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Verified; Low metadata risk","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":"unstructured-io-unstructured","task":"Use Unstructured 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/unstructured-io-unstructured","api":"https://www.openagentskill.com/api/agent/skills/unstructured-io-unstructured","audit":"https://www.openagentskill.com/skills/unstructured-io-unstructured/audit","eval":"https://www.openagentskill.com/api/agent/evals?slug=unstructured-io-unstructured&task=Use%20Unstructured%20in%20an%20agent%20workflow&max_risk=medium","resolve":"https://www.openagentskill.com/api/agent/resolve?task=Use%20Unstructured%20in%20an%20agent%20workflow&agent=codex&max_risk=medium","receipt":"https://www.openagentskill.com/api/agent/receipt?task=Use%20Unstructured%20in%20an%20agent%20workflow&agent=codex&max_risk=medium&format=text","install":"https://www.openagentskill.com/api/skills/unstructured-io-unstructured/install","manifest":"https://www.openagentskill.com/api/registry/manifest/unstructured-io-unstructured"}},"platforms":["HTML","PDF"],"use_cases":[{"slug":"document-processing","title":"Document processing","url":"https://www.openagentskill.com/use-cases/document-processing"},{"slug":"rag-knowledge","title":"RAG and knowledge","url":"https://www.openagentskill.com/use-cases/rag-knowledge"},{"slug":"web-scraping","title":"Web scraping","url":"https://www.openagentskill.com/use-cases/web-scraping"},{"slug":"research-agents","title":"Research agents","url":"https://www.openagentskill.com/use-cases/research-agents"}],"install":"npx skills add Unstructured-IO/unstructured","install_targets":[{"id":"openagentskill-cli","label":"CLI","title":"OpenAgentSkill CLI","kind":"command","value":"npx --yes https://github.com/Leon-Drq/openagentskill/releases/download/cli-v0.3.0/openagentskill-0.3.0.tgz add unstructured-io-unstructured","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 \"Unstructured\" agent skill from https://github.com/Unstructured-IO/unstructured. 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: Convert documents to structured data effortlessly. Unstructured is open-source ETL solution for transforming complex documents into clean, structured formats for language models. Visit our website to learn more about our enterprise grade Platform product for production grade workflows, partitioning, enrichments, chunking and embedding. 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\":\"unstructured-io-unstructured\",\"task\":\"Install Unstructured\",\"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 \"Unstructured\" as a Claude Code skill from https://github.com/Unstructured-IO/unstructured. 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: Convert documents to structured data effortlessly. Unstructured is open-source ETL solution for transforming complex documents into clean, structured formats for language models. Visit our website to learn more about our enterprise grade Platform product for production grade workflows, partitioning, enrichments, chunking and embedding. 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\":\"unstructured-io-unstructured\",\"task\":\"Install Unstructured\",\"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 \"Unstructured\" from https://github.com/Unstructured-IO/unstructured 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: Convert documents to structured data effortlessly. Unstructured is open-source ETL solution for transforming complex documents into clean, structured formats for language models. Visit our website to learn more about our enterprise grade Platform product for production grade workflows, partitioning, enrichments, chunking and embedding. 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\":\"unstructured-io-unstructured\",\"task\":\"Install Unstructured\",\"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/Unstructured-IO/unstructured","github_repo":"Unstructured-IO/unstructured","version":"1.0.0","license":"Apache-2.0","updated_at":"2026-09-01T11:59:28.941454+00:00","canonical_key":"unstructured-io/unstructured","recommendation_reasons":["Matches task terms: unstructured","Strong GitHub adoption: 14,967 stars","Install handoff is available","Repository freshness signal is available","Registry match score 