{"slug":"aws-database-migration-service-expertise","name":"database-migration-service-expertise","description":"AWS Database Migration Service (DMS) operational review and troubleshooting","long_description":"---\nname: database-migration-service-expertise\ndescription: AWS Database Migration Service (DMS) operational review and troubleshooting\n skill. Conducts best practices validation, health assessments, performance diagnostics,\n cost optimization reviews, and migration cutover guidance. Triggers on requests like\n \"DMS review\", \"DMS health check\", \"DMS troubleshooting\", \"migration assessment\",\n \"DMS best practices audit\", \"DMS cost optimization\", \"replication instance review\",\n \"CDC latency issue\", or \"DMS task failure\".\nmetadata:\n author: tabhiman\n version: \"1.0.0\"\n aws-devops-agent-skills.agent-types: \"Chat tasks, Evaluation\"\n aws-devops-agent-skills.aws-services: \"AWS Database Migration Service\"\n aws-devops-agent-skills.technical-domains: \"Database\"\n---\n\n# AWS DMS Operational Review & Troubleshooting\n\nConduct comprehensive operational reviews, best practices validation, troubleshooting,\nand cost optimization assessments for AWS Database Migration Service (DMS) environments\naligned with AWS Well-Architected principles.\n\n## When to Use\n\nActivate this skill when the user asks to:\n- Review, audit, or assess DMS configurations\n- Check DMS best practices compliance\n- Troubleshoot DMS task failures, latency, or connectivity issues\n- Evaluate DMS cost optimization opportunities\n- Plan or execute a database migration cutover\n- Assess DMS version deprecations and upgrade paths\n- Run a pre-migration assessment\n- Evaluate DMS Serverless vs provisioned suitability\n- Investigate data validation mismatches\n- Review DMS homogeneous data migration options\n\n## Step 1: Identify Target Resources\n\nAsk the user which DMS resources to review. Accept:\n- Specific replication instance names and regions\n- Specific replication task identifiers\n- \"all instances\" in a specific region\n- \"all instances in all regions\"\n\nQuery AWS APIs to discover DMS resources:\n- List replication instances across the configured account regions\n- List replication tasks and their states\n- List endpoints and connectivity status\n\n## Step 2: Collect DMS Configuration\n\nFor EACH replication instance and its associated tasks, gather the following data using AWS APIs.\n\n### 2.1 Replication Instance Config\nEngine version, instance class, Multi-AZ, storage, public accessibility, KMS encryption, auto-upgrade, VPC/subnet configuration, pending maintenance actions.\n\n```bash\naws dms describe-replication-instances --profile --region \naws dms describe-pending-maintenance-actions --profile --region \n```\n\n### 2.2 Replication Tasks\nTask identifiers, status, migration type, table mappings, task settings, CDC start positions, last failure messages, stop reasons, replication task statistics.\n\n```bash\naws dms describe-replication-tasks --profile --region \n```\n\n### 2.3 Endpoints\nEndpoint identifiers, types (source/target), engine names, SSL mode, connection status, Secrets Manager integration, security group configurations.\n\n```bash\naws dms describe-endpoints --profile --region \naws dms describe-connections --filter Name=endpoint-arn,Values= --profile --region \n```\n\n### 2.4 Table Statistics\nPer-table state, row counts, validation state, error rows, DDL counts.\n\n```bash\naws dms describe-table-statistics --replication-task-arn --profile --region \n```\n\n### 2.5 DMS Serverless (if applicable)\nReplication configs, serverless replications, DCU utilization.\n\n```bash\naws dms describe-replication-configs --profile --region \naws dms describe-replications --profile --region \n```\n\n### 2.6 Version and Deprecation Data\nAvailable engine versions, pending maintenance actions, AWS Health events.\n\n```bash\naws dms describe-orderable-replication-instances --query \"OrderableReplicationInstances[*].EngineVersion\" --profile --region \naws health describe-events --filter '{\"services\":[\"DMS\"],\"eventTypeCategories\":[\"scheduledChange\"]}' --profile --region us-east-1\n```\n\n> **Note:** AWS Health API is a global service and must be called with `--region us-east-1` regardless of where DMS resources are deployed.\n\n## Step 3: Collect Observability Data (7-Day Historical)\n\n### 3.1 CloudWatch Metrics (7 days)\n\n**Replication Instance Metrics** (namespace: AWS/DMS):\n- CPUUtilization (Average, Maximum)\n- FreeableMemory (Average, Minimum)\n- SwapUsage (Average, Maximum)\n- DiskQueueDepth (Average, Maximum)\n- ReadIOPS / WriteIOPS (Average, Maximum)\n- ReadLatency / WriteLatency (Average, Maximum)\n- NetworkTransmitThroughput (Average)\n- NetworkReceiveThroughput (Average)\n\n**Task Metrics** (namespace: AWS/DMS):\n- CDCLatencySource (Average, Maximum)\n- CDCLatencyTarget (Average, Maximum)\n- CDCIncomingChanges (Average, Maximum)\n- CDCChangesMemorySource (Average, Maximum)\n- CDCChangesDiskSource (Maximum)\n- CDCChangesDiskTarget (Maximum)\n- FullLoadThroughputBandwidthTarget (Average)\n- FullLoadThroughputRowsTarget (Average)\n\n**DMS Serverless** (namespace: AWS/DMS, if applicable):\n- ServerlessTotalCapacityUnits (Average, Maximum)\n\n### 3.2 CloudWatch Logs (7 days)\n\nQuery task logs for error patterns:\n- `ERROR` — general errors (count)\n- Network/connectivity errors (`Network error`, `Connection lost`, `timeout`)\n- Memory/resource errors (`out of memory`, `OOM`, `swap`)\n- CDC-specific errors (WAL, binlog, LogMiner patterns)\n- Data/constraint errors (`truncation`, `constraint`, `duplicate key`)\n\n### 3.3 AWS Health Events\n\nQuery DMS scheduled changes and deprecation notices:\n- Upcoming engine version deprecations\n- Pending mandatory maintenance actions\n- Certificate expirations\n\n## Step 4: Analyze Against Best Practices\n\nEvaluate ALL collected data against these categories. Assign severity to every finding: CRITICAL, HIGH, MEDIUM, LOW, or INFO.\n\nReference: `references/dms-best-practices.md` for detailed best practices.\nReference: `references/dms-validation-checklist.md` for validation criteria and thresholds.\nReference: `references/dms-version-reference.md` for version lifecycle and known issues.\n\n### 4.1 Instance Health (25 points)\n\n- Instance status (must be \"available\")\n- Engine version currency (EOL → CRITICAL; not on latest or latest-1 active version → HIGH)\n- Instance class appropriate (CPU < 80%, Memory > 20% free)\n- Multi-AZ for production CDC tasks\n- Storage utilization (< 80%)\n- Not publicly accessible\n- KMS encryption enabled\n- Auto minor version upgrade enabled (non-prod)\n\n### 4.2 Task Health (25 points)\n\n- Task status (running/stopped, not failed/error)\n- No tables in error/suspended state\n- Logging enabled on all tasks\n- CDC latency within thresholds (< 120s)\n- Recovery checkpoint exists\n- No full load error rows\n- Task settings follow best practices (LOB mode, parallelism, batch apply)\n\n### 4.3 Endpoint Security (20 points)\n\n- SSL/TLS enabled on all endpoints (SslMode != \"none\")\n- Secrets Manager integration for credentials\n- Connection tests passing\n- Security groups restrict access (no 0.0.0.0/0)\n- VPC endpoints configured for AWS services\n- Private subnet placement (not publicly accessible)\n\n### 4.4 Performance (15 points)\n\n- CPU utilization within thresholds (< 80% avg)\n- Freeable memory adequate (> 2 GB minimum)\n- No swap usage (SwapUsage = 0)\n- Disk queue depth normal (< 10)\n- No sustained disk-based CDC caching (CDCChangesDisk* = 0)\n- CDC throughput adequate for workload\n\n### 4.5 Cost Efficiency (15 points)\n\n- No over-provisioned instances (CPU avg > 20% for 7+ days)\n- No idle instances (no running tasks for 7+ days)\n- Multi-AZ justified (production/critical only)\n- Debug logging disabled in production\n- Same-engine migrations using homogeneous/native tools where applicable\n- DMS Serverless evaluated for variable workloads\n\n## Step 5: Troubleshooting (When Applicable)\n\nWhen the user reports an active issue, follow this structured approach:\n\n### Phase 0: Version Check (Always First)\nCheck DMS engine version and cross-reference with `references/dms-version-reference.md` for known bugs.