{"slug":"jparkerweb-ai-assist-discovery","name":"ai-assist-discovery","description":"Deep research and analysis workflow for codebases, technologies, domains, ideas, or data. Produces structured documentation with analytical frameworks, confidence-graded findings, and cited sources. Use when evaluating technologies, investigating domains, assessing feasibility, or analyzing codebases in depth.","long_description":"---\nname: ai-assist-discovery\ndescription: \"Deep research and analysis workflow for codebases, technologies, domains, ideas, or data. Produces structured documentation with analytical frameworks, confidence-graded findings, and cited sources. Use when evaluating technologies, investigating domains, assessing feasibility, or analyzing codebases in depth.\"\nargument-hint: \"[topic, path, or question]\"\n---\n\n# DISCOVERY\n\n**Objective:** Produce structured, evidence-backed research documentation with analytical frameworks, confidence-graded findings, and cited sources for any target type.\n**When to use:** Evaluating technologies, investigating domains, analyzing codebases, assessing feasibility, comparing alternatives, or researching data sources.\n\nStart all responses with '🔭 [Discovery Step X: Name]'\n\n## Role\n\nResearch specialist producing structured, evidence-backed documentation. Adapt methodology to target type. Apply analytical frameworks appropriate to depth level. Prioritize authoritative sources: official docs, RFCs, NIST, OWASP.\n\n## Context\n\n**AGENTS.md check:** If `./AGENTS.md` exists, read it — follow project conventions, architecture context, and known patterns. If missing, warn and proceed with standard practices.\n\n**Spec awareness:** If `specs/` has active work, check for in-progress changes that may affect research scope.\n\n**Input:** `$ARGUMENTS` — the research target. A topic, path, technology, domain, question, or combination. If no arguments: ask what to research.\n\n**Target type detection:**\n- **Codebase** — path exists + source files/manifests\n- **Technology** — named tech, library, framework, or tool\n- **Domain** — industry, process, or knowledge area\n- **Idea/Feasibility** — \"can we\", \"should we\", \"what if\" phrasing\n- **Data** — dataset, API, or information source\n\n## Rules\n\n1. **Facts over opinions with confidence grading.** Every claim needs a source. Tag key claims with confidence level. At `deep` depth, include confidence distribution summary.\n2. **Adapt to the target.** Codebase analysis reads files. Tech evaluation compares alternatives. Domain study synthesizes knowledge. Do not force one methodology on all types.\n3. **Hierarchical documentation.** Executive summary → key findings → detailed sections → appendices.\n4. **Sources required.** Cite specific URLs, file paths, doc sections. \"According to the docs\" is not a citation.\n5. **Chat-only output.** Present all findings in chat. Never create files without explicit user permission. Offer to save at session end.\n6. **No fabrication.** Gaps marked as \"not investigated\" are infinitely better than plausible fiction.\n7. **Recommendations are optional and labeled.** Findings are facts. Recommendations in a clearly labeled section.\n8. **Enterprise writing style.** Professional, direct, team-oriented. No personal pronouns.\n\n## Process\n\n### Step 1: Target Identification & Scope\n\n1. Classify target type and detect variants\n2. Determine depth (scan/standard/deep)\n3. Identify sub-topics and research boundaries\n4. Read `references/frameworks.md` for framework selection based on target type, depth, and variant detection rules\n\n> 🔭 [Discovery Step 1] Target: [description]. Type: [type]. Depth: [depth]. Frameworks: [list].\n\n### Step 2: Landscape Scan\n\nBuild broad understanding before going deep. Document conflicting sources — disagreements are findings.\n\n| Type | Scan Focus |\n|------|-----------|\n| Codebase | File tree, entry points, deps, tests, build, doc gaps |\n| Technology | Docs, GitHub metrics, adoption, community, limitations |\n| Domain | Terminology, major players, trends, challenges, regulation |\n| Idea | Prior art, similar implementations, market signals, prerequisites |\n| Data | Schema, volume, quality, access patterns, limitations |\n\n### Step 3: Deep Analysis\n\nUsing the frameworks loaded in Step 1, apply them to gathered evidence. Re-read `references/frameworks.md` if framework details are no longer in context.\n\n1. Gather evidence per sub-topic — code, docs, published data\n2. Cross-reference for consistency; identify contradictions and gaps\n3. Apply selected frameworks — produce tables, matrices, registers\n4. For `deep`: evaluate alternatives, project forward, triangulate across methods\n5. For tech targets: test claims against actual code/docs (do not trust marketing)\n\n### Step 4: Structured Documentation\n\nRead `references/target-templates.md` for the documentation template matching the detected target type.