99"],"urls":{"web":"https://www.openagentskill.com/skills/unstructured-io-unstructured","api":"https://www.openagentskill.com/api/agent/skills/unstructured-io-unstructured","install_api":"https://www.openagentskill.com/api/skills/unstructured-io-unstructured/install","audit":"https://www.openagentskill.com/skills/unstructured-io-unstructured/audit","repository":"https://github.com/Unstructured-IO/unstructured"}},{"rank":2,"match_type":"exact","match_score":31,"raw_match_score":315.3,"semantic_relevance":84,"ranking_signals":{"retrieval":296,"semantic":84,"quality":10.7,"projectPopularity":8.6,"verifiedOutcomes":0,"verifiedSource":0},"slug":"aws-samples-uncovering-hidden-connections-in-unstructured-financial-data","name":"Uncovering Hidden Connections In Unstructured Financial Data","description":"Uncovering Hidden Connections in Unstructured Financial Data using Amazon Bedrock and Amazon Neptune","tagline":"Uncovering Hidden Connections in Unstructured Financial Data using Amazon Bedrock and Amazon Neptune","category":"finance","tags":["finance","financial-data","analysis","amazon-bedrock","amazon-neptune","amazon-textract","api-gateway","cloudfront","dynamodb","ecs"],"author":{"name":"aws-samples","verified":false,"url":"https://github.com/aws-samples"},"attribution":{"status":"community_indexed","statusLabel":"Community indexed","shortLabel":"COMMUNITY INDEXED","sourceLabel":"GitHub star discovery","sourceDetail":"aws-samples/uncovering-hidden-connections-in-unstructured-financial-data","creatorName":"aws-samples","creatorUrl":"https://github.com/aws-samples","sourceUrl":"https://github.com/aws-samples/uncovering-hidden-connections-in-unstructured-financial-data","indexedBy":"OpenAgentSkill community index","claimUrl":"https://www.openagentskill.com/skills/aws-samples-uncovering-hidden-connections-in-unstructured-financial-data#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":51,"forks":11,"verified_installs":0,"install_attempts":0,"successful_runs":0,"total_outcomes":0,"downloads":0,"rating":0,"review_count":0,"quality_score":42.71},"quality":{"score":62,"tier":"promising","label":"Promising","summary":"Useful candidate, but compare it with alternatives before adopting.","signals":[{"label":"GitHub stars","value":"51","tone":"neutral"},{"label":"Freshness","value":"3mo ago","tone":"positive"},{"label":"Install ready","value":"Yes","tone":"positive"},{"label":"License","value":"MIT-0","tone":"neutral"}],"warnings":[]},"trust":{"version":"trust-score-v4","score":74,"tier":"strong","label":"Strong shortlist","summary":"Good trust signals with a few areas worth checking before rollout.","recommendedAction":"Test in a sandbox workflow and compare its install path with close alternatives.","dimensions":[{"id":"github_adoption","label":"GitHub adoption","score":48,"weight":0.13,"status":"warn","detail":"51 GitHub stars"},{"id":"repo_activity","label":"Stars/forks activity","score":48,"weight":0.08,"status":"warn","detail":"51 stars, 11 forks; issue activity unavailable in current metadata"},{"id":"maintenance","label":"Recent maintenance","score":88,"weight":0.14,"status":"pass","detail":"3mo since push"},{"id":"license","label":"License clarity","score":86,"weight":0.09,"status":"pass","detail":"MIT-0"},{"id":"documentation","label":"README/SKILL.md completeness","score":66,"weight":0.14,"status":"info","detail":"Public metadata needs stronger README/SKILL.md context"},{"id":"dependency_risk","label":"Dependency/runtime risk","score":82,"weight":0.12,"status":"pass","detail":"network or browser surface"},{"id":"installability","label":"Install availability","score":92,"weight":0.1,"status":"pass","detail":"npx skills add aws-samples/uncovering-hidden-connections-in-unstructured-financial-data"},{"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":86,"weight":0.07,"status":"pass","detail":"network or browser access"},{"id":"repository","label":"Repository evidence","score":86,"weight":0.04,"status":"pass","detail":"https://github.com/aws-samples/uncovering-hidden-connections-in-unstructured-financial-data"},{"id":"review_status","label":"Review status","score":88,"weight":0.05,"status":"pass","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":"warn","label":"GitHub adoption","detail":"51 GitHub stars"},{"status":"warn","label":"Stars/forks activity","detail":"51 stars, 11 forks; issue activity unavailable in current metadata"},{"status":"pass","label":"Recent maintenance","detail":"3mo since push"},{"status":"pass","label":"License