\n\n### Phase 1: Error Classification\nRoute by error category:\n\n| Error Pattern | Category | Diagnostic Path |\n|---------------|----------|-----------------|\n| Network error, Connection lost, timeout | Connectivity | Network diagnostics |\n| Memory, OOM, swap, disk full | Resource Exhaustion | Instance metrics |\n| CDCLatency, falling behind | Performance/Latency | CDC metrics analysis |\n| Data truncation, type mismatch | Data Mismatch | Table statistics |\n| Table error, suspended, DDL | Table-Level Failure | Table reload |\n| Credential, authentication, access denied | Auth/Permissions | Endpoint test |\n| SSL, certificate, handshake | SSL/TLS | Certificate check |\n| Task stops without clear error | Silent Failure | Comprehensive check |\n\n### Phase 2: Targeted Diagnostics\nFollow the appropriate diagnostic path using AWS CLI commands to gather evidence.\n\n### Phase 3: Log Analysis\nQuery CloudWatch Logs with engine-specific filter patterns (Oracle/PostgreSQL/MySQL/SQL Server).\n\n## Step 6: Migration Cutover Guidance (When Applicable)\n\nWhen the user is planning or executing a cutover:\n\n### Pre-Cutover Checklist (T-7 to T-1 days)\n- CDC latency at zero\n- No tables in error\n- Validation passing\n- No pending maintenance\n- Instance resources healthy\n- Recovery checkpoint exists\n- Target schema matches source\n- Application connection strings prepared\n- Rollback plan documented\n\n### Cutover Execution (T-0)\n1. Final latency check\n2. Stop application writes to source\n3. Wait for CDC to drain (zero latency)\n4. Run final validation\n5. Stop DMS task\n6. Switch application to target\n7. Validate application\n8. Monitor (T+0 to T+24h)\n\n### Rollback Procedure\nDocumented steps to revert to source if cutover fails.\n\n### Post-Cutover Cleanup (T+3 to T+7 days)\nResource deletion and documentation updates.\n\n## Step 7: Generate Report\n\n**Generate a separate shareable report artifact for EACH environment reviewed.**\n\nArtifact naming: `dms-review--.md`\nExample: `dms-review-prod-replication-2026-07-22.md`\n\nFor each environment, create the artifact as a Markdown document with these sections:\n\n### Report Header\n```\n# DMS Operational Review — \nAccount: | Region: | Date: | Engine Version: \n```\n\n### Executive Summary\n- Environment health: ✅ HEALTHY / ⚠️ WARNINGS / ❌ CRITICAL\n- Health Score: XX/100 [Rating]\n- Finding counts by severity\n- Top 3 critical/high items\n\n### Health Score Breakdown\n| Category | Score | Key Issues |\n|----------|-------|------------|\n| Instance Health | XX/25 | [list issues] |\n| Task Health | XX/25 | [list issues] |\n| Endpoint Security | XX/20 | [list issues] |\n| Performance | XX/15 | [list issues] |\n| Cost Efficiency | XX/15 | [list issues] |\n\n### Resource Inventory\n| Resource Type | Count | Status Summary |\n|---------------|-------|----------------|\n\n### Findings by Category\nFor each of the 5 categories above, present:\n| # | Finding | Severity | Current State | Recommendation |\n|---|---------|----------|---------------|----------------|\n\n### CloudWatch Metrics (7-Day)\n| Metric | Category | 7-Day Avg | 7-Day Max | Status | Finding |\n|--------|----------|-----------|-----------|--------|---------|\n\n### CloudWatch Logs Analysis (7-Day)\n| Pattern | Occurrences | Severity | Finding |\n|---------|-------------|----------|---------|\n\n### Version & Deprecation Status\nAll instances with version, EOL status, upgrade recommendations.\n\n### Cost Optimization Opportunities\n| # | Opportunity | Resource | Estimated Savings | Risk Level |\n|---|-------------|----------|-------------------|------------|\n\n### Priority Matrix\n| # | Finding | Severity | Category | Effort | Impact |\n|---|---------|----------|----------|--------|--------|\nAll findings sorted by severity.\n\n### Next Steps\n- Immediate (CRITICAL/HIGH — 7 days)\n- Short-term (MEDIUM — 30 days)\n- Long-term (LOW — 90 days)\n\n### Appendix\nRefer to the AWS DMS documentation for detailed guidance on bes","tagline":"AWS Database Migration Service (DMS) operational review and troubleshooting","category":"data-analysis","tags":["agent-skill"],"author":"aws","verified":false,"attribution":{"status":"registry_indexed","statusLabel":"Registry indexed","shortLabel":"REGISTRY INDEXED","sourceLabel":"recursive skill source sync","sourceDetail":"aws/tools-for-devops-agent","creatorName":"aws","creatorUrl":"https://github.com/aws","sourceUrl":"https://github.com/aws/tools-for-devops-agent/tree/main/skills/database-migration-service-expertise","indexedBy":"OpenAgentSkill community index","claimUrl":"https://www.openagentskill.com/skills/aws-database-migration-service-expertise#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":42,"forks":38,"verified_installs":0,"successful_runs":0,"total_outcomes":0,"rating":0,"review_count":0,"quality_score":34.98},"quality":{"score":63,"tier":"promising","label":"Promising","summary":"Useful candidate, but compare it with alternatives before adopting.","signals":[{"label":"GitHub stars","value":"42","tone":"neutral"},{"label":"Freshness","value":"7d ago","tone":"positive"},{"label":"Install ready","value":"Yes","tone":"positive"},{"label":"License","value":"Apache-2.0","tone":"neutral"}],"warnings":["Low GitHub adoption signal"]},"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":"sandbox_only","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":"42 GitHub stars"},{"id":"repo_activity","label":"Stars/forks activity","score":48,"weight":0.08,"status":"warn","detail":"42 stars, 38 forks; issue activity unavailable in current metadata"},{"id":"maintenance","label":"Recent maintenance","score":100,"weight":0.14,"status":"pass","detail":"7d since push"},{"id":"license","label":"License clarity","score":86,"weight":0.09,"status":"pass","detail":"Apache-2.0"},{"id":"documentation","label":"README/SKILL.md completeness","score":70,"weight":0.14,"status":"info","detail":"Public metadata needs stronger README/SKILL.md context"},{"id":"dependency_risk","label":"Dependency/runtime risk","score":38,"weight":0.12,"status":"fail","detail":"command execution surface, credential or environment access"},{"id":"installability","label":"Install availability","score":92,"weight":0.1,"status":"pass","detail":"npx skills add aws/tools-for-devops-agent --skill database-migration-service-expertise"},{"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":18,"weight":0.07,"status":"fail","detail":"secrets or environment access, shell or command execution"},{"id":"repository","label":"Repository evidence","score":86,"weight":0.04,"status":"pass","detail":"https://github.com/aws/tools-for-devops-agent/tree/main/skills/database-migration-service-expertise"},{"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":"42 GitHub stars"},{"status":"warn","label":"Stars/forks activity","detail":"42 stars, 38 forks; issue activity unavailable in current metadata"},{"status":"pass","label":"Recent maintenance","detail":"7d since push"},{"status":"pass","label":"License clarity","detail":"Apache-2.0"},{"status":"info","label":"README/SKILL.md completeness","detail":"Public metadata needs stronger README/SKILL.md context"},{"status":"fail","label":"Dependency/runtime risk","detail":"command