\n\nWrite using the template. Tag key claims with confidence. Include framework outputs as structured sections. At `deep`, add appendices and confidence summary.\n\n### Step 5: Present Findings\n\nRead `references/output-template.md` for the session-end format and self-verification checklist.\n\nPresent all findings in chat. Structure: executive summary → key findings → detailed sections → framework outputs. If updating existing research, merge — do not overwrite.\n\n### Self-Verification Checklist\n\n> Canonical version in `references/output-template.md`. Brief version here for quick reference.\n\n- [ ] Every claim has a cited source\n- [ ] Key claims tagged with confidence level\n- [ ] Target type correctly identified, methodology matched\n- [ ] Depth matches request (scan=concise, standard=frameworks, deep=comprehensive)\n- [ ] Template structure followed for target type\n- [ ] No fabrication — gaps explicitly marked\n- [ ] Source diversity: 5+ at standard, 10+ at deep\n- [ ] Source recency: tech sources <2 years old (flag stale)\n- [ ] Framework outputs present as structured tables/matrices\n\n### Session End\n\n```\n🔭 [Discovery Complete]\n\n**What was done:** [type] research on [topic] at [depth] depth.\n[X] findings across [Y] sub-topics. [Z] sources consulted.\nConfidence: [A]% verified/corroborated, [B]% reported, [C]% inferred.\n```\n\n**Next steps (ask user — do not auto-execute):**\n- Save research to `docs/research/<topic>.md` or `specs/research/<topic>.md`?\n- Deep-dive into a sub-topic?\n- Related: `/ai-assist-project-summary`, `/ai-assist-security-audit`, `/ai-assist-tech-debt`\n\n## Recovery\n\n| Issue | Solution |\n|-------|----------|\n| Target too broad | Ask for top 3 sub-topics or specific angle |\n| No sources | Mark \"unverified\" with methodology note; rely on direct observation |\n| Research doc exists | Read first, merge new findings — do not overwrite |\n| Codebase too large | Focus on entry points, public APIs, architecture — skip generated/vendor |\n| Conflicting sources | Document the conflict explicitly — disagreements are findings |\n\n## Important Reminders\n\n**Response format:** Every response starts with `🔭 [Discovery Step X: Name]`\n\n**Hard rules:** Sources required for every factual claim. No fabrication. Confidence grading on key claims. Prioritize authoritative sources — official docs, RFCs, NIST, OWASP.\n\n**Process rules:** Adapt methodology to target type. Apply frameworks appropriate to depth. Chat-only; offer save at session end. Depth matches request — scan is light, standard includes frameworks, deep is exhaustive.\n\n**Related:** `/ai-assist-project-summary` for project orientation, `/ai-assist-security-audit` for security posture, `/ai-assist-tech-debt` for codebase health.\n","tagline":"Deep research and analysis workflow for codebases, technologies, domains, ideas, or data. Produces structured documentation with analytical frameworks, confidence-graded findings, and cited sources. Use when evaluating technologies, investigating domains, assessing feasibility, o","category":"research","tags":["agent-skill"],"author":"jparkerweb","verified":false,"attribution":{"status":"registry_indexed","statusLabel":"Registry indexed","shortLabel":"REGISTRY INDEXED","sourceLabel":"recursive skill source sync","sourceDetail":"jparkerweb/ai-assist-skills","creatorName":"jparkerweb","creatorUrl":"https://github.com/jparkerweb","sourceUrl":"https://github.com/jparkerweb/ai-assist-skills/tree/main/skills/ai-assist-discovery","indexedBy":"OpenAgentSkill community index","claimUrl":"https://www.openagentskill.com/skills/jparkerweb-ai-assist-discovery#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":88,"forks":12,"verified_installs":0,"successful_runs":0,"total_outcomes":0,"rating":0,"review_count":0,"quality_score":36.6},"quality":{"score":61,"tier":"promising","label":"Promising","summary":"Useful candidate, but compare it with alternatives before adopting.","signals":[{"label":"GitHub stars","value":"88","tone":"neutral"},{"label":"Freshness","value":"Today","tone":"positive"},{"label":"Install ready","value":"Yes","tone":"positive"},{"label":"License","value":"Unknown","tone":"neutral"}],"warnings":["Repository license is unknown, which may create ambiguity about usage rights."]