill purpose: Run the Lofn daily pipeline backed by Codex — fetch real-world facts, then generate the day's music (24 songs) and images (24→top 6) through the full Lofn pipeline with the daily rules (tri-source method, dual 3+3 constraint, emotional duality, library-only selection). Use for \"daily run\", \"today's dailies\", \"run the daily pipeline\", \"do the daily drop\", or a scheduled creative drop. Down-scalable for a quick test. Do NOT use for a single one-off competition piece (use `lofn`) or QA-only audits. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"localsymmetry-lofn-daily\",\"task\":\"Install lofn-daily\",\"agent\":\"claude-code\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes."},{"id":"cursor","label":"Cursor","kind":"agent-prompt","value":"Turn \"lofn-daily\" from https://github.com/LocalSymmetry/lofn/tree/main/.agents/skills/lofn-daily into a reusable Cursor project rule or agent instruction. Preserve the core workflow, adapt paths to this repo, and keep the rule scoped to tasks where it is relevant. Skill purpose: Run the Lofn daily pipeline backed by Codex — fetch real-world facts, then generate the day's music (24 songs) and images (24→top 6) through the full Lofn pipeline with the daily rules (tri-source method, dual 3+3 constraint, emotional duality, library-only selection). Use for \"daily run\", \"today's dailies\", \"run the daily pipeline\", \"do the daily drop\", or a scheduled creative drop. Down-scalable for a quick test. Do NOT use for a single one-off competition piece (use `lofn`) or QA-only audits. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"localsymmetry-lofn-daily\",\"task\":\"Install lofn-daily\",\"agent\":\"cursor\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes."}],"handoff_url":"https://www.openagentskill.com/api/skills/localsymmetry-lofn-daily/install","manifest_url":"https://www.openagentskill.com/api/registry/manifest/localsymmetry-lofn-daily"},"trust":{"score":57,"label":"High review required","version":"trust-score-v4","install_policy":"sandbox_only","evidence":{"stars":"22 GitHub stars","repoActivity":"22 stars, 1 forks","lastPushed":"Pushed today","license":"Unknown","repository":"https://github.com/LocalSymmetry/lofn/tree/main/.agents/skills/lofn-daily","install":"npx skills add LocalSymmetry/lofn --skill lofn-daily","installSafety":"standard package or runtime install path","permissionSurface":"shell or command execution, filesystem or document access","documentation":"Usable metadata, review docs","agentOutcomes":"No agent outcome data yet"},"outcome_evidence":{"total":0,"successes":0,"failures":0,"not_relevant":0,"success_rate":null,"recent_success_rate":null,"recent_failure_rate":null,"install_attempts":0,"install_success_rate":null,"risk_blocked":0,"setup_required":0,"avg_output_quality":null,"production_outcomes":0,"last_outcome_at":null,"label":"No agent outcome data yet"},"auto_install":{"allowed":false,"sandbox_required":true,"reason":"Human review or sandbox validation is required before automatic installation."},"best_for":["security","agent-skill"],"known_risks":["Repository license is unknown; SKILL.md does not include license or attribution information.","License is unclear","Low GitHub adoption signal","Quality score needs review","Permission surface needs review: shell or command execution, filesystem or document access","GitHub adoption: 22 GitHub stars","Stars/forks activity: 22 stars, 1 forks; issue activity unavailable in current metadata","License clarity: Unknown"]},"agent_proven":{"version":"agent-proven-v1","score":0,"tier":"unproven","label":"Needs first agent run","summary":"No agent outcome reports yet. Use Resolve, run one narrow sandbox task, then report the result.","metrics":{"totalOutcomes":0,"successfulOutcomes":0,"failedOutcomes":0,"installAttempts":0,"installSuccessRate":null,"successRate":null,"recentSuccessRate":null,"recentFailureRate":null,"riskBlocked":0,"setupRequired":0,"notRelevant":0,"avgOutputQuality":null,"avgTimeToUsefulMs":null,"productionOutcomes":0,"humanReviewRequired":0,"uniqueAgents":0,"lastOutcomeAt":null},"signals":[],"penalties":["No