execution surface, credential or environment access"},{"status":"pass","label":"Install availability","detail":"npx skills add aws/tools-for-devops-agent --skill database-migration-service-expertise"},{"status":"pass","label":"Install command safety","detail":"standard package or runtime install path"},{"status":"fail","label":"Permission surface","detail":"secrets or environment access, shell or command execution"},{"status":"pass","label":"Repository evidence","detail":"https://github.com/aws/tools-for-devops-agent/tree/main/skills/database-migration-service-expertise"},{"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","Outcome loop is ready but needs first real agent run"],"warnings":["Financial research output is not financial advice; require human review before any live investment decision.","This skill may touch real-money trading, broker, wallet, or exchange operations; use only in a sandbox with explicit approval.","Low GitHub adoption signal","Quality score needs review","Permission surface needs review: secrets or environment access, shell or command execution","GitHub adoption: 42 GitHub stars","Stars/forks activity: 42 stars, 38 forks; issue activity unavailable in current metadata","Dependency/runtime risk: command execution surface, credential or environment access","Permission surface: secrets or environment access, shell or command execution","No real agent outcome reports yet","Human review required before unattended installation"],"evidence":{"stars":"42 GitHub stars","repoActivity":"42 stars, 38 forks","lastPushed":"7d since push","license":"Apache-2.0","repository":"https://github.com/aws/tools-for-devops-agent/tree/main/skills/database-migration-service-expertise","install":"npx skills add aws/tools-for-devops-agent --skill database-migration-service-expertise","installSafety":"standard package or runtime install path","permissionSurface":"secrets or environment access, shell or command execution","documentation":"Usable metadata, review docs","agentOutcomes":"No agent outcome data yet","agentProvenScore":0,"outcomeConfidence":"0%","installPolicy":"sandbox_only"},"installReadiness":{"ready":true,"command":"npx skills add aws/tools-for-devops-agent --skill database-migration-service-expertise","policy":"sandbox_only","label":"Sandbox only","notes":["Install path is available","Repository evidence is available","License is declared","No Agent Proven outcome evidence yet","7d since push","Financial domain: human review is required before use in a live investment workflow.","Trust Score v5 requires review or sandbox-only use before install."]},"agentCompatibility":["Codex","Claude Code","Cursor","OpenAgentSkill CLI"],"riskSummary":{"level":"medium","label":"Review before production","notes":["Financial research output is not financial advice; require human review before any live investment decision.","This skill may touch real-money trading, broker, wallet, or exchange operations; use only in a sandbox with explicit approval.","Low GitHub adoption signal","Quality score needs review","Permission surface needs review: secrets or environment access, shell or command execution"]},"outcomeEvidence":{"total":0,"successes":0,"failures":0,"notRelevant":0,"successRate":null,"installAttempts":0,"riskBlocked":0,"setupRequired":0,"installSuccessRate":null,"avgOutputQuality":null,"avgTimeToUsefulMs":null,"productionOutcomes":0,"humanReviewRequired":0,"recentSuccessRate":null,"recentFailureRate":null,"uniqueAgents":0,"agentProvenScore":0,"agentProvenLabel":"Needs first agent run","lastOutcomeAt":null,"label":"No agent outcome data yet"},"autoInstall":{"allowed":false,"sandboxRequired":true,"policy":"sandbox_only","reason":"Compare alternatives before installing."},"outcome_loop":{"version":"openagentskill-agent-outcome-v4","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","source_version"],"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":["data-analysis","agent-skill"],"suited_agents":["Codex","Claude Code","Cursor","OpenAgentSkill CLI"],"install_command":"npx skills add aws/tools-for-devops-agent --skill database-migration-service-expertise","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","Autonomous investment, trading, tax, or suitability decisions without a qualified human review","Live brokerage, exchange, wallet, or payment credentials outside an explicitly approved sandbox"],"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":["data-analysis","agent-skill"],"doNotUseFor":["Production credentials, payments, or irreversible account changes without explicit human review","Sensitive private data before reviewing repository code, license, and permission surface","Automatic installation in a production workspace","Autonomous investment, trading, tax, or suitability decisions without a qualified human review","Live brokerage, exchange, wallet, or payment credentials outside an explicitly approved sandbox"],"knownRisks":["Financial research output is not financial advice; require human review before any live investment decision.","This skill may touch real-money trading, broker, wallet, or exchange operations; use only in a sandbox with explicit approval.","Low GitHub adoption signal","Quality score needs review","Permission surface needs review: secrets or environment access, shell or command execution","GitHub adoption: 42 GitHub stars","Stars/forks activity: 42 stars, 38 forks; issue activity unavailable in current metadata","Dependency/runtime risk: command execution surface, credential or environment access"],"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. 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":"sandbox_only","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":"42 GitHub stars"},{"id":"repo_activity","label":"Stars/forks activity","score":48,"weight":0.08,"status":"warn","detail":"42 stars, 38 forks; issue activity unavailable in current metadata"},{"id":"maintenance","label":"Recent maintenance","score":100,"weight":0.14,"status":"pass","detail":"7d since push"},{"id":"license","label":"License clarity","score":86,"weight":0.09,"status":"pass","detail":"Apache-2.0"},{"id":"documentation","label":"README/SKILL.md completeness","score":70,"weight":0.14,"status":"info","detail":"Public metadata needs stronger README/SKILL.md context"},{"id":"dependency_risk","label":"Dependency/runtime risk","score":38,"weight":0.12,"status":"fail","detail":"command execution surface, credential or environment access"},{"id":"installability","label":"Install availability","score":92,"weight":0.1,"status":"pass","detail":"npx skills add aws/tools-for-devops-agent --skill database-migration-service-expertise"},{"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":18,"weight":0.07,"status":"fail","detail":"secrets or environment access, shell or command execution"},{"id":"repository","label":"Repository evidence","score":86,"weight":0.04,"status":"pass","detail":"https://github.com/aws/tools-for-devops-agent/tree/main/skills/database-migration-service-expertise"},{"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":"42 GitHub stars"},{"status":"warn","label":"Stars/forks activity","detail":"42 stars, 38 forks; issue activity unavailable in current metadata"},{"status":"pass","label":"Recent maintenance","detail":"7d since push"},{"status":"pass","label":"License clarity","detail":"Apache-2.0"},{"status":"info","label":"README/SKILL.md completeness","detail":"Public metadata needs stronger README/SKILL.md context"},{"status":"fail","label":"Dependency/runtime risk","detail":"command execution surface, credential or environment access"},{"status":"pass","label":"Install availability","detail":"npx skills add aws/tools-for-devops-agent --skill