},"trust":{"version":"trust-score-v5","score":60,"base_score":68,"outcome_confidence":0,"tier":"review","label":"Sandbox only","summary":"Useful candidate with missing or mixed trust signals. Keep it in an isolated workspace until the outcome loop proves task fit.","recommendedAction":"Run only in a sandbox and compare close alternatives before using it for real work.","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":["60/100 Trust Score v5","68/100 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":48,"weight":0.13,"status":"warn","detail":"88 GitHub stars"},{"id":"repo_activity","label":"Stars/forks activity","score":48,"weight":0.08,"status":"warn","detail":"88 stars, 12 forks; 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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":"pass","label":"Dependency/runtime risk","detail":"network or browser surface"},{"status":"pass","label":"Install availability","detail":"npx skills add jparkerweb/ai-assist-skills --skill ai-assist-discovery"},{"status":"pass","label":"Install command safety","detail":"standard package or runtime install path"},{"status":"warn","label":"Permission surface","detail":"filesystem or document access, network or browser access"},{"status":"pass","label":"Repository evidence","detail":"https://github.com/jparkerweb/ai-assist-skills/tree/main/skills/ai-assist-discovery"},{"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":"2 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":["Repository license is unknown, which may create ambiguity about usage rights.","Financial research output is not financial advice; require human review before any live investment decision.","License is unclear","Quality score needs review","Permission surface needs review: filesystem or document access, network or browser access","GitHub adoption: 88 GitHub stars","Stars/forks activity: 88 stars, 12 forks; issue activity unavailable in current metadata","License clarity: Unknown","Permission surface: filesystem or document access, network or browser access","No real agent outcome reports yet","Human review required before unattended installation"],"evidence":{"stars":"88 GitHub stars","repoActivity":"88 stars, 12 forks","lastPushed":"Pushed today","license":"Unknown","repository":"https://github.com/jparkerweb/ai-assist-skills/tree/main/skills/ai-assist-discovery","install":"npx skills add jparkerweb/ai-assist-skills --skill ai-assist-discovery","installSafety":"standard package or runtime install path","permissionSurface":"filesystem or document access, network or browser 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 jparkerweb/ai-assist-skills --skill ai-assist-discovery","policy":"human_review_before_install","label":"Human review before install","notes":["Install path is available","Repository evidence is available","License is unclear","No Agent Proven outcome evidence yet","Pushed today","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":["Repository license is unknown, which may create ambiguity about usage rights.","Financial research output is not financial advice; require human review before any live investment decision.","License is unclear","Quality score needs review","Permission surface needs review: filesystem or document access, network or browser 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":"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 jparkerweb/ai-assist-skills --skill ai-assist-discovery","trust_score":60,"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","Commercial reuse before clarifying license terms","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","Commercial reuse before clarifying license terms","Autonomous investment, trading, tax, or suitability decisions without a qualified human review"],"knownRisks":["Repository license is unknown, which may create ambiguity about usage rights.","Financial research output is not financial advice; require human review before any live investment decision.","License is unclear","Quality score needs review","Permission surface needs review: filesystem or document access, network or browser access","GitHub adoption: 88 GitHub stars","Stars/forks activity: 88 stars, 12 forks; issue activity unavailable in current metadata","License clarity: Unknown"],"backward_compatible":{"trust_score_v4":{"version":"trust-score-v4","score":68,"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":60,"base_score":68,"outcome_confidence":0,"tier":"review","label":"Sandbox only","summary":"Useful candidate with missing or mixed trust signals. 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require human review before any live investment decision.","License is unclear","Quality score needs review","Permission surface needs review: filesystem or document access, network or browser access","GitHub adoption: 88 GitHub stars","Stars/forks activity: 88 stars, 12 forks; issue activity unavailable in current metadata","License clarity: Unknown"],"backward_compatible":{"trust_score_v4":{"version":"trust-score-v4","score":68,"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":68,"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":48,"weight":0.13,"status":"warn","detail":"88 GitHub stars"},{"id":"repo_activity","label":"Stars/forks activity","score":48,"weight":0.08,"status":"warn","detail":"88 stars, 12 forks; 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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":"pass","label":"Dependency/runtime risk","detail":"network or browser