real agent outcome evidence yet"]},"audit":{"score":68,"risk_level":"needs_review","risk_label":"Needs review","warnings":["License is unclear","Dependency or permission surface needs review","Permission surface may require sandboxing","Repository license is unknown; SKILL.md does not include license or attribution information.","Skill references other skills (lofn-core, lofn-qa) without specifying how to obtain or install them, which may cause setup friction.","External fetches could theoretically introduce prompt injection, but the skill mitigates by marking sources UNAVAILABLE and continuing.","Low GitHub adoption signal","Quality score needs review"]},"safety_gate":{"tier":"experimental","label":"Experimental","auto_install_policy":"review","auto_install_allowed":false,"human_review_required":true,"blocked":false,"recommended_action":"Test manually in an isolated workspace and compare against safer alternatives."},"quality":{"score":55,"label":"Promising"},"supply":{"track":"Coding and developer agents","scenario":"GitHub automation","maintenance":"Pushed today","risk":"Needs review"},"alternative_skills":[],"do_not_use_when":["teams that need a vendor-supported SLA","production agents without a repository review","Low GitHub adoption signal","Repository license is unknown; SKILL.md does not include license or attribution information.","No OpenAgentSkill engagement data yet","High-risk permission hints: Shell or command execution","License is unclear","Dependency or permission surface needs review"],"agent_contract":{"task_input":"Use lofn-daily in an agent workflow","recommended_action":"Test manually in an isolated workspace and compare against safer alternatives.","install_policy":"review","minimum_review_before_use":["Trust: 57/100 High review required","Audit: 68/100 Needs review","Safety: 36/100 Avoid automatic install","Review repository, license, install command, and permission surface before production use."],"expected_agent_output":{"selected_skill":"localsymmetry-lofn-daily (lofn-daily)","install_command":"npx skills add LocalSymmetry/lofn --skill lofn-daily","risk_summary":"Needs review; Experimental; High review required","verification_result":"Report the smallest successful task, files touched, warnings, and any missing setup."}},"outcome_feedback":{"endpoint":"https://www.openagentskill.com/api/agent/outcome","method":"POST","requires_resolve_event_id":true,"event_id_source":"Use install_receipt.outcome_feedback.event_id or feedback.event_id returned by /api/agent/resolve for the current task.","expected_outcomes":["success","failed","not_relevant","blocked_by_risk","setup_required"],"payload_template":{"event_id":"<install_receipt.outcome_feedback.event_id or feedback.event_id from /api/agent/resolve>","skill_slug":"localsymmetry-lofn-daily","task":"Use lofn-daily in an agent workflow","agent":"codex","outcome":"success","install_used":true,"risk_blocked":false,"setup_required":false,"task_success":true,"output_quality":4,"error_type":null,"human_review_required":false,"workspace":"sandbox","time_to_useful_ms":120000,"notes":"Report the smallest successful task, setup friction, files touched, and risk notes."}},"endpoints":{"web":"https://www.openagentskill.com/skills/localsymmetry-lofn-daily","api":"https://www.openagentskill.com/api/agent/skills/localsymmetry-lofn-daily","audit":"https://www.openagentskill.com/skills/localsymmetry-lofn-daily/audit","eval":"https://www.openagentskill.com/api/agent/evals?slug=localsymmetry-lofn-daily&task=Use%20lofn-daily%20in%20an%20agent%20workflow&max_risk=medium","resolve":"https://www.openagentskill.com/api/agent/resolve?task=Use%20lofn-daily%20in%20an%20agent%20workflow&agent=codex&max_risk=medium","receipt":"https://www.openagentskill.com/api/agent/receipt?task=Use%20lofn-daily%20in%20an%20agent%20workflow&agent=codex&max_risk=medium&format=text","install":"https://www.openagentskill.com/api/skills/localsymmetry-lofn-daily/install","manifest":"https://www.openagentskill.com/api/registry/manifest/localsymmetry-lofn-daily"}},"supply_profile":{"track":{"slug":"coding","label":"Coding and developer agents","shortLabel":"Coding","description":"Code review, repo analysis, testing, CI, GitHub, DevOps, and developer workflow skills."