{"slug":"th3vib3coder-vibe-science","name":"vibe-science","description":"Scientific research engine with adversarial review, tree search, and serendipity detection. Use when: exploring hypotheses, validating findings against literature, running computational experiments with quality gates, or hunting for unexpected discoveries. Do NOT use for simple Q&A, code editing, or non-research tasks.","long_description":"---\nname: vibe-science\ndescription: \"Scientific research engine with adversarial review, tree search, and serendipity detection. Use when: exploring hypotheses, validating findings against literature, running computational experiments with quality gates, or hunting for unexpected discoveries. Do NOT use for simple Q&A, code editing, or non-research tasks.\"\nskill-author: th3vib3coder\nlicense: Apache-2.0\n---\n\n# Vibe Science v5.0 — IUDEX\n\n> Research engine: agentic tree search over hypotheses, OTAE discipline at every node, infinite loops until discovery.\n\n---\n\n## WHY THIS SKILL EXISTS — READ THIS FIRST\n\nThis section is not optional. It is not a preamble. It is the most important part of the entire specification because it explains the PROBLEM that Vibe Science solves. Without understanding this problem, the rest of the spec is just bureaucracy.\n\n### The Problem: AI Agents Are Dangerous in Science\n\nAn AI agent given a research task will:\n\n1. **Optimize for completion, not truth.** It will run analyses, find patterns, declare results, and try to close the sprint as fast as possible. This is the agent's default disposition: shipping feels like success.\n\n2. **Get excited by strong signals.** A p-value of 10⁻¹⁰⁰ feels like a discovery. An OR of 2.30 feels publishable. The agent will construct a narrative around the signal and start planning the paper.\n\n3. **Not search for what kills its own claims.** The agent will not spontaneously search for \"is this a known artifact?\", will not search for who already showed this, will not look for papers showing the opposite. It confirms, it doesn't demolish.\n\n4. **Not crystallize intermediate results.** The agent works in a context window that gets erased. Results that exist only in the conversation are lost. The agent says \"I'll remember this\" — it won't.\n\n5. **Declare \"done\" prematurely.** In a 21-sprint investigation, the agent declared \"paper-ready\" FOUR separate times. Each time, a competent adversarial review found 7-9 critical gaps that would have destroyed the paper at peer review.\n\nThis is not a theoretical risk. This happened. Over 21 sprints of CRISPR-Cas9 off-target research:\n- The agent would have published that consecutive mismatches trigger a checkpoint (OR=2.30, p < 10⁻¹⁰⁰). **It was completely confounded** — propensity matching reversed the sign.\n- The agent would have published \"bidirectional positional effects.\" **It was biologically impossible** — ALL mismatches reduce cleavage.\n- The agent would have published the regime switch as a strong finding. **Cohen's d was 0.07** — noise.\n- The agent would have published position-specific rankings as generalizable. **They don't generalize** between assays.\n\nNone of these claims were hallucinations. The data was real. The statistics were correct. The narratives were plausible. The problem was that the agent NEVER ASKED: \"What if this is an artifact? Who has already shown this? What confounder would explain this away?\"\n\n### The Solution: Reviewer 2 as Disposition, Not Gate\n\nVibe Science exists to solve this problem. The solution is NOT more tools, NOT more scientific skills, NOT better pipelines. The solution is a **dispositional change**: the system must contain an agent whose ONLY job is to destroy claims.\n\nThis agent — Reviewer 2 — is not a quality gate that you pass. It is a co-pilot whose disposition is the OPPOSITE of the builder's:\n\n| | Builder (Researcher Agent) | Destroyer (Reviewer 2) |\n|---|---|---|\n| **Optimizes for** | Completion — shipping results | Survival — claims that withstand hostile review |\n| **Default assumption** | \"This result looks promising\" | \"This result is probably an artifact\" |\n| **Reaction to strong signal** | Excitement → narrative → paper | Suspicion → search for confounders → demand controls |\n| **Web search for** | Supporting evidence | Prior art, contradictions, known artifacts |\n| **Declares \"done\" when** | Results look good | ALL counter-verifications pass AND all demands addressed |\n| **Language** | Encouraging, constructive | Brutal, surgical, evidence-only |\n\nThis asymmetry is not a bug — it is the entire architecture. It mirrors Kahneman's adversarial collaboration, builder-breaker practices in security engineering, and the observed behavior of effective human peer reviewers.\n\n### What Reviewer 2 MUST Do at Every Intervention\n\nEvery time R2 is activated — whether FORCED, BATCH, SHADOW, or BRAINSTORM — it MUST:\n\n1. **SEARCH BEFORE JUDGING.** Use web search, literature databases, PubMed, OpenAlex to find:\n   - **Prior art**: Has someone already shown this? → claim becomes \"confirms\" not \"discovers\"\n   - **Contradictions**: Has someone shown the opposite? → explain or kill\n   - **Known artifacts**: Is this a documented artifact of this assay/method/dataset?\n   - **Standard methodology**: What is the accepted test for this claim type in this subfield?\n\n2. **DEMAND THE CONFOUNDER HARNESS.** For every quantitative claim:\n   - Raw estimate → Conditioned estimate (controlling for known confounders) → Matched estimate (propensity/pairing)\n   - If sign changes: KILL. If collapses >50%: DOWNGRADE. If survives: PROMOTABLE.\n\n3. **REFUSE TO CLOSE.** Never accept \"paper-ready\", \"all tests done\", \"ready to write\" unless:\n   - Every major claim passed the confounder harness\n   - Cross-dataset/cross-assay validation attempted for generalizable claims\n   - Modern baselines compared (not just historical ones)\n   - All previous R2 demands addressed\n   - No claim promoted without at least 3 falsification attempts\n\n4. **TURN INCIDENTS INTO FRAMEWORKS.** When a flaw is caught (e.g., confounded claim), don't just fix that one instance. Demand the same check for ALL similar claims. Every incident becomes a protocol.\n\n5. **CRYSTALLIZE EVERYTHING.** Demand that every result, every decision, every kill is written to a file. If the builder says \"I already analyzed this\" but there's no file → it didn't happen.\n\n6. **ESCALATE, NEVER SOFTEN.** Each review pass must be MORE demanding than the last. If pass N found 5 issues, pass N+1 must look for issues that pass N missed. A review that finds fewer issues is suspicious.\n\n### What Happens Without This\n\nWithout Rev2 as disposition (not just gate), the system produces:\n- Papers with confounded claims that survive internal review but are destroyed by the first competent peer reviewer\n- \"Discoveries\" that are already known artifacts in the field\n- Strong p-values on effects that disappear when you control for the obvious confounder\n\nWith Rev2 as disposition: of 34 claims registered, 11 were killed or downgraded (50% retraction rate among promoted claims). The most dangerous claim (OR=2.30, p < 10⁻¹⁰⁰) was caught in ONE sprint. Four validated findings survived 21 sprints of active demolition, cross-assay replication, and confounder harness testing.