surface"},{"status":"pass","label":"Install availability","detail":"npx skills add jparkerweb/ai-assist-skills --skill ai-assist-discovery"},{"status":"pass","label":"Install command safety","detail":"standard package or runtime install path"},{"status":"warn","label":"Permission surface","detail":"filesystem or document access, network or browser access"},{"status":"pass","label":"Repository evidence","detail":"https://github.com/jparkerweb/ai-assist-skills/tree/main/skills/ai-assist-discovery"},{"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":"2 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":["Repository license is unknown, which may create ambiguity about usage rights.","Financial research output is not financial advice; require human review before any live investment decision.","License is unclear","Quality score needs review","Permission surface needs review: filesystem or document access, network or browser access","GitHub adoption: 88 GitHub stars","Stars/forks activity: 88 stars, 12 forks; issue activity unavailable in current metadata","License clarity: Unknown","Permission surface: filesystem or document access, network or browser access"],"evidence":{"stars":"88 GitHub stars","repoActivity":"88 stars, 12 forks","lastPushed":"Pushed today","license":"Unknown","repository":"https://github.com/jparkerweb/ai-assist-skills/tree/main/skills/ai-assist-discovery","install":"npx skills add jparkerweb/ai-assist-skills --skill ai-assist-discovery","installSafety":"standard package or runtime install path","permissionSurface":"filesystem or document access, network or browser access","documentation":"Usable metadata, review docs","agentOutcomes":"No agent outcome data yet"},"installReadiness":{"ready":true,"command":"npx skills add jparkerweb/ai-assist-skills --skill ai-assist-discovery","policy":"human_review_before_install","label":"Human review before install","notes":["Install path is available","Repository evidence is available","License is unclear","No Agent Proven outcome evidence yet","Pushed today","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":["Repository license is unknown, which may create ambiguity about usage rights.","Financial research output is not financial advice; require human review before any live investment decision.","License is unclear","Quality score needs review","Permission surface needs review: filesystem or document access, network or browser 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":"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","Commercial reuse before clarifying license terms","Autonomous investment, trading, tax, or suitability decisions without a qualified human review"],"knownRisks":["Repository license is unknown, which may create ambiguity about usage rights.","Financial research output is not financial advice; require human review before any live investment decision.","License is unclear","Quality score needs review","Permission surface needs review: filesystem or document access, network or browser access","GitHub adoption: 88 GitHub stars","Stars/forks activity: 88 stars, 12 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":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":["License is unclear","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":["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":["License is unclear","54/100 agent safety score"]},"eval":{"version":"openagentskill-skill-eval-v1","status":"review","score":68,"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","License clarity: Unknown","Permission surface: filesystem or document access, network or browser access","License is unclear","Permission surface may require sandboxing","Financial research output is not financial advice; require human review before any live investment decision","Repository license is unknown, which may create ambiguity about usage rights.","Financial research output is not financial advice; require human review before any live investment decision.","Quality score needs review"],"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 ai-assist-discovery 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 jparkerweb/ai-assist-skills --skill ai-assist-discovery"]},{"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 jparkerweb/ai-assist-skills --skill ai-assist-discovery"]},{"id":"trust_score","label":"Trust score","status":"warn","score":68,"required_for_auto_install":true,"detail":"Potentially useful, but at least one trust signal needs human inspection.","evidence":["Manual review","88 GitHub stars","Unknown"]},{"id":"audit_score","label":"Audit score","status":"warn","score":74,"required_for_auto_install":true,"detail":"Needs review","evidence":["License is unclear"]},{"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.","License is unclear"]},{"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":"warn","score":60,"required_for_auto_install":true,"detail":"filesystem or document access, network or browser 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/jparkerweb-ai-assist-discovery/evals","api":"/api/agent/evals?slug=jparkerweb-ai-assist-discovery","text":"/api/agent/evals?slug=jparkerweb-ai-assist-discovery&format=text"}},"agent_readable_metadata":{"version":"openagentskill-agent-metadata-v2","skill":{"slug":"jparkerweb-ai-assist-discovery","name":"ai-assist-discovery","description":"Deep research and analysis workflow for codebases, technologies, domains, ideas, or data. 