database-migration-service-expertise"},{"status":"pass","label":"Install command safety","detail":"standard package or runtime install path"},{"status":"fail","label":"Permission surface","detail":"secrets or environment access, shell or command execution"},{"status":"pass","label":"Repository evidence","detail":"https://github.com/aws/tools-for-devops-agent/tree/main/skills/database-migration-service-expertise"},{"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","Outcome loop is ready but needs first real agent run"],"warnings":["Financial research output is not financial advice; require human review before any live investment decision.","This skill may touch real-money trading, broker, wallet, or exchange operations; use only in a sandbox with explicit approval.","Low GitHub adoption signal","Quality score needs review","Permission surface needs review: secrets or environment access, shell or command execution","GitHub adoption: 42 GitHub stars","Stars/forks activity: 42 stars, 38 forks; issue activity unavailable in current metadata","Dependency/runtime risk: command execution surface, credential or environment access","Permission surface: secrets or environment access, shell or command execution","No real agent outcome reports yet","Human review required before unattended installation"],"evidence":{"stars":"42 GitHub stars","repoActivity":"42 stars, 38 forks","lastPushed":"7d since push","license":"Apache-2.0","repository":"https://github.com/aws/tools-for-devops-agent/tree/main/skills/database-migration-service-expertise","install":"npx skills add aws/tools-for-devops-agent --skill database-migration-service-expertise","installSafety":"standard package or runtime install path","permissionSurface":"secrets or environment access, shell or command execution","documentation":"Usable metadata, review docs","agentOutcomes":"No agent outcome data yet","agentProvenScore":0,"outcomeConfidence":"0%","installPolicy":"sandbox_only"},"installReadiness":{"ready":true,"command":"npx skills add aws/tools-for-devops-agent --skill database-migration-service-expertise","policy":"sandbox_only","label":"Sandbox only","notes":["Install path is available","Repository evidence is available","License is declared","No Agent Proven outcome evidence yet","7d since push","Financial domain: human review is required before use in a live investment workflow.","Trust Score v5 requires review or sandbox-only use before install."]},"agentCompatibility":["Codex","Claude Code","Cursor","OpenAgentSkill CLI"],"riskSummary":{"level":"medium","label":"Review before production","notes":["Financial research output is not financial advice; require human review before any live investment decision.","This skill may touch real-money trading, broker, wallet, or exchange operations; use only in a sandbox with explicit approval.","Low GitHub adoption signal","Quality score needs review","Permission surface needs review: secrets or environment access, shell or command execution"]},"outcomeEvidence":{"total":0,"successes":0,"failures":0,"notRelevant":0,"successRate":null,"installAttempts":0,"riskBlocked":0,"setupRequired":0,"installSuccessRate":null,"avgOutputQuality":null,"avgTimeToUsefulMs":null,"productionOutcomes":0,"humanReviewRequired":0,"recentSuccessRate":null,"recentFailureRate":null,"uniqueAgents":0,"agentProvenScore":0,"agentProvenLabel":"Needs first agent run","lastOutcomeAt":null,"label":"No agent outcome data yet"},"autoInstall":{"allowed":false,"sandboxRequired":true,"policy":"sandbox_only","reason":"Compare alternatives before installing."},"outcome_loop":{"version":"openagentskill-agent-outcome-v4","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","source_version"],"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":["data-analysis","agent-skill"],"suited_agents":["Codex","Claude Code","Cursor","OpenAgentSkill CLI"],"install_command":"npx skills add aws/tools-for-devops-agent --skill database-migration-service-expertise","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","Autonomous investment, trading, tax, or suitability decisions without a qualified human review","Live brokerage, exchange, wallet, or payment credentials outside an explicitly approved sandbox"],"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":["data-analysis","agent-skill"],"doNotUseFor":["Production credentials, payments, or irreversible account changes without explicit human review","Sensitive private data before reviewing repository code, license, and permission surface","Automatic installation in a production workspace","Autonomous investment, trading, tax, or suitability decisions without a qualified human review","Live brokerage, exchange, wallet, or payment credentials outside an explicitly approved sandbox"],"knownRisks":["Financial research output is not financial advice; require human review before any live investment decision.","This skill may touch real-money trading, broker, wallet, or exchange operations; use only in a sandbox with explicit approval.","Low GitHub adoption signal","Quality score needs review","Permission surface needs review: secrets or environment access, shell or command execution","GitHub adoption: 42 GitHub stars","Stars/forks activity: 42 stars, 38 forks; issue activity unavailable in current metadata","Dependency/runtime risk: command execution surface, credential or environment access"],"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":"42 GitHub stars"},{"id":"repo_activity","label":"Stars/forks activity","score":48,"weight":0.08,"status":"warn","detail":"42 stars, 38 forks; issue activity unavailable in current metadata"},{"id":"maintenance","label":"Recent maintenance","score":100,"weight":0.14,"status":"pass","detail":"7d since push"},{"id":"license","label":"License clarity","score":86,"weight":0.09,"status":"pass","detail":"Apache-2.0"},{"id":"documentation","label":"README/SKILL.md completeness","score":70,"weight":0.14,"status":"info","detail":"Public metadata needs stronger README/SKILL.md context"},{"id":"dependency_risk","label":"Dependency/runtime risk","score":38,"weight":0.12,"status":"fail","detail":"command execution surface, credential or environment access"},{"id":"installability","label":"Install availability","score":92,"weight":0.1,"status":"pass","detail":"npx skills add aws/tools-for-devops-agent --skill database-migration-service-expertise"},{"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":18,"weight":0.07,"status":"fail","detail":"secrets or environment access, shell or command execution"},{"id":"repository","label":"Repository evidence","score":86,"weight":0.04,"status":"pass","detail":"https://github.com/aws/tools-for-devops-agent/tree/main/skills/database-migration-service-expertise"},{"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":"42 GitHub stars"},{"status":"warn","label":"Stars/forks activity","detail":"42 stars, 38 forks; issue activity unavailable in current metadata"},{"status":"pass","label":"Recent maintenance","detail":"7d since push"},{"status":"pass","label":"License clarity","detail":"Apache-2.0"},{"status":"info","label":"README/SKILL.md completeness","detail":"Public metadata needs stronger README/SKILL.md context"},{"status":"fail","label":"Dependency/runtime risk","detail":"command execution surface, credential or environment access"},{"status":"pass","label":"Install availability","detail":"npx skills add aws/tools-for-devops-agent --skill database-migration-service-expertise"},{"status":"pass","label":"Install command safety","detail":"standard package or runtime install path"},{"status":"fail","label":"Permission surface","detail":"secrets or environment access, shell or command execution"},{"status":"pass","label":"Repository