\n\n### The Three Principles\n\n1. **SERENDIPITY DETECTS** — the unexpected observation that starts the investigation\n2. **PERSISTENCE FOLLOWS THROUGH** — 5, 10, 20+ sprints of testing, not one-and-done\n3. **REVIEWER 2 VALIDATES** — systematic demolition of every claim before it can be published\n\nAll three are necessary. Serendipity without persistence is a footnote. Persistence without Rev2 is confirmation bias running for 20 sprints. Rev2 without serendipity misses the discoveries worth reviewing.\n\nThis is what Vibe Science must be. Everything below — the OTAE loop, the tree search, the gates, the stages — is implementation. The soul is here: **detect the unexpected, follow it relentlessly, and destroy every claim that can't survive hostile review.**\n\n---\n\n## CONSTITUTION (Immutable — Never Override)\n\n**LAW 1: DATA-FIRST** — No thesis without evidence from data. If data doesn't exist, the claim is a HYPOTHESIS to test, not a finding. `NO DATA = NO GO.`\n\n**LAW 2: EVIDENCE DISCIPLINE** — Every claim has a `claim_id`, evidence chain, computed confidence (0-1), and status. Claims without sources are hallucinations.\n\n**LAW 3: GATES BLOCK** — Quality gates are hard stops, not suggestions. Pipeline cannot advance until gate passes. Fix first, re-gate, then continue. 27 gates total (8 schema-enforced in v5.0).\n\n**LAW 4: REVIEWER 2 IS CO-PILOT** — R2 is not a gate you pass — it is a co-pilot you cannot fire. R2 can VETO any finding, REDIRECT any branch, FORCE re-investigation. Its demands are non-negotiable. R2 reviews brainstorm output, tree strategy, claims, and conclusions. No exceptions.\n\n**LAW 5: SERENDIPITY IS THE MISSION** — Serendipity is not a side-effect — it is the primary engine of discovery. Actively hunt for the unexpected at every cycle. Serendipity Radar runs at every EVALUATE. Score >= 10 → QUEUE. Score >= 15 → INTERRUPT. A session with zero flags is suspicious.\n\n**LAW 6: ARTIFACTS OVER PROSE** — If a step can produce a script, a file, a figure, a manifest — it MUST. Prose descriptions of what \"should\" happen are insufficient.\n\n**LAW 7: FRESH CONTEXT RESILIENCE** — The system MUST be resumable from `STATE.md` + `TREE-STATE.json` alone. All context lives in files, never in chat history.\n\n**LAW 8: EXPLORE BEFORE EXPLOIT** — Minimum 3 draft nodes before any is promoted. Exploration ratio >= 20% at T3. A tree with one branch is a list — lists miss discoveries.\n\n**LAW 9: CONFOUNDER HARNESS** — Every quantitative claim MUST pass: raw → conditioned → matched. Sign change = **ARTIFACT** (killed). Collapse >50% = **CONFOUNDED** (downgraded). Survives = **ROBUST** (promotable). `NO HARNESS = NO CLAIM.`\n\n**LAW 10: CRYSTALLIZE OR LOSE** — Every result, decision, pivot, kill MUST be written to a persistent file. The context window is a buffer that gets erased — it is NOT memory. `IF IT'S NOT IN A FILE, IT DOESN'T EXIST.`\n\n> Full constitution with role-specific constraints: `references/constitution.md`\n\n---\n\n## v5.0 INNOVATIONS — IUDEX\n\nv5.0 makes R2 structurally unbypassable. Based on Huang et al. (ICLR 2024): LLMs cannot self-correct reasoning without external feedback.\n\n| Innovation | What | Protocol | Gate |\n|-----------|------|----------|------|\n| Seeded Fault Injection (SFI) | Orchestrator injects known faults before FORCED R2 reviews. R2 must catch them. | `references/seeded-fault-injection.md` | V0: RMS >= 0.80, FAR <= 0.10 |\n| Judge Agent (R3) | Meta-reviewer scores R2's quality on 6-dimension rubric | `references/judge-agent.md` | J0: total >= 12/18, no dim = 0 |\n| Blind-First Pass (BFP) | R2 sees claims without justifications first, breaks anchoring | `references/blind-first-pass.md` | — |\n| Schema-Validated Gates (SVG) | 8 critical gates enforce structure via JSON Schema | `references/schema-validation.md` | — |\n| Circuit Breaker | Same objection x 3 rounds → DISPUTED. Frozen, not killed. | `references/circuit-breaker.md` | — |\n| R2 Salvagente | Killed claims (INSUFFICIENT/CONFOUNDED/PREMATURE) must produce serendipity seed | `references/serendipity-engine.md` | — |\n| Confidence formula | E x D x (R_eff x C_eff x K_eff)^(1/3) with hard veto + dynamic floor | `references/evidence-engine.md` | — |\n| Agent Permission Model | R2 writes verdicts, orchestrator writes ledger. Separation of powers. | `references/constitution.md` | — |\n\n---\n\n## When to Use\n\n- Exploring a scientific hypothesis requiring literature validation\n- Searching for research gaps (\"blue ocean\") in a domain\n- Validating theoretical ideas against existing data\n- Running scRNA-seq / omics analysis pipelines with quality assurance\n- Running computational experiments with systematic variation (tree search)\n- Finding unexpected connections (serendipity mode)\n- Generating and testing novel research hypotheses\n- Comparing multiple experimental approaches side-by-side\n\n---\n\n## SESSION INITIALIZATION\n\n### Announce at Start\n\nDisplay this banner, then the session info:\n\n```\n                    .  *  .       *    .   *\n        *    .  *       .       .        *       .\n   .        *       .       *       .        .       *\n\n   ██╗   ██╗██╗██████╗ ███████╗\n   ██║   ██║██║██╔══██╗██╔════╝\n   ██║   ██║██║██████╔╝█████╗\n   ╚██╗ ██","tagline":"Scientific research engine with adversarial review, tree search, and serendipity detection. Use when: exploring hypotheses, validating findings against literature, running computational experiments with quality gates, or hunting for unexpected discoveries. Do NOT use for simple Q","category":"research","tags":["agent-skill"],"author":"th3vib3coder","verified":false,"attribution":{"status":"registry_indexed","statusLabel":"Registry indexed","shortLabel":"REGISTRY INDEXED","sourceLabel":"recursive skill source sync","sourceDetail":"th3vib3coder/vibe-science","creatorName":"th3vib3coder","creatorUrl":"https://github.com/th3vib3coder","sourceUrl":"https://github.com/th3vib3coder/vibe-science/tree/main/archive/vibe-science-v5.0-codex","indexedBy":"OpenAgentSkill community index","claimUrl":"https://www.openagentskill.com/skills/th3vib3coder-vibe-science#claim-this-skill","claimCta":"Claim this skill","trustNote":"This listing was indexed from public sources and is not marked official until a maintainer claim is approved.","publicNote":"Attribution links to the public repository or creator profile. Creators can claim the listing to update ownership signals."},"stats":{"stars":16,"forks":0,"verified_installs":0,"successful_runs":0,"total_outcomes":0,"rating":0,"review_count":0,"quality_score":32.31},"quality":{"score":59,"tier":"promising","label":"Promising","summary":"Useful candidate, but compare it with alternatives before adopting.","signals":[{"label":"GitHub stars","value":"16","tone":"neutral"},{"label":"Freshness","value":"3d ago","tone":"positive"},{"label":"Install ready","value":"Yes","tone":"positive"},{"label":"License","value":"Apache-2.0","tone":"neutral"}],"warnings":["Low GitHub adoption signal","No explicit safe operating boundaries or security considerations are documented in the provided SKILL.md excerpt."]