},"scenario":{"label":"GitHub automation","description":"I need my agent to triage GitHub issues, review pull requests, and summarize repository changes.","useCases":[{"slug":"research-agents","title":"Research agents"},{"slug":"browser-automation","title":"Browser automation"},{"slug":"workflow-automation","title":"Workflow automation"}]},"applicableAgents":["Claude Code","OpenAI Agents","CLI","Codex","Cursor"],"install":{"ready":true,"command":"npx skills add LocalSymmetry/lofn --skill lofn-daily","primaryTarget":"CLI","targetCount":4},"githubQuality":{"stars":22,"starsLabel":"22","forks":1,"license":"Unknown","qualityScore":55,"trustScore":57,"auditScore":68},"maintenance":{"status":"fresh","label":"Pushed today","daysSincePush":0,"lastPushedAt":"2026-08-24T20:43:42+00:00"},"risk":{"level":"needs_review","label":"Needs review","requiresReview":true,"notes":["License is unclear","Dependency or permission surface needs review","Permission surface may require sandboxing","Repository license is unknown; SKILL.md does not include license or attribution information.","Skill references other skills (lofn-core, lofn-qa) without specifying how to obtain or install them, which may cause setup friction."]},"coverageTags":["Coding","GitHub automation","security","agent-skill"]},"audit":{"audit_score":68,"risk_level":"needs_review","risk_label":"Needs review","quality_score":55,"trust_score":57,"maintenance_score":100,"security_score":66,"install_score":92,"warnings":["License is unclear","Dependency or permission surface needs review","Permission surface may require sandboxing","Repository license is unknown; SKILL.md does not include license or attribution information.","Skill references other skills (lofn-core, lofn-qa) without specifying how to obtain or install them, which may cause setup friction.","External fetches could theoretically introduce prompt injection, but the skill mitigates by marking sources UNAVAILABLE and continuing.","Low GitHub adoption signal","Quality score needs review","Permission surface needs review: shell or command execution, filesystem or document access","GitHub adoption: 22 GitHub stars","Stars/forks activity: 22 stars, 1 forks; issue activity unavailable in current metadata","License clarity: Unknown"]},"quality_signals":{"model":"v2","star_score":9.53,"usage_score":0,"review_score":4.8,"metadata_score":3,"freshness_score":15},"platforms":["Claude Code","OpenAI Agents"],"use_cases":[{"slug":"research-agents","title":"Research agents","url":"https://www.openagentskill.com/use-cases/research-agents"},{"slug":"browser-automation","title":"Browser automation","url":"https://www.openagentskill.com/use-cases/browser-automation"},{"slug":"workflow-automation","title":"Workflow automation","url":"https://www.openagentskill.com/use-cases/workflow-automation"},{"slug":"github-automation","title":"GitHub automation","url":"https://www.openagentskill.com/use-cases/github-automation"}],"stacks":[{"slug":"research-report-agent","title":"Research report agent","url":"https://www.openagentskill.com/collections/research-report-agent"},{"slug":"content-growth-agent","title":"Content growth agent","url":"https://www.openagentskill.com/collections/content-growth-agent"},{"slug":"web-data-pipeline","title":"Web data pipeline","url":"https://www.openagentskill.com/collections/web-data-pipeline"}],"install":"npx skills add LocalSymmetry/lofn --skill lofn-daily","install_targets":[{"id":"openagentskill-cli","label":"CLI","title":"OpenAgentSkill CLI","kind":"command","value":"npx --yes https://github.com/Leon-Drq/openagentskill/releases/download/cli-v0.2.1/openagentskill-0.2.1.tgz install localsymmetry-lofn-daily","description":"Resolve policy, run the source installer safely, and report a verified install receipt.","copyLabel":"Copy command"},{"id":"codex","label":"Codex","title":"Codex install prompt","kind":"agent-prompt","value":"Install the \"lofn-daily\" agent skill from https://github.com/LocalSymmetry/lofn/tree/main/.agents/skills/lofn-daily. Read its SKILL.md or equivalent instructions first, install only the files needed for this workspace, and summarize any required setup before using it. Skill purpose: Run the Lofn daily pipeline backed by Codex — fetch real-world facts, then generate the day's music (24 songs) and images (24→top 6) through the full Lofn pipeline with the daily rules (tri-source method, dual 3+3 constraint, emotional duality, library-only selection). Use for \"daily run\", \"today's dailies\", \"run the daily pipeline\", \"do the daily drop\", or a scheduled creative drop. Down-scalable for a quick test. Do NOT use for a single one-off competition piece (use `lofn`) or QA-only audits. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"localsymmetry-lofn-daily\",\"task\":\"Install lofn-daily\",\"agent\":\"codex\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes.","description":"Give Codex a repo-aware install prompt when the skill is not available through a local CLI.","copyLabel":"Copy prompt"},{"id":"claude-code","label":"Claude Code","title":"Claude Code skill prompt","kind":"agent-prompt","value":"Add \"lofn-daily\" as a Claude Code skill from https://github.com/LocalSymmetry/lofn/tree/main/.agents/skills/lofn-daily. Inspect the skill instructions, place the reusable skill files in the appropriate local skills location for this project, and report the activation steps. Skill purpose: Run the Lofn daily pipeline backed by Codex — fetch real-world facts, then generate the day's music (24 songs) and images (24→top 6) through the full Lofn pipeline with the daily rules (tri-source method, dual 3+3 constraint, emotional duality, library-only selection). Use for \"daily run\", \"today's dailies\", \"run the daily pipeline\", \"do the daily drop\", or a scheduled creative drop. Down-scalable for a quick test. Do NOT use for a single one-off competition piece (use `lofn`) or QA-only audits. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"localsymmetry-lofn-daily\",\"task\":\"Install lofn-daily\",\"agent\":\"claude-code\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes.","description":"Use this prompt to ask Claude Code to add the skill and explain the local activation steps.","copyLabel":"Copy prompt"},{"id":"cursor","label":"Cursor","title":"Cursor rule prompt","kind":"agent-prompt","value":"Turn \"lofn-daily\" from https://github.com/LocalSymmetry/lofn/tree/main/.agents/skills/lofn-daily into a reusable Cursor project rule or agent instruction. Preserve the core workflow, adapt paths to this repo, and keep the rule scoped to tasks where it is relevant. Skill purpose: Run the Lofn daily pipeline backed by Codex — fetch real-world facts, then generate the day's music (24 songs) and images (24→top 6) through the full Lofn pipeline with the daily rules (tri-source method, dual 3+3 constraint, emotional duality, library-only selection). Use for \"daily run\", \"today's dailies\", \"run the daily pipeline\", \"do the daily drop\", or a scheduled creative drop. Down-scalable for a quick test. Do NOT use for a single one-off competition piece (use `lofn`) or QA-only audits. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"localsymmetry-lofn-daily\",\"task\":\"Install lofn-daily\",\"agent\":\"cursor\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes.","description":"Use this when installing as Cursor project rules or reusable agent instructions.","copyLabel":"Copy prompt"}],"repository":"https://github.com/LocalSymmetry/lofn/tree/main/.agents/skills/lofn-daily","github_repo":"LocalSymmetry/lofn","version":"1.0.0","license":"Unknown","urls":{"web":"https://www.openagentskill.com/skills/localsymmetry-lofn-daily","repository":"https://github.com/LocalSymmetry/lofn/tree/main/.agents/skills/lofn-daily","api":"/api/agent/skills/localsymmetry-lofn-daily","install_api":"/api/skills/localsymmetry-lofn-daily/install"},"meta":{"created_at":"2026-08-24T22:35:31.561131+00:00","updated_at":"2026-08-24T22:35:31.561131+00:00","agent_friendly":true}}