evidence","detail":"https://github.com/aws/tools-for-devops-agent/tree/main/skills/database-migration-service-expertise"},{"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.","This skill may touch real-money trading, broker, wallet, or exchange operations; use only in a sandbox with explicit approval.","Low GitHub adoption signal","Quality score needs review","Permission surface needs review: secrets or environment access, shell or command execution","GitHub adoption: 42 GitHub stars","Stars/forks activity: 42 stars, 38 forks; issue activity unavailable in current metadata","Dependency/runtime risk: command execution surface, credential or environment access","Permission surface: secrets or environment access, shell or command execution"],"evidence":{"stars":"42 GitHub stars","repoActivity":"42 stars, 38 forks","lastPushed":"7d since push","license":"Apache-2.0","repository":"https://github.com/aws/tools-for-devops-agent/tree/main/skills/database-migration-service-expertise","install":"npx skills add aws/tools-for-devops-agent --skill database-migration-service-expertise","installSafety":"standard package or runtime install path","permissionSurface":"secrets or environment access, shell or command execution","documentation":"Usable metadata, review docs","agentOutcomes":"No agent outcome data yet"},"installReadiness":{"ready":true,"command":"npx skills add aws/tools-for-devops-agent --skill database-migration-service-expertise","policy":"sandbox_only","label":"Sandbox only","notes":["Install path is available","Repository evidence is available","License is declared","No Agent Proven outcome evidence yet","7d since push","Financial domain: human review is required before use in a live investment workflow."]},"agentCompatibility":["Codex","Claude Code","Cursor","OpenAgentSkill CLI"],"riskSummary":{"level":"medium","label":"Review before production","notes":["Financial research output is not financial advice; require human review before any live investment decision.","This skill may touch real-money trading, broker, wallet, or exchange operations; use only in a sandbox with explicit approval.","Low GitHub adoption signal","Quality score needs review","Permission surface needs review: secrets or environment access, shell or command execution"]},"outcomeEvidence":{"total":0,"successes":0,"failures":0,"notRelevant":0,"successRate":null,"installAttempts":0,"riskBlocked":0,"setupRequired":0,"installSuccessRate":null,"avgOutputQuality":null,"avgTimeToUsefulMs":null,"productionOutcomes":0,"humanReviewRequired":0,"recentSuccessRate":null,"recentFailureRate":null,"uniqueAgents":0,"agentProvenScore":0,"agentProvenLabel":"Needs first agent run","lastOutcomeAt":null,"label":"No agent outcome data yet"},"autoInstall":{"allowed":false,"sandboxRequired":true,"policy":"sandbox_only","reason":"Human review or sandbox validation is required before automatic installation."},"bestFor":["data-analysis","agent-skill"],"doNotUseFor":["Production credentials, payments, or irreversible account changes without explicit human review","Sensitive private data before reviewing repository code, license, and permission surface","Automatic installation in a production workspace","Autonomous investment, trading, tax, or suitability decisions without a qualified human review","Live brokerage, exchange, wallet, or payment credentials outside an explicitly approved sandbox"],"knownRisks":["Financial research output is not financial advice; require human review before any live investment decision.","This skill may touch real-money trading, broker, wallet, or exchange operations; use only in a sandbox with explicit approval.","Low GitHub adoption signal","Quality score needs review","Permission surface needs review: secrets or environment access, shell or command execution","GitHub adoption: 42 GitHub stars","Stars/forks activity: 42 stars, 38 forks; issue activity unavailable in current metadata","Dependency/runtime risk: command execution surface, credential or environment access"]},"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":30,"level":"avoid_auto_install","label":"Avoid automatic install","safety_tier":{"tier":"blocked","label":"Blocked for auto-install","badge":"BLOCKED","summary":"This skill should not be selected by an agent without explicit human security review.","recommended_action":"Do not auto-install. Inspect the source, dependencies, and permission surface first.","auto_install_policy":"block","reasons":["Audit risk exceeds the requested agent policy","Audit classified this skill as risky","Metadata combines secrets access with shell or command execution","Audit risk risky exceeds max_risk=medium"]},"auto_install_allowed":false,"human_review_required":true,"blocked":true,"audit_risk":"risky","permission_hints":[{"id":"shell","label":"Shell or command execution","reason":"Skill metadata references terminal, CLI, shell, subprocess, or command execution workflows.","severity":"high"},{"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":"secrets","label":"Secrets or environment access","reason":"Skill metadata references credentials, tokens, environment variables, or secret-bearing workflows.","severity":"high"},{"id":"database","label":"Database access","reason":"Skill may inspect schemas, query databases, or work with persistent stores.","severity":"medium"}],"policy_warnings":["Audit risk risky exceeds max_risk=medium","High-risk permission hints: Shell or command execution, Secrets or environment access","Dependency or permission surface needs review"],"constraints_applied":{"max_risk":"medium","needs_install_command":true,"min_stars":0}},"safety_gate":{"tier":"blocked","label":"Blocked for auto-install","badge":"BLOCKED","auto_install_policy":"block","auto_install_allowed":false,"blocked":true,"human_review_required":true,"recommended_action":"Do not auto-install. Inspect the source, dependencies, and permission surface first.","reasons":["Audit risk exceeds the requested agent policy","Audit classified this skill as risky","Metadata combines secrets access with shell or command execution","Audit risk risky exceeds max_risk=medium"]},"eval":{"version":"openagentskill-skill-eval-v1","status":"failed","score":62,"risk_level":"high","decision":{"recommendation":"do_not_auto_install","reason":"Audit score: Risky","auto_install_allowed":false,"policy":"block","human_review_required":true},"blockers":["Audit score: Risky","Agent safety gate: This skill should not be selected by an agent without explicit human security review.","Permission surface: secrets or environment access, shell or command execution"],"warnings":["Trust score: Potentially useful, but at least one trust signal needs human inspection.","README/SKILL.md completeness: Public metadata needs stronger README/SKILL.md context","Audit risk risky exceeds max_risk=medium","High-risk permission hints: Shell or command execution, Secrets or environment access","Dependency or permission surface needs review","Permission surface may require sandboxing","Financial research output is not financial advice; require human review before any live investment decision","Potential broker, wallet, exchange, or real-money execution surface; sandbox and explicit approval are required","Low GitHub adoption signal","Financial research output is not financial advice; require human review before any live investment decision.","This skill may touch real-money trading, broker, wallet, or exchange operations; use only in a sandbox with explicit approval.","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":84,"required_for_auto_install":true,"detail":"Task wording matches this skill metadata.","evidence":["Evaluate database-migration-service-expertise before installing it in an agent workflow","data-analysis","Database and SQL 