},"trust":{"version":"trust-score-v5","score":59,"base_score":67,"outcome_confidence":0,"tier":"risk","label":"Do not auto-install","summary":"Trust Score v5 found insufficient evidence for agent installation. Treat this as discovery material, not an executable recommendation.","recommendedAction":"Choose a stronger alternative or inspect the source manually before any install attempt.","decision":{"install_policy":"human_review_before_install","auto_install_allowed":false,"human_review_required":true,"sandbox_first":true,"agent_action":"Compare alternatives before installing.","reasoning":["59/100 Trust Score v5","67/100 Trust Score v4 baseline","Needs more real agent outcomes before unattended install","Install path is available","Review before production"],"review_required_when":["The workspace contains production secrets, payments, private customer data, or irreversible actions.","The install command requests shell, network, credential, database, or broad filesystem access.","Outcome evidence is missing, recently failed, or required human review.","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"]},"dimensions":[{"id":"github_adoption","label":"GitHub adoption","score":30,"weight":0.13,"status":"fail","detail":"16 GitHub stars"},{"id":"repo_activity","label":"Stars/forks activity","score":32,"weight":0.08,"status":"fail","detail":"16 stars, 0 forks; issue activity unavailable in current metadata"},{"id":"maintenance","label":"Recent maintenance","score":100,"weight":0.14,"status":"pass","detail":"3d since push"},{"id":"license","label":"License clarity","score":86,"weight":0.09,"status":"pass","detail":"Apache-2.0"},{"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":90,"weight":0.12,"status":"pass","detail":"no major dependency risk hints in public metadata"},{"id":"installability","label":"Install availability","score":92,"weight":0.1,"status":"pass","detail":"npx skills add th3vib3coder/vibe-science --skill vibe-science"},{"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":74,"weight":0.07,"status":"info","detail":"filesystem or document access, database access"},{"id":"repository","label":"Repository evidence","score":86,"weight":0.04,"status":"pass","detail":"https://github.com/th3vib3coder/vibe-science/tree/main/archive/vibe-science-v5.0-codex"},{"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":"16 GitHub stars"},{"status":"fail","label":"Stars/forks activity","detail":"16 stars, 0 forks; issue activity unavailable in current metadata"},{"status":"pass","label":"Recent maintenance","detail":"3d since push"},{"status":"pass","label":"License clarity","detail":"Apache-2.0"},{"status":"info","label":"README/SKILL.md completeness","detail":"Public metadata needs stronger README/SKILL.md context"},{"status":"pass","label":"Dependency/runtime risk","detail":"no major dependency risk hints in public metadata"},{"status":"pass","label":"Install availability","detail":"npx skills add th3vib3coder/vibe-science --skill vibe-science"},{"status":"pass","label":"Install command safety","detail":"standard package or runtime install path"},{"status":"info","label":"Permission surface","detail":"filesystem or document access, database access"},{"status":"pass","label":"Repository evidence","detail":"https://github.com/th3vib3coder/vibe-science/tree/main/archive/vibe-science-v5.0-codex"},{"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":"pass","label":"OpenAgentSkill usage","detail":"10 views, 0 install copies"},{"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":["No explicit safe operating boundaries or security considerations are documented in the provided SKILL.md excerpt.","Financial research output is not financial advice; require human review before any live investment decision.","Low GitHub adoption signal","Quality score needs review","GitHub adoption: 16 GitHub stars","Stars/forks activity: 16 stars, 0 forks; issue activity unavailable in current metadata","No real agent outcome reports yet","Human review required before unattended installation"],"evidence":{"stars":"16 GitHub stars","repoActivity":"16 stars, 0 forks","lastPushed":"3d since push","license":"Apache-2.0","repository":"https://github.com/th3vib3coder/vibe-science/tree/main/archive/vibe-science-v5.0-codex","install":"npx skills add th3vib3coder/vibe-science --skill vibe-science","installSafety":"standard package or runtime install path","permissionSurface":"filesystem or document access, database access","documentation":"Usable metadata, review docs","agentOutcomes":"No agent outcome data yet","agentProvenScore":0,"outcomeConfidence":"0%","installPolicy":"human_review_before_install"},"installReadiness":{"ready":true,"command":"npx skills add th3vib3coder/vibe-science --skill vibe-science","policy":"human_review_before_install","label":"Human review before install","notes":["Install path is available","Repository evidence is available","License is declared","No Agent Proven outcome evidence yet","3d since push","Financial domain: human review is required before use in a live investment workflow.","Trust Score v5 requires review or sandbox-only use before install."]},"agentCompatibility":["Codex","Claude Code","Cursor","OpenAgentSkill CLI"],"riskSummary":{"level":"medium","label":"Review before production","notes":["No explicit safe operating boundaries or security considerations are documented in the provided SKILL.md excerpt.","Financial research output is not financial advice; require human review before any live investment decision.","Low GitHub adoption signal","Quality score needs review","GitHub adoption: 16 GitHub stars"]},"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":"human_review_before_install","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":["research","agent-skill"],"suited_agents":["Codex","Claude Code","Cursor","OpenAgentSkill CLI"],"install_command":"npx skills add th3vib3coder/vibe-science --skill vibe-science","trust_score":59,"trust_version":"trust-score-v5","risk_level":"medium","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","Autonomous investment, trading, tax, or suitability decisions without a qualified human review"],"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":["research","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","Autonomous investment, trading, tax, or suitability decisions without a qualified human review"],"knownRisks":["No explicit safe operating boundaries or security considerations are documented in the provided SKILL.md excerpt.","Financial research output is not financial advice; require human review before any live investment decision.","Low GitHub adoption signal","Quality score needs review","GitHub adoption: 16 GitHub stars","Stars/forks activity: 16 stars, 0 forks; issue activity unavailable in current metadata"],"backward_compatible":{"trust_score_v4":{"version":"trust-score-v4","score":67,"tier":"review","label":"Manual review","summary":"Potentially useful, but at least one trust signal needs human inspection."