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Use when evaluating technologies, investigating domains, assessing feasibility, or analyzing codebases in depth.","category":"research","url":"https://www.openagentskill.com/skills/jparkerweb-ai-assist-discovery","repository":"https://github.com/jparkerweb/ai-assist-skills/tree/main/skills/ai-assist-discovery","github_repo":"jparkerweb/ai-assist-skills"},"suited_tasks":["Research agents workflows","Claude Code teams","builders willing to evaluate younger projects","Search sources","Extract claims","Synthesize findings","Load football datasets","Compare teams and players"],"suited_agents":["Codex","Claude Code","Cursor","OpenAgentSkill CLI","CLI"],"install":{"command":"npx skills add jparkerweb/ai-assist-skills --skill ai-assist-discovery","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 jparkerweb-ai-assist-discovery"},{"id":"codex","label":"Codex","kind":"agent-prompt","value":"Install the \"ai-assist-discovery\" agent skill from https://github.com/jparkerweb/ai-assist-skills/tree/main/skills/ai-assist-discovery. 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: Deep research and analysis workflow for codebases, technologies, domains, ideas, or data. Produces structured documentation with analytical frameworks, confidence-graded findings, and cited sources. Use when evaluating technologies, investigating domains, assessing feasibility, or analyzing codebases in depth. 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\":\"jparkerweb-ai-assist-discovery\",\"task\":\"Install ai-assist-discovery\",\"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 \"ai-assist-discovery\" as a Claude Code skill from https://github.com/jparkerweb/ai-assist-skills/tree/main/skills/ai-assist-discovery. 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: Deep research and analysis workflow for codebases, technologies, domains, ideas, or data. Produces structured documentation with analytical frameworks, confidence-graded findings, and cited sources. Use when evaluating technologies, investigating domains, assessing feasibility, or analyzing codebases in depth. 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\":\"jparkerweb-ai-assist-discovery\",\"task\":\"Install ai-assist-discovery\",\"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 \"ai-assist-discovery\" from https://github.com/jparkerweb/ai-assist-skills/tree/main/skills/ai-assist-discovery 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: Deep research and analysis workflow for codebases, technologies, domains, ideas, or data. Produces structured documentation with analytical frameworks, confidence-graded findings, and cited sources. Use when evaluating technologies, investigating domains, assessing feasibility, or analyzing codebases in depth. 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\":\"jparkerweb-ai-assist-discovery\",\"task\":\"Install ai-assist-discovery\",\"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/jparkerweb-ai-assist-discovery/install","manifest_url":"https://www.openagentskill.com/api/registry/manifest/jparkerweb-ai-assist-discovery"},"trust":{"score":68,"label":"Manual review","version":"trust-score-v4","install_policy":"human_review_before_install","evidence":{"stars":"88 GitHub stars","repoActivity":"88 stars, 12 forks","lastPushed":"Pushed today","license":"Unknown","repository":"https://github.com/jparkerweb/ai-assist-skills/tree/main/skills/ai-assist-discovery","install":"npx skills add jparkerweb/ai-assist-skills --skill ai-assist-discovery","installSafety":"standard package or runtime install path","permissionSurface":"filesystem or document access, network or browser 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":["Repository license is unknown, which may create ambiguity about usage rights.","Financial research output is not financial advice; require human review before any live investment decision.","License is unclear","Quality score needs review","Permission surface needs review: filesystem or document access, network or browser access","GitHub adoption: 88 GitHub stars","Stars/forks activity: 88 stars, 12 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":74,"risk_level":"needs_review","risk_label":"Needs review","warnings":["License is unclear","Permission surface may require sandboxing","Financial research output is not financial advice; require