clarity","detail":"MIT-0"},{"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 aws-samples/uncovering-hidden-connections-in-unstructured-financial-data"},{"status":"pass","label":"Install command safety","detail":"standard package or runtime install path"},{"status":"pass","label":"Permission surface","detail":"network or browser access"},{"status":"pass","label":"Repository evidence","detail":"https://github.com/aws-samples/uncovering-hidden-connections-in-unstructured-financial-data"},{"status":"pass","label":"Review status","detail":"AI review data available"},{"status":"info","label":"Agent Proven outcomes","detail":"No agent outcome data yet"},{"status":"warn","label":"Ownership","detail":"No approved owner claim yet"},{"status":"info","label":"OpenAgentSkill usage","detail":"No local usage activity yet"},{"status":"info","label":"Agent outcomes","detail":"No agent outcome data yet"}],"strengths":["AI review approved","Install path is available","Repository evidence is available","Recently maintained repository","Install command has no obvious high-risk pattern"],"warnings":["Financial research output is not financial advice; require human review before any live investment decision.","Quality score needs review","Documentation summary is thin","GitHub adoption: 51 GitHub stars","Stars/forks activity: 51 stars, 11 forks; issue activity unavailable in current metadata"],"evidence":{"stars":"51 GitHub stars","repoActivity":"51 stars, 11 forks","lastPushed":"3mo since push","license":"MIT-0","repository":"https://github.com/aws-samples/uncovering-hidden-connections-in-unstructured-financial-data","install":"npx skills add aws-samples/uncovering-hidden-connections-in-unstructured-financial-data","installSafety":"standard package or runtime install path","permissionSurface":"network or browser access","documentation":"Usable metadata, review docs","agentOutcomes":"No agent outcome data yet"},"installReadiness":{"ready":true,"command":"npx skills add aws-samples/uncovering-hidden-connections-in-unstructured-financial-data","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","3mo since push","Financial domain: human review is required before use in a live investment workflow."]},"agentCompatibility":["JavaScript","Financial Data","Codex","Claude Code","Cursor","OpenAgentSkill CLI"],"riskSummary":{"level":"medium","label":"Review before production","notes":["Financial research output is not financial advice; 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require human review before any live investment decision.","Quality score needs review","Documentation summary is thin","GitHub adoption: 51 GitHub stars","Stars/forks activity: 51 stars, 11 forks; issue activity unavailable in current metadata"]},"safety":{"score":64,"level":"review_before_install","label":"Review before install","safety_tier":{"tier":"reviewed","label":"Reviewed with permission notes","badge":"REVIEWED","summary":"Usable candidate, but the agent should surface permission and audit notes before installation.","recommended_action":"Require human approval before installing into a real workspace.","auto_install_policy":"review","reasons":["Documentation summary is thin","64/100 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"}],"policy_warnings":["Documentation summary is thin"],"constraints_applied":{"max_risk":"medium","needs_install_command":true,"min_stars":0}},"safety_gate":{"tier":"reviewed","label":"Reviewed with permission notes","badge":"REVIEWED","auto_install_policy":"review","auto_install_allowed":false,"human_review_required":true,"blocked":false,"recommended_action":"Require human approval before installing into a real workspace.","reasons":["Documentation summary is thin","64/100 agent safety score"]},"supply_profile":{"track":{"slug":"finance","label":"Finance and quant workflows","shortLabel":"Finance","description":"Market data, SEC filings, portfolio analysis, quant research, backtesting, and risk workflows."