}}},"trust_score_v5":{"version":"trust-score-v5","score":59,"base_score":67,"outcome_confidence":0,"tier":"risk","label":"Do not auto-install","summary":"Trust Score v5 found insufficient evidence for agent installation. Treat this as discovery material, not an executable recommendation.","recommendedAction":"Choose a stronger alternative or inspect the source manually before any install attempt.","decision":{"install_policy":"human_review_before_install","auto_install_allowed":false,"human_review_required":true,"sandbox_first":true,"agent_action":"Compare alternatives before installing.","reasoning":["59/100 Trust Score v5","67/100 Trust Score v4 baseline","Needs more real agent outcomes before unattended install","Install path is available","Review before production"],"review_required_when":["The workspace contains production secrets, payments, private customer data, or irreversible actions.","The install command requests shell, network, credential, database, or broad filesystem access.","Outcome evidence is missing, recently failed, or required human review.","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"]},"dimensions":[{"id":"github_adoption","label":"GitHub adoption","score":30,"weight":0.13,"status":"fail","detail":"16 GitHub stars"},{"id":"repo_activity","label":"Stars/forks activity","score":32,"weight":0.08,"status":"fail","detail":"16 stars, 0 forks; 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issue activity unavailable in current metadata"},{"status":"pass","label":"Recent maintenance","detail":"3d since push"},{"status":"pass","label":"License clarity","detail":"Apache-2.0"},{"status":"info","label":"README/SKILL.md completeness","detail":"Public metadata needs stronger README/SKILL.md context"},{"status":"pass","label":"Dependency/runtime risk","detail":"no major dependency risk hints in public metadata"},{"status":"pass","label":"Install availability","detail":"npx skills add th3vib3coder/vibe-science --skill vibe-science"},{"status":"pass","label":"Install command safety","detail":"standard package or runtime install path"},{"status":"info","label":"Permission surface","detail":"filesystem or document access, database access"},{"status":"pass","label":"Repository evidence","detail":"https://github.com/th3vib3coder/vibe-science/tree/main/archive/vibe-science-v5.0-codex"},{"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":"pass","label":"OpenAgentSkill usage","detail":"10 views, 0 install copies"},{"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":["No explicit safe operating boundaries or security considerations are documented in the provided SKILL.md excerpt.","Financial research output is not financial advice; require human review before any live investment decision.","Low GitHub adoption signal","Quality score needs review","GitHub adoption: 16 GitHub stars","Stars/forks activity: 16 stars, 0 forks; issue activity unavailable in current metadata","No real agent outcome reports yet","Human review required before unattended installation"],"evidence":{"stars":"16 GitHub stars","repoActivity":"16 stars, 0 forks","lastPushed":"3d since push","license":"Apache-2.0","repository":"https://github.com/th3vib3coder/vibe-science/tree/main/archive/vibe-science-v5.0-codex","install":"npx skills add th3vib3coder/vibe-science --skill vibe-science","installSafety":"standard package or runtime install path","permissionSurface":"filesystem or document access, database access","documentation":"Usable metadata, review docs","agentOutcomes":"No agent outcome data yet","agentProvenScore":0,"outcomeConfidence":"0%","installPolicy":"human_review_before_install"},"installReadiness":{"ready":true,"command":"npx skills add th3vib3coder/vibe-science --skill vibe-science","policy":"human_review_before_install","label":"Human review before install","notes":["Install path is available","Repository evidence is available","License is declared","No Agent Proven outcome evidence yet","3d since push","Financial domain: human review is required before use in a live investment workflow.","Trust Score v5 requires review or sandbox-only use before install."]},"agentCompatibility":["Codex","Claude Code","Cursor","OpenAgentSkill CLI"],"riskSummary":{"level":"medium","label":"Review before production","notes":["No explicit safe operating boundaries or security considerations are documented in the provided SKILL.md excerpt.","Financial research output is not financial advice; require human review before any live investment decision.","Low GitHub adoption signal","Quality score needs review","GitHub adoption: 16 GitHub stars"]},"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":"human_review_before_install","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":["research","agent-skill"],"suited_agents":["Codex","Claude Code","Cursor","OpenAgentSkill CLI"],"install_command":"npx skills add th3vib3coder/vibe-science --skill vibe-science","trust_score":59,"trust_version":"trust-score-v5","risk_level":"medium","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","Autonomous investment, trading, tax, or suitability decisions without a qualified human review"],"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":["research","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","Autonomous investment, trading, tax, or suitability decisions without a qualified human review"],"knownRisks":["No explicit safe operating boundaries or security considerations are documented in the provided SKILL.md excerpt.","Financial research output is not financial advice; require human review before any live investment decision.","Low GitHub adoption signal","Quality score needs review","GitHub adoption: 16 GitHub stars","Stars/forks activity: 16 stars, 0 forks; issue activity unavailable in current metadata"],"backward_compatible":{"trust_score_v4":{"version":"trust-score-v4","score":67,"tier":"review","label":"Manual review","summary":"Potentially useful, but at least one trust signal needs human inspection."}}},"trust_score_v4":{"version":"trust-score-v4","score":67,"tier":"review","label":"Manual review","summary":"Potentially useful, but at least one trust signal needs human inspection.","recommendedAction":"Inspect the repository, license, and recent activity before connecting it to agent workflows.","dimensions":[{"id":"github_adoption","label":"GitHub adoption","score":30,"weight":0.13,"status":"fail","detail":"16 GitHub stars"},{"id":"repo_activity","label":"Stars/forks activity","score":32,"weight":0.08,"status":"fail","detail":"16 stars, 0 forks; issue activity unavailable in current metadata"},{"id":"maintenance","label":"Recent maintenance","score":100,"weight":0.14,"status":"pass","detail":"3d since push"},{"id":"license","label":"License clarity","score":86,"weight":0.09,"status":"pass","detail":"Apache-2.0"},{"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":90,"weight":0.12,"status":"pass","detail":"no major dependency risk hints in public metadata"},{"id":"installability","label":"Install availability","score":92,"weight":0.1,"status":"pass","detail":"npx skills add th3vib3coder/vibe-science --skill vibe-science"},{"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":74,"weight":0.07,"status":"info","detail":"filesystem or document access, database access"},{"id":"repository","label":"Repository evidence","score":86,"weight":0.04,"status":"pass","detail":"https://github.com/th3vib3coder/vibe-science/tree/main/archive/vibe-science-v5.0-codex"},{"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":"16 GitHub