human review before any live investment decision","Repository license is unknown, which may create ambiguity about usage rights.","Financial research output is not financial advice; require human review before any live investment decision.","Quality score needs review","Permission surface needs review: filesystem or document access, network or browser access","GitHub adoption: 88 GitHub stars"]},"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":61,"label":"Promising"},"supply":{"track":"Research and knowledge work","scenario":"Research agents","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","Repository license is unknown, which may create ambiguity about usage rights.","License is unclear","Permission surface may require sandboxing","Financial research output is not financial advice; require human review before any live investment decision","Financial research output is not financial advice; require human review before any live investment decision.","Quality score needs review"],"agent_contract":{"task_input":"Use ai-assist-discovery 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: 68/100 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":"jparkerweb-ai-assist-discovery (ai-assist-discovery)","install_command":"npx skills add jparkerweb/ai-assist-skills --skill ai-assist-discovery","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":"jparkerweb-ai-assist-discovery","task":"Use ai-assist-discovery 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/jparkerweb-ai-assist-discovery","api":"https://www.openagentskill.com/api/agent/skills/jparkerweb-ai-assist-discovery","audit":"https://www.openagentskill.com/skills/jparkerweb-ai-assist-discovery/audit","eval":"https://www.openagentskill.com/api/agent/evals?slug=jparkerweb-ai-assist-discovery&task=Use%20ai-assist-discovery%20in%20an%20agent%20workflow&max_risk=medium","resolve":"https://www.openagentskill.com/api/agent/resolve?task=Use%20ai-assist-discovery%20in%20an%20agent%20workflow&agent=codex&max_risk=medium","receipt":"https://www.openagentskill.com/api/agent/receipt?task=Use%20ai-assist-discovery%20in%20an%20agent%20workflow&agent=codex&max_risk=medium&format=text","install":"https://www.openagentskill.com/api/skills/jparkerweb-ai-assist-discovery/install","manifest":"https://www.openagentskill.com/api/registry/manifest/jparkerweb-ai-assist-discovery"}},"machine_metadata":{"version":"openagentskill-agent-metadata-v2","skill":{"slug":"jparkerweb-ai-assist-discovery","name":"ai-assist-discovery","description":"Deep research and analysis workflow for codebases, technologies, domains, ideas, or data. Produces structured documentation with analytical frameworks, confidence-graded findings, and cited sources. Use when evaluating technologies, investigating domains, assessing feasibility, or analyzing codebases in depth.","category":"research","url":"https://www.openagentskill.com/skills/jparkerweb-ai-assist-discovery","repository":"https://github.com/jparkerweb/ai-assist-skills/tree/main/skills/ai-assist-discovery","github_repo":"jparkerweb/ai-assist-skills"},"suited_tasks":["Research agents workflows","Claude Code teams","builders willing to evaluate younger projects","Search sources","Extract claims","Synthesize findings","Load football datasets","Compare teams and players"],"suited_agents":["Codex","Claude Code","Cursor","OpenAgentSkill CLI","CLI"],"install":{"command":"npx skills add jparkerweb/ai-assist-skills --skill ai-assist-discovery","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 jparkerweb-ai-assist-discovery"},{"id":"codex","label":"Codex","kind":"agent-prompt","value":"Install the \"ai-assist-discovery\" agent skill from https://github.com/jparkerweb/ai-assist-skills/tree/main/skills/ai-assist-discovery. 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: Deep research and analysis workflow for codebases, technologies, domains, ideas, or data. Produces structured documentation with analytical frameworks, confidence-graded findings, and cited sources. Use when evaluating technologies, investigating domains, assessing feasibility, or analyzing codebases in depth. 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\":\"jparkerweb-ai-assist-discovery\",\"task\":\"Install ai-assist-discovery\",\"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 \"ai-assist-discovery\" as a Claude Code skill from https://github.com/jparkerweb/ai-assist-skills/tree/main/skills/ai-assist-discovery. 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: Deep research and analysis workflow for codebases, technologies, domains, ideas, or data. Produces structured documentation with analytical frameworks, confidence-graded findings, and cited sources. Use when evaluating technologies, investigating domains, assessing feasibility, or analyzing codebases in depth. 