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 aws/tools-for-devops-agent --skill database-migration-service-expertise"]},{"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 aws/tools-for-devops-agent --skill database-migration-service-expertise"]},{"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","42 GitHub stars","Apache-2.0"]},{"id":"audit_score","label":"Audit score","status":"fail","score":74,"required_for_auto_install":true,"detail":"Risky","evidence":["Dependency or permission surface needs review"]},{"id":"agent_safety_gate","label":"Agent safety gate","status":"fail","score":30,"required_for_auto_install":true,"detail":"This skill should not be selected by an agent without explicit human security review.","evidence":["Do not auto-install. Inspect the source, dependencies, and permission surface first.","Audit risk exceeds the requested agent policy"]},{"id":"readme_skillmd_completeness","label":"README/SKILL.md completeness","status":"warn","score":70,"required_for_auto_install":false,"detail":"Public metadata needs stronger README/SKILL.md context","evidence":["Usable metadata, review docs"]},{"id":"license_clarity","label":"License clarity","status":"pass","score":86,"required_for_auto_install":true,"detail":"Apache-2.0","evidence":["Apache-2.0"]},{"id":"recent_maintenance","label":"Recent maintenance","status":"pass","score":100,"required_for_auto_install":false,"detail":"7d since push","evidence":["7d since push"]},{"id":"permission_surface","label":"Permission surface","status":"fail","score":18,"required_for_auto_install":true,"detail":"secrets or environment access, shell or command execution","evidence":["Shell or command execution: high","Network access: medium","Filesystem 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/aws-database-migration-service-expertise/evals","api":"/api/agent/evals?slug=aws-database-migration-service-expertise","text":"/api/agent/evals?slug=aws-database-migration-service-expertise&format=text"}},"agent_readable_metadata":{"version":"openagentskill-agent-metadata-v2","skill":{"slug":"aws-database-migration-service-expertise","name":"database-migration-service-expertise","description":"AWS Database Migration Service (DMS) operational review and troubleshooting","category":"data-analysis","url":"https://www.openagentskill.com/skills/aws-database-migration-service-expertise","repository":"https://github.com/aws/tools-for-devops-agent/tree/main/skills/database-migration-service-expertise","github_repo":"aws/tools-for-devops-agent"},"suited_tasks":["Database and SQL workflows","Claude Code teams","builders willing to evaluate younger projects","Understand table relationships","Write safer queries","Explain database changes","Search sources","Extract claims"],"suited_agents":["Codex","Claude Code","Cursor","OpenAgentSkill CLI","CLI"],"install":{"command":"npx skills add aws/tools-for-devops-agent --skill database-migration-service-expertise","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-database-migration-service-expertise"},{"id":"codex","label":"Codex","kind":"agent-prompt","value":"Install the \"database-migration-service-expertise\" agent skill from https://github.com/aws/tools-for-devops-agent/tree/main/skills/database-migration-service-expertise. 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: AWS Database Migration Service (DMS) operational review and troubleshooting After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_\",\"skill_slug\":\"aws-database-migration-service-expertise\",\"task\":\"Install database-migration-service-expertise\",\"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 \"database-migration-service-expertise\" as a Claude Code skill from https://github.com/aws/tools-for-devops-agent/tree/main/skills/database-migration-service-expertise. 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: AWS Database Migration Service (DMS) operational review and troubleshooting After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_\",\"skill_slug\":\"aws-database-migration-service-expertise\",\"task\":\"Install database-migration-service-expertise\",\"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 \"database-migration-service-expertise\" from https://github.com/aws/tools-for-devops-agent/tree/main/skills/database-migration-service-expertise 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: AWS Database Migration Service (DMS) operational review and troubleshooting After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_\",\"skill_slug\":\"aws-database-migration-service-expertise\",\"task\":\"Install database-migration-service-expertise\",\"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-database-migration-service-expertise/install","manifest_url":"https://www.openagentskill.com/api/registry/manifest/aws-database-migration-service-expertise"},"trust":{"score":68,"label":"Manual review","version":"trust-score-v4","install_policy":"sandbox_only","evidence":{"stars":"42 GitHub stars","repoActivity":"42 stars, 38 forks","lastPushed":"7d since push","license":"Apache-2.0","repository":"https://github.com/aws/tools-for-devops-agent/tree/main/skills/database-migration-service-expertise","install":"npx skills add aws/tools-for-devops-agent --skill database-migration-service-expertise","installSafety":"standard package or runtime install path","permissionSurface":"secrets or environment access, shell or command execution","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":["data-analysis","agent-skill"],"known_risks":["Financial research output is not financial advice; require human review before any live investment decision.","This skill may touch real-money trading, broker, wallet, or exchange operations; use only in a sandbox with explicit approval.","Low GitHub adoption signal","Quality score needs review","Permission surface needs review: secrets or environment access, shell or command execution","GitHub adoption: 42 GitHub stars","Stars/forks activity: 42 stars, 38 forks; issue activity unavailable in current metadata","Dependency/runtime risk: command execution surface, credential or environment access"]},"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":"risky","risk_label":"Risky","warnings":["Dependency or permission surface needs review","Permission surface may require sandboxing","Financial research output is not financial advice; require human review before any live investment decision","Potential broker, wallet, exchange, or real-money execution surface; sandbox and explicit approval are required","Low GitHub adoption signal","Financial research output is not financial advice; require human review before any live investment decision.","This skill may touch real-money trading, broker, wallet, or exchange operations; use only in a sandbox with explicit approval.","Quality score needs review"]},"safety_gate":{"tier":"blocked","label":"Blocked for auto-install","auto_install_policy":"block","auto_install_allowed":false,"human_review_required":true,"blocked":true,"recommended_action":"Do not auto-install. Inspect the source, dependencies, and permission surface first."