stars"},{"status":"fail","label":"Stars/forks activity","detail":"16 stars, 0 forks; issue activity unavailable in current metadata"},{"status":"pass","label":"Recent maintenance","detail":"3d since push"},{"status":"pass","label":"License clarity","detail":"Apache-2.0"},{"status":"info","label":"README/SKILL.md completeness","detail":"Public metadata needs stronger README/SKILL.md context"},{"status":"pass","label":"Dependency/runtime risk","detail":"no major dependency risk hints in public metadata"},{"status":"pass","label":"Install availability","detail":"npx skills add th3vib3coder/vibe-science --skill vibe-science"},{"status":"pass","label":"Install command safety","detail":"standard package or runtime install path"},{"status":"info","label":"Permission surface","detail":"filesystem or document access, database access"},{"status":"pass","label":"Repository evidence","detail":"https://github.com/th3vib3coder/vibe-science/tree/main/archive/vibe-science-v5.0-codex"},{"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":"pass","label":"OpenAgentSkill usage","detail":"10 views, 0 install copies"},{"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":["No explicit safe operating boundaries or security considerations are documented in the provided SKILL.md excerpt.","Financial research output is not financial advice; require human review before any live investment decision.","Low GitHub adoption signal","Quality score needs review","GitHub adoption: 16 GitHub stars","Stars/forks activity: 16 stars, 0 forks; issue activity unavailable in current metadata"],"evidence":{"stars":"16 GitHub stars","repoActivity":"16 stars, 0 forks","lastPushed":"3d since push","license":"Apache-2.0","repository":"https://github.com/th3vib3coder/vibe-science/tree/main/archive/vibe-science-v5.0-codex","install":"npx skills add th3vib3coder/vibe-science --skill vibe-science","installSafety":"standard package or runtime install path","permissionSurface":"filesystem or document access, database access","documentation":"Usable metadata, review docs","agentOutcomes":"No agent outcome data yet"},"installReadiness":{"ready":true,"command":"npx skills add th3vib3coder/vibe-science --skill vibe-science","policy":"human_review_before_install","label":"Human review before install","notes":["Install path is available","Repository evidence is available","License is declared","No Agent Proven outcome evidence yet","3d since push","Financial domain: human review is required before use in a live investment workflow."]},"agentCompatibility":["Codex","Claude Code","Cursor","OpenAgentSkill CLI"],"riskSummary":{"level":"medium","label":"Review before production","notes":["No explicit safe operating boundaries or security considerations are documented in the provided SKILL.md excerpt.","Financial research output is not financial advice; require human review before any live investment decision.","Low GitHub adoption signal","Quality score needs review","GitHub adoption: 16 GitHub stars"]},"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":"human_review_before_install","reason":"Human review or sandbox validation is required before automatic installation."},"bestFor":["research","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","Autonomous investment, trading, tax, or suitability decisions without a qualified human review"],"knownRisks":["No explicit safe operating boundaries or security considerations are documented in the provided SKILL.md excerpt.","Financial research output is not financial advice; require human review before any live investment decision.","Low GitHub adoption signal","Quality score needs review","GitHub adoption: 16 GitHub stars","Stars/forks activity: 16 stars, 0 forks; issue activity unavailable in current metadata"]},"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":54,"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":["Financial research output is not financial advice; require human review before any live investment decision","54/100 agent safety score"]},"auto_install_allowed":false,"human_review_required":true,"blocked":false,"audit_risk":"needs_review","permission_hints":[{"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"},{"id":"database","label":"Database access","reason":"Skill may inspect schemas, query databases, or work with persistent stores.","severity":"medium"}],"policy_warnings":["Financial research output is not financial advice; require human review before any live investment decision"],"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":["Financial research output is not financial advice; require human review before any live investment decision","54/100 agent safety score"]},"eval":{"version":"openagentskill-skill-eval-v1","status":"review","score":67,"risk_level":"medium","decision":{"recommendation":"manual_review","reason":"Test manually in an isolated workspace and compare against safer alternatives.","auto_install_allowed":false,"policy":"review","human_review_required":true},"blockers":[],"warnings":["Trust score: Potentially useful, but at least one trust signal needs human inspection.","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","Permission surface: filesystem or document access, database access","Financial research output is not financial advice; require human review before any live investment decision","No explicit safe operating boundaries or security considerations are documented in the provided SKILL.md excerpt.","The skill relies on multiple auxiliary files (fault taxonomy, judge rubric, etc.) that must be present for correct operation; ensure packaging includes them.","Low GitHub adoption signal","Financial research output is not financial advice; require human review before any live investment decision.","Quality score needs review","GitHub adoption: 16 GitHub stars"],"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 vibe-science before installing it in an agent workflow","research","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 th3vib3coder/vibe-science --skill vibe-science"]},{"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 th3vib3coder/vibe-science --skill vibe-science"]},{"id":"trust_score","label":"Trust score","status":"warn","score":67,"required_for_auto_install":true,"detail":"Potentially useful, but at least one trust signal needs human inspection.","evidence":["Manual review","16 GitHub stars","Apache-2.0"]},{"id":"audit_score","label":"Audit score","status":"warn","score":74,"required_for_auto_install":true,"detail":"Needs review","evidence":["Financial research output is not financial advice; require human review before any live investment decision"]},{"id":"agent_safety_gate","label":"Agent safety gate","status":"warn","score":54,"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.","Financial research output is not financial advice; require human review before any live investment decision"]},{"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":"pass","score":86,"required_for_auto_install":true,"detail":"Apache-2.0","evidence":["Apache-2.0"]},{"id":"recent_maintenance","label":"Recent maintenance","status":"pass","score":100,"required_for_auto_install":false,"detail":"3d since push","evidence":["3d since push"]},{"id":"permission_surface","label":"Permission