},"scenario":{"label":"Finance and quant","description":"I need my agent to analyze markets, financial data, filings, portfolios, and quant strategies.","useCases":[{"slug":"finance-quant","title":"Finance and quant"},{"slug":"data-analysis","title":"Data analysis"},{"slug":"web-scraping","title":"Web scraping"}]},"applicableAgents":["CLI","Codex","Claude Code","Cursor","JavaScript"],"install":{"ready":true,"command":"npx skills add aws-samples/uncovering-hidden-connections-in-unstructured-financial-data","primaryTarget":"CLI","targetCount":4},"githubQuality":{"stars":51,"starsLabel":"51","forks":11,"license":"MIT-0","qualityScore":62,"trustScore":74,"auditScore":76},"maintenance":{"status":"active","label":"3mo since push","daysSincePush":80,"lastPushedAt":"2026-06-20T05:56:20+00:00"},"risk":{"level":"needs_review","label":"Needs review","requiresReview":true,"notes":["Documentation summary is thin","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","GitHub adoption: 51 GitHub stars"]},"coverageTags":["Finance","Finance and quant","financial-data","analysis","amazon-bedrock","amazon-neptune","amazon-textract","api-gateway"]},"audit":{"audit_score":76,"risk_level":"needs_review","risk_label":"Needs review","warnings":["Documentation summary is thin","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","GitHub adoption: 51 GitHub stars"]},"decision":{"readiness_score":61,"readiness_label":"Prototype first","headline":"Fallback candidate for Finance and quant","role":"Fallback candidate","primary_fit":"Finance and quant","best_for":["Finance and quant workflows","general agent builders","builders willing to evaluate younger projects"],"risks":["No OpenAgentSkill engagement data yet"],"next_steps":["Install it in a sandbox agent and run one Finance and quant task end to end.","Compare output quality, latency, and failure behavior against at least one alternative.","Promote it into production only after reviewing repository permissions, license, and maintenance signals."]},"agent_readable_metadata":{"version":"openagentskill-agent-metadata-v2","skill":{"slug":"aws-samples-uncovering-hidden-connections-in-unstructured-financial-data","name":"Uncovering Hidden Connections In Unstructured Financial Data","description":"Uncovering Hidden Connections in Unstructured Financial Data using Amazon Bedrock and Amazon Neptune","category":"finance","url":"https://www.openagentskill.com/skills/aws-samples-uncovering-hidden-connections-in-unstructured-financial-data","repository":"https://github.com/aws-samples/uncovering-hidden-connections-in-unstructured-financial-data","github_repo":"aws-samples/uncovering-hidden-connections-in-unstructured-financial-data"},"suited_tasks":["Finance and quant workflows","general agent builders","builders willing to evaluate younger projects","Retrieve market data","Compare financial signals","Generate investor-ready analysis","Load tabular data","Calculate trends"],"suited_agents":["JavaScript","Financial Data","Codex","Claude Code","Cursor","OpenAgentSkill CLI","CLI"],"install":{"command":"npx skills add aws-samples/uncovering-hidden-connections-in-unstructured-financial-data","ready":true,"targets":[{"id":"openagentskill-cli","label":"CLI","kind":"command","value":"npx --yes https://github.com/Leon-Drq/openagentskill/releases/download/cli-v0.3.0/openagentskill-0.3.0.tgz add aws-samples-uncovering-hidden-connections-in-unstructured-financial-data"},{"id":"codex","label":"Codex","kind":"agent-prompt","value":"Install the \"Uncovering Hidden Connections In Unstructured Financial Data\" agent skill from https://github.com/aws-samples/uncovering-hidden-connections-in-unstructured-financial-data. 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: Uncovering Hidden Connections in Unstructured Financial Data using Amazon Bedrock and Amazon Neptune 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\":\"aws-samples-uncovering-hidden-connections-in-unstructured-financial-data\",\"task\":\"Install Uncovering Hidden Connections In Unstructured Financial Data\",\"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 \"Uncovering Hidden Connections In Unstructured Financial Data\" as a Claude Code skill from https://github.com/aws-samples/uncovering-hidden-connections-in-unstructured-financial-data. 