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\":\"jparkerweb-ai-assist-discovery\",\"task\":\"Install ai-assist-discovery\",\"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 \"ai-assist-discovery\" from https://github.com/jparkerweb/ai-assist-skills/tree/main/skills/ai-assist-discovery 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: Deep research and analysis workflow for codebases, technologies, domains, ideas, or data. Produces structured documentation with analytical frameworks, confidence-graded findings, and cited sources. Use when evaluating technologies, investigating domains, assessing feasibility, or analyzing codebases in depth. 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\":\"jparkerweb-ai-assist-discovery\",\"task\":\"Install ai-assist-discovery\",\"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/jparkerweb-ai-assist-discovery/install","manifest_url":"https://www.openagentskill.com/api/registry/manifest/jparkerweb-ai-assist-discovery"},"trust":{"score":68,"label":"Manual review","version":"trust-score-v4","install_policy":"human_review_before_install","evidence":{"stars":"88 GitHub stars","repoActivity":"88 stars, 12 forks","lastPushed":"Pushed today","license":"Unknown","repository":"https://github.com/jparkerweb/ai-assist-skills/tree/main/skills/ai-assist-discovery","install":"npx skills add jparkerweb/ai-assist-skills --skill ai-assist-discovery","installSafety":"standard package or runtime install path","permissionSurface":"filesystem or document access, network or browser 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":["Repository license is unknown, which may create ambiguity about usage rights.","Financial research output is not financial advice; require human review before any live investment decision.","License is unclear","Quality score needs review","Permission surface needs review: filesystem or document access, network or browser access","GitHub adoption: 88 GitHub stars","Stars/forks activity: 88 stars, 12 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":74,"risk_level":"needs_review","risk_label":"Needs review","warnings":["License is unclear","Permission surface may require sandboxing","Financial research output is not financial advice; require human review before any live investment decision","Repository license is unknown, which may create ambiguity about usage rights.","Financial research output is not financial advice; require human review before any live investment decision.","Quality score needs review","Permission surface needs review: filesystem or document access, network or browser access","GitHub adoption: 88 GitHub stars"]},"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":61,"label":"Promising"},"supply":{"track":"Research and knowledge work","scenario":"Research agents","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","Repository license is unknown, which may create ambiguity about usage rights.","License is unclear","Permission surface may require sandboxing","Financial research output is not financial advice; require human review before any live investment decision","Financial research output is not financial advice; require human review before any live investment decision.","Quality score needs review"],"agent_contract":{"task_input":"Use ai-assist-discovery 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: 68/100 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":"jparkerweb-ai-assist-discovery (ai-assist-discovery)","install_command":"npx skills add jparkerweb/ai-assist-skills --skill ai-assist-discovery","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":"jparkerweb-ai-assist-discovery","task":"Use ai-assist-discovery 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/jparkerweb-ai-assist-discovery","api":"https://www.openagentskill.com/api/agent/skills/jparkerweb-ai-assist-discovery","audit":"https://www.openagentskill.com/skills/jparkerweb-ai-assist-discovery/audit","eval":"https://www.openagentskill.com/api/agent/evals?slug=jparkerweb-ai-assist-discovery&task=Use%20ai-assist-discovery%20in%20an%20agent%20workflow&max_risk=medium","resolve":"https://www.openagentskill.com/api/agent/resolve?task=Use%20ai-assist-discovery%20in%20an%20agent%20workflow&agent=codex&max_risk=medium","receipt":"https://www.openagentskill.com/api/agent/receipt?task=Use%20ai-assist-discovery%20in%20an%20agent%20workflow&agent=codex&max_risk=medium&format=text","install":"https://www.openagentskill.com/api/skills/jparkerweb-ai-assist-discovery/install","manifest":"https://www.openagentskill.com/api/registry/manifest/jparkerweb-ai-assist-discovery"}},"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":"sports-analytics","title":"Sports analytics"},{"slug":"github-automation","title":"GitHub automation"}]},"applicableAgents":["Claude Code","CLI","Codex","Cursor"],"install":{"ready":true,"command":"npx skills add jparkerweb/ai-assist-skills --skill