surface","status":"warn","score":74,"required_for_auto_install":true,"detail":"filesystem or document access, database access","evidence":["Network access: medium","Filesystem access: medium","Database 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/th3vib3coder-vibe-science/evals","api":"/api/agent/evals?slug=th3vib3coder-vibe-science","text":"/api/agent/evals?slug=th3vib3coder-vibe-science&format=text"}},"agent_readable_metadata":{"version":"openagentskill-agent-metadata-v2","skill":{"slug":"th3vib3coder-vibe-science","name":"vibe-science","description":"Scientific research engine with adversarial review, tree search, and serendipity detection. Use when: exploring hypotheses, validating findings against literature, running computational experiments with quality gates, or hunting for unexpected discoveries. Do NOT use for simple Q&A, code editing, or non-research tasks.","category":"research","url":"https://www.openagentskill.com/skills/th3vib3coder-vibe-science","repository":"https://github.com/th3vib3coder/vibe-science/tree/main/archive/vibe-science-v5.0-codex","github_repo":"th3vib3coder/vibe-science"},"suited_tasks":["Research agents workflows","Claude Code teams","builders willing to evaluate younger projects","Search sources","Extract claims","Synthesize findings","Run test suites","Capture failures"],"suited_agents":["Codex","Claude Code","Cursor","OpenAgentSkill CLI","CLI"],"install":{"command":"npx skills add th3vib3coder/vibe-science --skill vibe-science","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 th3vib3coder-vibe-science"},{"id":"codex","label":"Codex","kind":"agent-prompt","value":"Install the \"vibe-science\" agent skill from https://github.com/th3vib3coder/vibe-science/tree/main/archive/vibe-science-v5.0-codex. 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: Scientific research engine with adversarial review, tree search, and serendipity detection. Use when: exploring hypotheses, validating findings against literature, running computational experiments with quality gates, or hunting for unexpected discoveries. Do NOT use for simple Q&A, code editing, or non-research tasks. 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\":\"th3vib3coder-vibe-science\",\"task\":\"Install vibe-science\",\"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 \"vibe-science\" as a Claude Code skill from https://github.com/th3vib3coder/vibe-science/tree/main/archive/vibe-science-v5.0-codex. 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: Scientific research engine with adversarial review, tree search, and serendipity detection. Use when: exploring hypotheses, validating findings against literature, running computational experiments with quality gates, or hunting for unexpected discoveries. Do NOT use for simple Q&A, code editing, or non-research tasks. 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\":\"th3vib3coder-vibe-science\",\"task\":\"Install vibe-science\",\"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 \"vibe-science\" from https://github.com/th3vib3coder/vibe-science/tree/main/archive/vibe-science-v5.0-codex 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: Scientific research engine with adversarial review, tree search, and serendipity detection. Use when: exploring hypotheses, validating findings against literature, running computational experiments with quality gates, or hunting for unexpected discoveries. Do NOT use for simple Q&A, code editing, or non-research tasks. 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\":\"th3vib3coder-vibe-science\",\"task\":\"Install vibe-science\",\"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/th3vib3coder-vibe-science/install","manifest_url":"https://www.openagentskill.com/api/registry/manifest/th3vib3coder-vibe-science"},"trust":{"score":67,"label":"Manual review","version":"trust-score-v4","install_policy":"human_review_before_install","evidence":{"stars":"16 GitHub stars","repoActivity":"16 stars, 0 forks","lastPushed":"3d since push","license":"Apache-2.0","repository":"https://github.com/th3vib3coder/vibe-science/tree/main/archive/vibe-science-v5.0-codex","install":"npx skills add th3vib3coder/vibe-science --skill vibe-science","installSafety":"standard package or runtime install path","permissionSurface":"filesystem or document access, database 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":["research","agent-skill"],"known_risks":["No explicit safe operating boundaries or security considerations are documented in the provided SKILL.md excerpt.","Financial research output is not financial advice; require human review before any live investment decision.","Low GitHub adoption signal","Quality score needs review","GitHub adoption: 16 GitHub stars","Stars/forks activity: 16 stars, 0 forks; issue activity unavailable in current metadata"]},"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":74,"risk_level":"needs_review","risk_label":"Needs review","warnings":["Financial research output is not financial advice; require human review before any live investment decision","No explicit safe operating boundaries or security considerations are documented in the provided SKILL.md excerpt.","The skill relies on multiple auxiliary files (fault taxonomy, judge rubric, etc.) that must be present for correct operation; ensure packaging includes them.","Low GitHub adoption signal","Financial research output is not financial advice; require human review before any live investment decision.","Quality score needs review","GitHub adoption: 16 GitHub stars","Stars/forks activity: 16 stars, 0 forks; issue activity unavailable in current metadata"]},"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":59,"label":"Promising"},"supply":{"track":"Research and knowledge work","scenario":"Research agents","maintenance":"3d since push","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","No explicit safe operating boundaries or security considerations are documented in the provided SKILL.md excerpt.","Financial research output is not financial advice; require human review before any live investment decision","The skill relies on multiple auxiliary files (fault taxonomy, judge rubric, etc.) that must be present for correct operation; ensure packaging includes them.","Financial research output is not financial advice; require human review before any live investment decision.","Quality score needs review"],"agent_contract":{"task_input":"Use vibe-science 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: 67/100 Manual review","Audit: 74/100 Needs review","Safety: 54/100 Avoid automatic install","Review repository, license, install command, and permission surface before production use."],"expected_agent_output":{"selected_skill":"th3vib3coder-vibe-science (vibe-science)","install_command":"npx skills add th3vib3coder/vibe-science --skill vibe-science","risk_summary":"Needs review; Experimental; Review before production","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":"th3vib3coder-vibe-science","task":"Use vibe-science 