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: Uncovering Hidden Connections in Unstructured Financial Data using Amazon Bedrock and Amazon Neptune 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\":\"aws-samples-uncovering-hidden-connections-in-unstructured-financial-data\",\"task\":\"Install Uncovering Hidden Connections In Unstructured Financial Data\",\"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 \"Uncovering Hidden Connections In Unstructured Financial Data\" from https://github.com/aws-samples/uncovering-hidden-connections-in-unstructured-financial-data 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: Uncovering Hidden Connections in Unstructured Financial Data using Amazon Bedrock and Amazon Neptune 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\":\"aws-samples-uncovering-hidden-connections-in-unstructured-financial-data\",\"task\":\"Install Uncovering Hidden Connections In Unstructured Financial Data\",\"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/aws-samples-uncovering-hidden-connections-in-unstructured-financial-data/install","manifest_url":"https://www.openagentskill.com/api/registry/manifest/aws-samples-uncovering-hidden-connections-in-unstructured-financial-data"},"trust":{"score":74,"label":"Strong shortlist","version":"trust-score-v4","install_policy":"human_review_before_install","evidence":{"stars":"51 GitHub stars","repoActivity":"51 stars, 11 forks","lastPushed":"3mo since push","license":"MIT-0","repository":"https://github.com/aws-samples/uncovering-hidden-connections-in-unstructured-financial-data","install":"npx skills add aws-samples/uncovering-hidden-connections-in-unstructured-financial-data","installSafety":"standard package or runtime install path","permissionSurface":"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":["finance","financial-data","analysis","amazon-bedrock","amazon-neptune","amazon-textract"],"known_risks":["Financial research output is not financial advice; require human review before any live investment decision.","Quality score needs review","Documentation summary is thin","GitHub adoption: 51 GitHub stars","Stars/forks activity: 51 stars, 11 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":76,"risk_level":"needs_review","risk_label":"Needs review","warnings":["Documentation summary is thin","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","GitHub adoption: 51 GitHub stars","Stars/forks activity: 51 stars, 11 forks; issue activity unavailable in current metadata"]},"safety_gate":{"tier":"reviewed","label":"Reviewed with permission notes","auto_install_policy":"review","auto_install_allowed":false,"human_review_required":true,"blocked":false,"recommended_action":"Require human approval before installing into a real workspace."},"quality":{"score":62,"label":"Promising"},"supply":{"track":"Finance and quant workflows","scenario":"Finance and quant","maintenance":"3mo since push","risk":"Needs review"},"alternative_skills":[],"do_not_use_when":["teams that need a vendor-supported SLA","high-compliance environments without internal security review","No OpenAgentSkill engagement data yet","Documentation summary is thin","Financial research output is not financial advice; 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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: Uncovering Hidden Connections in Unstructured Financial Data using Amazon Bedrock and Amazon Neptune 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\":\"aws-samples-uncovering-hidden-connections-in-unstructured-financial-data\",\"task\":\"Install Uncovering Hidden Connections In Unstructured Financial Data\",\"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 \"Uncovering Hidden Connections In Unstructured Financial Data\" as a Claude Code skill from https://github.com/aws-samples/uncovering-hidden-connections-in-unstructured-financial-data. 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: Uncovering Hidden Connections in Unstructured Financial Data using Amazon Bedrock and Amazon Neptune 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\":\"aws-samples-uncovering-hidden-connections-in-unstructured-financial-data\",\"task\":\"Install Uncovering Hidden Connections In Unstructured Financial Data\",\"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 \"Uncovering Hidden Connections In Unstructured Financial Data\" from https://github.com/aws-samples/uncovering-hidden-connections-in-unstructured-financial-data 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: Uncovering Hidden Connections in Unstructured Financial Data using Amazon Bedrock and Amazon Neptune 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\":\"aws-samples-uncovering-hidden-connections-in-unstructured-financial-data\",\"task\":\"Install Uncovering Hidden Connections In Unstructured Financial Data\",\"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/aws-samples-uncovering-hidden-connections-in-unstructured-financial-data/install","manifest_url":"https://www.openagentskill.com/api/registry/manifest/aws-samples-uncovering-hidden-connections-in-unstructured-financial-data"},"trust":{"score":74,"label":"Strong