},"quality":{"score":63,"label":"Promising"},"supply":{"track":"Data, BI, and analytics","scenario":"Database and SQL","maintenance":"7d since push","risk":"Risky"},"alternative_skills":[],"do_not_use_when":["teams that need a vendor-supported SLA","production agents without a repository review","Low GitHub adoption signal","No OpenAgentSkill engagement data yet","Audit risk risky exceeds max_risk=medium","High-risk permission hints: Shell or command execution, Secrets or environment access","Dependency or permission surface needs review","Permission surface may require sandboxing"],"agent_contract":{"task_input":"Use database-migration-service-expertise in an agent workflow","recommended_action":"Do not auto-install. Inspect the source, dependencies, and permission surface first.","install_policy":"block","minimum_review_before_use":["Trust: 68/100 Manual review","Audit: 74/100 Risky","Safety: 30/100 Avoid automatic install","Review repository, license, install command, and permission surface before production use."],"expected_agent_output":{"selected_skill":"aws-database-migration-service-expertise (database-migration-service-expertise)","install_command":"npx skills add aws/tools-for-devops-agent --skill database-migration-service-expertise","risk_summary":"Risky; Blocked for auto-install; 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":"","skill_slug":"aws-database-migration-service-expertise","task":"Use database-migration-service-expertise 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-database-migration-service-expertise","api":"https://www.openagentskill.com/api/agent/skills/aws-database-migration-service-expertise","audit":"https://www.openagentskill.com/skills/aws-database-migration-service-expertise/audit","eval":"https://www.openagentskill.com/api/agent/evals?slug=aws-database-migration-service-expertise&task=Use%20database-migration-service-expertise%20in%20an%20agent%20workflow&max_risk=medium","resolve":"https://www.openagentskill.com/api/agent/resolve?task=Use%20database-migration-service-expertise%20in%20an%20agent%20workflow&agent=codex&max_risk=medium","receipt":"https://www.openagentskill.com/api/agent/receipt?task=Use%20database-migration-service-expertise%20in%20an%20agent%20workflow&agent=codex&max_risk=medium&format=text","install":"https://www.openagentskill.com/api/skills/aws-database-migration-service-expertise/install","manifest":"https://www.openagentskill.com/api/registry/manifest/aws-database-migration-service-expertise"}},"machine_metadata":{"version":"openagentskill-agent-metadata-v2","skill":{"slug":"aws-database-migration-service-expertise","name":"database-migration-service-expertise","description":"AWS Database Migration Service (DMS) operational review and troubleshooting","category":"data-analysis","url":"https://www.openagentskill.com/skills/aws-database-migration-service-expertise","repository":"https://github.com/aws/tools-for-devops-agent/tree/main/skills/database-migration-service-expertise","github_repo":"aws/tools-for-devops-agent"},"suited_tasks":["Database and SQL workflows","Claude Code teams","builders willing to evaluate younger projects","Understand table relationships","Write safer queries","Explain database changes","Search sources","Extract claims"],"suited_agents":["Codex","Claude Code","Cursor","OpenAgentSkill CLI","CLI"],"install":{"command":"npx skills add aws/tools-for-devops-agent --skill database-migration-service-expertise","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-database-migration-service-expertise"},{"id":"codex","label":"Codex","kind":"agent-prompt","value":"Install the \"database-migration-service-expertise\" agent skill from https://github.com/aws/tools-for-devops-agent/tree/main/skills/database-migration-service-expertise. 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: AWS Database Migration Service (DMS) operational review and troubleshooting After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_\",\"skill_slug\":\"aws-database-migration-service-expertise\",\"task\":\"Install database-migration-service-expertise\",\"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 \"database-migration-service-expertise\" as a Claude Code skill from https://github.com/aws/tools-for-devops-agent/tree/main/skills/database-migration-service-expertise. 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: AWS Database Migration Service (DMS) operational review and troubleshooting After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_\",\"skill_slug\":\"aws-database-migration-service-expertise\",\"task\":\"Install database-migration-service-expertise\",\"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 \"database-migration-service-expertise\" from https://github.com/aws/tools-for-devops-agent/tree/main/skills/database-migration-service-expertise 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: AWS Database Migration Service (DMS) operational review and troubleshooting After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_\",\"skill_slug\":\"aws-database-migration-service-expertise\",\"task\":\"Install database-migration-service-expertise\",\"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-database-migration-service-expertise/install","manifest_url":"https://www.openagentskill.com/api/registry/manifest/aws-database-migration-service-expertise"},"trust":{"score":68,"label":"Manual review","version":"trust-score-v4","install_policy":"sandbox_only","evidence":{"stars":"42 GitHub stars","repoActivity":"42 stars, 38 forks","lastPushed":"7d since push","license":"Apache-2.0","repository":"https://github.com/aws/tools-for-devops-agent/tree/main/skills/database-migration-service-expertise","install":"npx skills add aws/tools-for-devops-agent --skill database-migration-service-expertise","installSafety":"standard package or runtime install path","permissionSurface":"secrets or environment access, shell or command execution","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":["data-analysis","agent-skill"],"known_risks":["Financial research output is not financial advice; require human review before any live investment decision.","This skill may touch real-money trading, broker, wallet, or exchange operations; use only in a sandbox with explicit approval.","Low GitHub adoption signal","Quality score needs review","Permission surface needs review: secrets or environment access, shell or command execution","GitHub adoption: 42 GitHub stars","Stars/forks activity: 42 stars, 38 forks; issue activity unavailable in current metadata","Dependency/runtime risk: command execution surface, credential or environment access"]},"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":"risky","risk_label":"Risky","warnings":["Dependency or permission surface needs review","Permission surface may require sandboxing","Financial research output is not financial advice; require human review before any live investment decision","Potential broker, wallet, exchange, or real-money execution surface; sandbox and explicit approval are required","Low GitHub adoption signal","Financial research output is not financial advice; require human review before any live investment decision.","This skill may touch real-money trading, broker, wallet, or exchange operations; use only in a sandbox with explicit approval.","Quality score needs review"]},"safety_gate":{"tier":"blocked","label":"Blocked for auto-install","auto_install_policy":"block","auto_install_allowed":false,"human_review_required":true,"blocked":true,"recommended_action":"Do not auto-install. Inspect the source, dependencies, and permission surface first."