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/th3vib3coder-vibe-science","api":"https://www.openagentskill.com/api/agent/skills/th3vib3coder-vibe-science","audit":"https://www.openagentskill.com/skills/th3vib3coder-vibe-science/audit","eval":"https://www.openagentskill.com/api/agent/evals?slug=th3vib3coder-vibe-science&task=Use%20vibe-science%20in%20an%20agent%20workflow&max_risk=medium","resolve":"https://www.openagentskill.com/api/agent/resolve?task=Use%20vibe-science%20in%20an%20agent%20workflow&agent=codex&max_risk=medium","receipt":"https://www.openagentskill.com/api/agent/receipt?task=Use%20vibe-science%20in%20an%20agent%20workflow&agent=codex&max_risk=medium&format=text","install":"https://www.openagentskill.com/api/skills/th3vib3coder-vibe-science/install","manifest":"https://www.openagentskill.com/api/registry/manifest/th3vib3coder-vibe-science"}},"machine_metadata":{"version":"openagentskill-agent-metadata-v2","skill":{"slug":"th3vib3coder-vibe-science","name":"vibe-science","description":"Scientific research engine with adversarial review, tree search, and serendipity detection. Use when: exploring hypotheses, validating findings against literature, running computational experiments with quality gates, or hunting for unexpected discoveries. Do NOT use for simple Q&A, code editing, or non-research tasks.","category":"research","url":"https://www.openagentskill.com/skills/th3vib3coder-vibe-science","repository":"https://github.com/th3vib3coder/vibe-science/tree/main/archive/vibe-science-v5.0-codex","github_repo":"th3vib3coder/vibe-science"},"suited_tasks":["Research agents workflows","Claude Code teams","builders willing to evaluate younger projects","Search sources","Extract claims","Synthesize findings","Run test suites","Capture failures"],"suited_agents":["Codex","Claude Code","Cursor","OpenAgentSkill CLI","CLI"],"install":{"command":"npx skills add th3vib3coder/vibe-science --skill vibe-science","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 th3vib3coder-vibe-science"},{"id":"codex","label":"Codex","kind":"agent-prompt","value":"Install the \"vibe-science\" agent skill from https://github.com/th3vib3coder/vibe-science/tree/main/archive/vibe-science-v5.0-codex. 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: Scientific research engine with adversarial review, tree search, and serendipity detection. Use when: exploring hypotheses, validating findings against literature, running computational experiments with quality gates, or hunting for unexpected discoveries. Do NOT use for simple Q&A, code editing, or non-research tasks. 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\":\"th3vib3coder-vibe-science\",\"task\":\"Install vibe-science\",\"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 \"vibe-science\" as a Claude Code skill from https://github.com/th3vib3coder/vibe-science/tree/main/archive/vibe-science-v5.0-codex. 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: Scientific research engine with adversarial review, tree search, and serendipity detection. Use when: exploring hypotheses, validating findings against literature, running computational experiments with quality gates, or hunting for unexpected discoveries. Do NOT use for simple Q&A, code editing, or non-research tasks. 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\":\"th3vib3coder-vibe-science\",\"task\":\"Install vibe-science\",\"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 \"vibe-science\" from https://github.com/th3vib3coder/vibe-science/tree/main/archive/vibe-science-v5.0-codex 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: Scientific research engine with adversarial review, tree search, and serendipity detection. Use when: exploring hypotheses, validating findings against literature, running computational experiments with quality gates, or hunting for unexpected discoveries. Do NOT use for simple Q&A, code editing, or non-research tasks. 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\":\"th3vib3coder-vibe-science\",\"task\":\"Install vibe-science\",\"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/th3vib3coder-vibe-science/install","manifest_url":"https://www.openagentskill.com/api/registry/manifest/th3vib3coder-vibe-science"},"trust":{"score":67,"label":"Manual review","version":"trust-score-v4","install_policy":"human_review_before_install","evidence":{"stars":"16 GitHub stars","repoActivity":"16 stars, 0 forks","lastPushed":"3d since push","license":"Apache-2.0","repository":"https://github.com/th3vib3coder/vibe-science/tree/main/archive/vibe-science-v5.0-codex","install":"npx skills add th3vib3coder/vibe-science --skill vibe-science","installSafety":"standard package or runtime install path","permissionSurface":"filesystem or document access, database 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":["research","agent-skill"],"known_risks":["No explicit safe operating boundaries or security considerations are documented in the provided SKILL.md excerpt.","Financial research output is not financial advice; require human review before any live investment decision.","Low GitHub adoption signal","Quality score needs review","GitHub adoption: 16 GitHub stars","Stars/forks activity: 16 stars, 0 forks; issue activity unavailable in current metadata"]},"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":74,"risk_level":"needs_review","risk_label":"Needs review","warnings":["Financial research output is not financial advice; require human review before any live investment decision","No explicit safe operating boundaries or security considerations are documented in the provided SKILL.md excerpt.","The skill relies on multiple auxiliary files (fault taxonomy, judge rubric, etc.) that must be present for correct operation; ensure packaging includes them.","Low GitHub adoption signal","Financial research output is not financial advice; require human review before any live investment decision.","Quality score needs review","GitHub adoption: 16 GitHub stars","Stars/forks activity: 16 stars, 0 forks; issue activity unavailable in current metadata"]},"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":59,"label":"Promising"},"supply":{"track":"Research and knowledge work","scenario":"Research agents","maintenance":"3d since push","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","No explicit safe operating boundaries or security considerations are documented in the provided SKILL.md excerpt.","Financial research output is not financial advice; require human review before any live investment decision","The skill relies on multiple auxiliary files (fault taxonomy, judge rubric, etc.) that must be present for correct operation; ensure packaging includes them.","Financial research output is not financial advice; require human review before any live investment decision.","Quality score needs review"],"agent_contract":{"task_input":"Use vibe-science 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: 67/100 Manual review","Audit: 74/100 Needs review","Safety: 54/100 Avoid automatic install","Review repository, license, install command, and permission surface before production use."],"expected_agent_output":{"selected_skill":"th3vib3coder-vibe-science (vibe-science)","install_command":"npx skills add th3vib3coder/vibe-science --skill vibe-science","risk_summary":"Needs review; Experimental; Review before production","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":"th3vib3coder-vibe-science","task":"Use