shortlist","version":"trust-score-v4","install_policy":"human_review_before_install","evidence":{"stars":"51 GitHub stars","repoActivity":"51 stars, 11 forks","lastPushed":"3mo since push","license":"MIT-0","repository":"https://github.com/aws-samples/uncovering-hidden-connections-in-unstructured-financial-data","install":"npx skills add aws-samples/uncovering-hidden-connections-in-unstructured-financial-data","installSafety":"standard package or runtime install path","permissionSurface":"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":["finance","financial-data","analysis","amazon-bedrock","amazon-neptune","amazon-textract"],"known_risks":["Financial research output is not financial advice; require human review before any live investment decision.","Quality score needs review","Documentation summary is thin","GitHub adoption: 51 GitHub stars","Stars/forks activity: 51 stars, 11 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":76,"risk_level":"needs_review","risk_label":"Needs review","warnings":["Documentation summary is thin","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","GitHub adoption: 51 GitHub stars","Stars/forks activity: 51 stars, 11 forks; issue activity unavailable in current metadata"]},"safety_gate":{"tier":"reviewed","label":"Reviewed with permission notes","auto_install_policy":"review","auto_install_allowed":false,"human_review_required":true,"blocked":false,"recommended_action":"Require human approval before installing into a real workspace."},"quality":{"score":62,"label":"Promising"},"supply":{"track":"Finance and quant workflows","scenario":"Finance and quant","maintenance":"3mo since push","risk":"Needs review"},"alternative_skills":[],"do_not_use_when":["teams that need a vendor-supported SLA","high-compliance environments without internal security review","No OpenAgentSkill engagement data yet","Documentation summary is thin","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","GitHub adoption: 51 GitHub stars"],"agent_contract":{"task_input":"Use Uncovering Hidden Connections In Unstructured Financial Data in an agent workflow","recommended_action":"Require human approval before installing into a real workspace.","install_policy":"review","minimum_review_before_use":["Trust: 74/100 Strong shortlist","Audit: 76/100 Needs review","Safety: 64/100 Review before install","Review repository, license, install command, and permission surface before production use."],"expected_agent_output":{"selected_skill":"aws-samples-uncovering-hidden-connections-in-unstructured-financial-data (Uncovering Hidden Connections In Unstructured Financial Data)","install_command":"npx skills add aws-samples/uncovering-hidden-connections-in-unstructured-financial-data","risk_summary":"Needs review; Reviewed with permission notes; 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":"aws-samples-uncovering-hidden-connections-in-unstructured-financial-data","task":"Use Uncovering Hidden Connections In Unstructured Financial Data 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/aws-samples-uncovering-hidden-connections-in-unstructured-financial-data","api":"https://www.openagentskill.com/api/agent/skills/aws-samples-uncovering-hidden-connections-in-unstructured-financial-data","audit":"https://www.openagentskill.com/skills/aws-samples-uncovering-hidden-connections-in-unstructured-financial-data/audit","eval":"https://www.openagentskill.com/api/agent/evals?slug=aws-samples-uncovering-hidden-connections-in-unstructured-financial-data&task=Use%20Uncovering%20Hidden%20Connections%20In%20Unstructured%20Financial%20Data%20in%20an%20agent%20workflow&max_risk=medium","resolve":"https://www.openagentskill.com/api/agent/resolve?task=Use%20Uncovering%20Hidden%20Connections%20In%20Unstructured%20Financial%20Data%20in%20an%20agent%20workflow&agent=codex&max_risk=medium","receipt":"https://www.openagentskill.com/api/agent/receipt?task=Use%20Uncovering%20Hidden%20Connections%20In%20Unstructured%20Financial%20Data%20in%20an%20agent%20workflow&agent=codex&max_risk=medium&format=text","install":"https://www.openagentskill.com/api/skills/aws-samples-uncovering-hidden-connections-in-unstructured-financial-data/install","manifest":"https://www.openagentskill.com/api/registry/manifest/aws-samples-uncovering-hidden-connections-in-unstructured-financial-data"}},"platforms":["JavaScript","Financial