ai-assist-discovery","primaryTarget":"CLI","targetCount":4},"githubQuality":{"stars":88,"starsLabel":"88","forks":12,"license":"Unknown","qualityScore":61,"trustScore":68,"auditScore":74},"maintenance":{"status":"fresh","label":"Pushed today","daysSincePush":0,"lastPushedAt":"2026-08-22T17:34:04+00:00"},"risk":{"level":"needs_review","label":"Needs review","requiresReview":true,"notes":["License is unclear","Permission surface may require sandboxing","Financial research output is not financial advice; require human review before any live investment decision","Repository license is unknown, which may create ambiguity about usage rights.","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":61,"trust_score":68,"maintenance_score":100,"security_score":72,"install_score":92,"warnings":["License is unclear","Permission surface may require sandboxing","Financial research output is not financial advice; require human review before any live investment decision","Repository license is unknown, which may create ambiguity about usage rights.","Financial research output is not financial advice; require human review before any live investment decision.","Quality score needs review","Permission surface needs review: filesystem or document access, network or browser access","GitHub adoption: 88 GitHub stars","Stars/forks activity: 88 stars, 12 forks; issue activity unavailable in current metadata","License clarity: Unknown","Permission surface: filesystem or document access, network or browser access"]},"quality_signals":{"model":"v2","star_score":13.65,"usage_score":0,"review_score":4.95,"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":"sports-analytics","title":"Sports analytics","url":"https://www.openagentskill.com/use-cases/sports-analytics"},{"slug":"github-automation","title":"GitHub automation","url":"https://www.openagentskill.com/use-cases/github-automation"},{"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":"rag-knowledge-base","title":"RAG knowledge base","url":"https://www.openagentskill.com/collections/rag-knowledge-base"},{"slug":"browser-qa-agent","title":"Browser QA agent","url":"https://www.openagentskill.com/collections/browser-qa-agent"}],"install":"npx skills add jparkerweb/ai-assist-skills --skill ai-assist-discovery","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 jparkerweb-ai-assist-discovery","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 \"ai-assist-discovery\" agent skill from https://github.com/jparkerweb/ai-assist-skills/tree/main/skills/ai-assist-discovery. 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: Deep research and analysis workflow for codebases, technologies, domains, ideas, or data. Produces structured documentation with analytical frameworks, confidence-graded findings, and cited sources. Use when evaluating technologies, investigating domains, assessing feasibility, or analyzing codebases in depth. 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\":\"jparkerweb-ai-assist-discovery\",\"task\":\"Install ai-assist-discovery\",\"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 \"ai-assist-discovery\" as a Claude Code skill from https://github.com/jparkerweb/ai-assist-skills/tree/main/skills/ai-assist-discovery. 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: Deep research and analysis workflow for codebases, technologies, domains, ideas, or data. Produces structured documentation with analytical frameworks, confidence-graded findings, and cited sources. Use when evaluating technologies, investigating domains, assessing feasibility, or analyzing codebases in depth. 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\":\"jparkerweb-ai-assist-discovery\",\"task\":\"Install ai-assist-discovery\",\"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 \"ai-assist-discovery\" from https://github.com/jparkerweb/ai-assist-skills/tree/main/skills/ai-assist-discovery 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: Deep research and analysis workflow for codebases, technologies, domains, ideas, or data. Produces structured documentation with analytical frameworks, confidence-graded findings, and cited sources. Use when evaluating technologies, investigating domains, assessing feasibility, or analyzing codebases in depth. 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\":\"jparkerweb-ai-assist-discovery\",\"task\":\"Install ai-assist-discovery\",\"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/jparkerweb/ai-assist-skills/tree/main/skills/ai-assist-discovery","github_repo":"jparkerweb/ai-assist-skills","version":"1.0.0","license":"Unknown","urls":{"web":"https://www.openagentskill.com/skills/jparkerweb-ai-assist-discovery","repository":"https://github.com/jparkerweb/ai-assist-skills/tree/main/skills/ai-assist-discovery","api":"/api/agent/skills/jparkerweb-ai-assist-discovery","install_api":"/api/skills/jparkerweb-ai-assist-discovery/install"},"meta":{"created_at":"2026-08-21T08:36:25.366951+00:00","updated_at":"2026-08-23T03:35:17.583942+00:00","agent_friendly":true}}