vibe-science 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/th3vib3coder-vibe-science","api":"https://www.openagentskill.com/api/agent/skills/th3vib3coder-vibe-science","audit":"https://www.openagentskill.com/skills/th3vib3coder-vibe-science/audit","eval":"https://www.openagentskill.com/api/agent/evals?slug=th3vib3coder-vibe-science&task=Use%20vibe-science%20in%20an%20agent%20workflow&max_risk=medium","resolve":"https://www.openagentskill.com/api/agent/resolve?task=Use%20vibe-science%20in%20an%20agent%20workflow&agent=codex&max_risk=medium","receipt":"https://www.openagentskill.com/api/agent/receipt?task=Use%20vibe-science%20in%20an%20agent%20workflow&agent=codex&max_risk=medium&format=text","install":"https://www.openagentskill.com/api/skills/th3vib3coder-vibe-science/install","manifest":"https://www.openagentskill.com/api/registry/manifest/th3vib3coder-vibe-science"}},"supply_profile":{"track":{"slug":"research","label":"Research and knowledge work","shortLabel":"Research","description":"Deep research, source comparison, literature review, RAG, knowledge search, and reports."},"scenario":{"label":"Research agents","description":"I need my agent to research a topic, compare sources, and produce a concise report.","useCases":[{"slug":"research-agents","title":"Research agents"},{"slug":"testing-qa","title":"Testing and QA"},{"slug":"coding-agents","title":"Coding agents"}]},"applicableAgents":["Claude Code","CLI","Codex","Cursor"],"install":{"ready":true,"command":"npx skills add th3vib3coder/vibe-science --skill vibe-science","primaryTarget":"CLI","targetCount":4},"githubQuality":{"stars":16,"starsLabel":"16","forks":0,"license":"Apache-2.0","qualityScore":59,"trustScore":67,"auditScore":74},"maintenance":{"status":"fresh","label":"3d since push","daysSincePush":3,"lastPushedAt":"2026-08-19T17:56:40+00:00"},"risk":{"level":"needs_review","label":"Needs review","requiresReview":true,"notes":["Financial research output is not financial advice; require human review before any live investment decision","No explicit safe operating boundaries or security considerations are documented in the provided SKILL.md excerpt.","The skill relies on multiple auxiliary files (fault taxonomy, judge rubric, etc.) that must be present for correct operation; ensure packaging includes them.","Low GitHub adoption signal","Financial research output is not financial advice; require human review before any live investment decision."]},"coverageTags":["Research","Research agents","agent-skill"]},"audit":{"audit_score":74,"risk_level":"needs_review","risk_label":"Needs review","quality_score":59,"trust_score":67,"maintenance_score":100,"security_score":79,"install_score":92,"warnings":["Financial research output is not financial advice; require human review before any live investment decision","No explicit safe operating boundaries or security considerations are documented in the provided SKILL.md excerpt.","The skill relies on multiple auxiliary files (fault taxonomy, judge rubric, etc.) that must be present for correct operation; ensure packaging includes them.","Low GitHub adoption signal","Financial research output is not financial advice; require human review before any live investment decision.","Quality score needs review","GitHub adoption: 16 GitHub stars","Stars/forks activity: 16 stars, 0 forks; issue activity unavailable in current metadata"]},"quality_signals":{"model":"v2","star_score":8.61,"usage_score":0,"review_score":5.7,"metadata_score":3,"freshness_score":15},"platforms":["Claude Code"],"use_cases":[{"slug":"research-agents","title":"Research agents","url":"https://www.openagentskill.com/use-cases/research-agents"},{"slug":"testing-qa","title":"Testing and QA","url":"https://www.openagentskill.com/use-cases/testing-qa"},{"slug":"coding-agents","title":"Coding agents","url":"https://www.openagentskill.com/use-cases/coding-agents"},{"slug":"rag-knowledge","title":"RAG and knowledge","url":"https://www.openagentskill.com/use-cases/rag-knowledge"}],"stacks":[{"slug":"research-report-agent","title":"Research report agent","url":"https://www.openagentskill.com/collections/research-report-agent"},{"slug":"coding-review-agent","title":"Coding review agent","url":"https://www.openagentskill.com/collections/coding-review-agent"},{"slug":"rag-knowledge-base","title":"RAG knowledge base","url":"https://www.openagentskill.com/collections/rag-knowledge-base"}],"install":"npx skills add th3vib3coder/vibe-science --skill vibe-science","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 th3vib3coder-vibe-science","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 \"vibe-science\" agent skill from https://github.com/th3vib3coder/vibe-science/tree/main/archive/vibe-science-v5.0-codex. 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: Scientific research engine with adversarial review, tree search, and serendipity detection. Use when: exploring hypotheses, validating findings against literature, running computational experiments with quality gates, or hunting for unexpected discoveries. Do NOT use for simple Q&A, code editing, or non-research tasks. 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\":\"th3vib3coder-vibe-science\",\"task\":\"Install vibe-science\",\"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 \"vibe-science\" as a Claude Code skill from https://github.com/th3vib3coder/vibe-science/tree/main/archive/vibe-science-v5.0-codex. 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: Scientific research engine with adversarial review, tree search, and serendipity detection. Use when: exploring hypotheses, validating findings against literature, running computational experiments with quality gates, or hunting for unexpected discoveries. Do NOT use for simple Q&A, code editing, or non-research tasks. 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\":\"th3vib3coder-vibe-science\",\"task\":\"Install vibe-science\",\"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 \"vibe-science\" from https://github.com/th3vib3coder/vibe-science/tree/main/archive/vibe-science-v5.0-codex 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: Scientific research engine with adversarial review, tree search, and serendipity detection. Use when: exploring hypotheses, validating findings against literature, running computational experiments with quality gates, or hunting for unexpected discoveries. Do NOT use for simple Q&A, code editing, or non-research tasks. 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\":\"th3vib3coder-vibe-science\",\"task\":\"Install vibe-science\",\"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/th3vib3coder/vibe-science/tree/main/archive/vibe-science-v5.0-codex","github_repo":"th3vib3coder/vibe-science","version":"1.0.0","license":"Apache-2.0","urls":{"web":"https://www.openagentskill.com/skills/th3vib3coder-vibe-science","repository":"https://github.com/th3vib3coder/vibe-science/tree/main/archive/vibe-science-v5.0-codex","api":"/api/agent/skills/th3vib3coder-vibe-science","install_api":"/api/skills/th3vib3coder-vibe-science/install"},"meta":{"created_at":"2026-08-20T00:37:13.581942+00:00","updated_at":"2026-08-20T00:37:13.581942+00:00","agent_friendly":true}}