Data"],"use_cases":[{"slug":"finance-quant","title":"Finance and quant","url":"https://www.openagentskill.com/use-cases/finance-quant"},{"slug":"data-analysis","title":"Data analysis","url":"https://www.openagentskill.com/use-cases/data-analysis"},{"slug":"web-scraping","title":"Web scraping","url":"https://www.openagentskill.com/use-cases/web-scraping"},{"slug":"research-agents","title":"Research agents","url":"https://www.openagentskill.com/use-cases/research-agents"}],"install":"npx skills add aws-samples/uncovering-hidden-connections-in-unstructured-financial-data","install_targets":[{"id":"openagentskill-cli","label":"CLI","title":"OpenAgentSkill CLI","kind":"command","value":"npx --yes https://github.com/Leon-Drq/openagentskill/releases/download/cli-v0.3.0/openagentskill-0.3.0.tgz add aws-samples-uncovering-hidden-connections-in-unstructured-financial-data","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 \"Uncovering Hidden Connections In Unstructured Financial Data\" agent skill from https://github.com/aws-samples/uncovering-hidden-connections-in-unstructured-financial-data. 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: Uncovering Hidden Connections in Unstructured Financial Data using Amazon Bedrock and Amazon Neptune 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\":\"aws-samples-uncovering-hidden-connections-in-unstructured-financial-data\",\"task\":\"Install Uncovering Hidden Connections In Unstructured Financial Data\",\"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 \"Uncovering Hidden Connections In Unstructured Financial Data\" as a Claude Code skill from https://github.com/aws-samples/uncovering-hidden-connections-in-unstructured-financial-data. 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: Uncovering Hidden Connections in Unstructured Financial Data using Amazon Bedrock and Amazon Neptune 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\":\"aws-samples-uncovering-hidden-connections-in-unstructured-financial-data\",\"task\":\"Install Uncovering Hidden Connections In Unstructured Financial Data\",\"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 \"Uncovering Hidden Connections In Unstructured Financial Data\" from https://github.com/aws-samples/uncovering-hidden-connections-in-unstructured-financial-data 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: Uncovering Hidden Connections in Unstructured Financial Data using Amazon Bedrock and Amazon Neptune 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\":\"aws-samples-uncovering-hidden-connections-in-unstructured-financial-data\",\"task\":\"Install Uncovering Hidden Connections In Unstructured Financial Data\",\"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/aws-samples/uncovering-hidden-connections-in-unstructured-financial-data","github_repo":"aws-samples/uncovering-hidden-connections-in-unstructured-financial-data","version":"1.0.0","license":"MIT-0","updated_at":"2026-09-01T11:59:28.941454+00:00","canonical_key":"aws-samples/uncovering-hidden-connections-in-unstructured-financial-data","recommendation_reasons":["Matches task terms: unstructured","Install handoff is available","Repository freshness signal is available","Registry match score 31"],"urls":{"web":"https://www.openagentskill.com/skills/aws-samples-uncovering-hidden-connections-in-unstructured-financial-data","api":"https://www.openagentskill.com/api/agent/skills/aws-samples-uncovering-hidden-connections-in-unstructured-financial-data","install_api":"https://www.openagentskill.com/api/skills/aws-samples-uncovering-hidden-connections-in-unstructured-financial-data/install","audit":"https://www.openagentskill.com/skills/aws-samples-uncovering-hidden-connections-in-unstructured-financial-data/audit","repository":"https://github.com/aws-samples/uncovering-hidden-connections-in-unstructured-financial-data"}}],"meta":{"endpoint":"/api/skills/search","canonical_agent_endpoint":"/api/agent/resolve","ranking_model":"hybrid-v2-task-fit-quality-outcomes","shortlist_policy":"Return one best match plus up to four distinct alternatives; suppress unrelated direct-name matches.","lookup_intent":true,"exact_match_found":true,"match_counts":{"exact":2,"near":0,"related":0},"no_match_message":null,"safety_policy":"Blocked candidates are excluded by default. Pass include_blocked=true only for manual audit workflows.","agent_friendly":true,"api_version":"1.0","generated_at":"2026-09-08T07:31:45.139Z"}}