},"quality":{"score":63,"label":"Promising"},"supply":{"track":"Data, BI, and analytics","scenario":"Database and SQL","maintenance":"7d since push","risk":"Risky"},"alternative_skills":[],"do_not_use_when":["teams that need a vendor-supported SLA","production agents without a repository review","Low GitHub adoption signal","No OpenAgentSkill engagement data yet","Audit risk risky exceeds max_risk=medium","High-risk permission hints: Shell or command execution, Secrets or environment access","Dependency or permission surface needs review","Permission surface may require sandboxing"],"agent_contract":{"task_input":"Use database-migration-service-expertise in an agent workflow","recommended_action":"Do not auto-install. Inspect the source, dependencies, and permission surface first.","install_policy":"block","minimum_review_before_use":["Trust: 68/100 Manual review","Audit: 74/100 Risky","Safety: 30/100 Avoid automatic install","Review repository, license, install command, and permission surface before production use."],"expected_agent_output":{"selected_skill":"aws-database-migration-service-expertise (database-migration-service-expertise)","install_command":"npx skills add aws/tools-for-devops-agent --skill database-migration-service-expertise","risk_summary":"Risky; Blocked for auto-install; 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":"","skill_slug":"aws-database-migration-service-expertise","task":"Use database-migration-service-expertise 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-database-migration-service-expertise","api":"https://www.openagentskill.com/api/agent/skills/aws-database-migration-service-expertise","audit":"https://www.openagentskill.com/skills/aws-database-migration-service-expertise/audit","eval":"https://www.openagentskill.com/api/agent/evals?slug=aws-database-migration-service-expertise&task=Use%20database-migration-service-expertise%20in%20an%20agent%20workflow&max_risk=medium","resolve":"https://www.openagentskill.com/api/agent/resolve?task=Use%20database-migration-service-expertise%20in%20an%20agent%20workflow&agent=codex&max_risk=medium","receipt":"https://www.openagentskill.com/api/agent/receipt?task=Use%20database-migration-service-expertise%20in%20an%20agent%20workflow&agent=codex&max_risk=medium&format=text","install":"https://www.openagentskill.com/api/skills/aws-database-migration-service-expertise/install","manifest":"https://www.openagentskill.com/api/registry/manifest/aws-database-migration-service-expertise"}},"supply_profile":{"track":{"slug":"data","label":"Data, BI, and analytics","shortLabel":"Data","description":"CSV, SQL, notebooks, dashboards, data pipelines, BI, ETL, and spreadsheet analysis."},"scenario":{"label":"Database and SQL","description":"I need my agent to inspect database schemas, write SQL, and explain query results.","useCases":[{"slug":"database-sql","title":"Database and SQL"},{"slug":"research-agents","title":"Research agents"},{"slug":"workflow-automation","title":"Workflow automation"}]},"applicableAgents":["Claude Code","CLI","Codex","Cursor"],"install":{"ready":true,"command":"npx skills add aws/tools-for-devops-agent --skill database-migration-service-expertise","primaryTarget":"CLI","targetCount":4},"githubQuality":{"stars":42,"starsLabel":"42","forks":38,"license":"Apache-2.0","qualityScore":63,"trustScore":68,"auditScore":74},"maintenance":{"status":"fresh","label":"7d since push","daysSincePush":7,"lastPushedAt":"2026-08-31T19:24:26+00:00"},"risk":{"level":"risky","label":"Risky","requiresReview":true,"notes":["Dependency or permission surface needs review","Permission surface may require sandboxing","Financial research output is not financial advice; require human review before any live investment decision","Potential broker, wallet, exchange, or real-money execution surface; sandbox and explicit approval are required","Low GitHub adoption signal"]},"coverageTags":["Data","Database and SQL","data-analysis","agent-skill"]},"audit":{"audit_score":74,"risk_level":"risky","risk_label":"Risky","quality_score":63,"trust_score":68,"maintenance_score":100,"security_score":73,"install_score":92,"warnings":["Dependency or permission surface needs review","Permission surface may require sandboxing","Financial research output is not financial advice; require human review before any live investment decision","Potential broker, wallet, exchange, or real-money execution surface; sandbox and explicit approval are required","Low GitHub adoption signal","Financial research output is not financial advice; require human review before any live investment decision.","This skill may touch real-money trading, broker, wallet, or exchange operations; use only in a sandbox with explicit approval.","Quality score needs review","Permission surface needs review: secrets or environment access, shell or command execution","GitHub adoption: 42 GitHub stars","Stars/forks activity: 42 stars, 38 forks; issue activity unavailable in current metadata","Dependency/runtime risk: command execution surface, credential or environment access"]},"quality_signals":{"model":"v2","star_score":11.43,"usage_score":0,"review_score":5.55,"metadata_score":3,"freshness_score":15},"platforms":["Claude Code"],"use_cases":[{"slug":"database-sql","title":"Database and SQL","url":"https://www.openagentskill.com/use-cases/database-sql"},{"slug":"research-agents","title":"Research agents","url":"https://www.openagentskill.com/use-cases/research-agents"},{"slug":"workflow-automation","title":"Workflow automation","url":"https://www.openagentskill.com/use-cases/workflow-automation"},{"slug":"github-automation","title":"GitHub automation","url":"https://www.openagentskill.com/use-cases/github-automation"}],"stacks":[{"slug":"research-report-agent","title":"Research report agent","url":"https://www.openagentskill.com/collections/research-report-agent"},{"slug":"browser-qa-agent","title":"Browser QA agent","url":"https://www.openagentskill.com/collections/browser-qa-agent"},{"slug":"content-growth-agent","title":"Content growth agent","url":"https://www.openagentskill.com/collections/content-growth-agent"}],"install":"npx skills add aws/tools-for-devops-agent --skill database-migration-service-expertise","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-database-migration-service-expertise","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 \"database-migration-service-expertise\" agent skill from https://github.com/aws/tools-for-devops-agent/tree/main/skills/database-migration-service-expertise. 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: AWS Database Migration Service (DMS) operational review and troubleshooting After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_\",\"skill_slug\":\"aws-database-migration-service-expertise\",\"task\":\"Install database-migration-service-expertise\",\"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 \"database-migration-service-expertise\" as a Claude Code skill from https://github.com/aws/tools-for-devops-agent/tree/main/skills/database-migration-service-expertise. 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: AWS Database Migration Service (DMS) operational review and troubleshooting After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_\",\"skill_slug\":\"aws-database-migration-service-expertise\",\"task\":\"Install database-migration-service-expertise\",\"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 \"database-migration-service-expertise\" from https://github.com/aws/tools-for-devops-agent/tree/main/skills/database-migration-service-expertise 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: AWS Database Migration Service (DMS) operational review and troubleshooting After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_\",\"skill_slug\":\"aws-database-migration-service-expertise\",\"task\":\"Install database-migration-service-expertise\",\"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/tools-for-devops-agent/tree/main/skills/database-migration-service-expertise","github_repo":"aws/tools-for-devops-agent","version":"1.0.0","license":"Apache-2.0","urls":{"web":"https://www.openagentskill.com/skills/aws-database-migration-service-expertise","repository":"https://github.com/aws/tools-for-devops-agent/tree/main/skills/database-migration-service-expertise","api":"/api/agent/skills/aws-database-migration-service-expertise","install_api":"/api/skills/aws-database-migration-service-expertise/install"},"meta":{"created_at":"2026-08-31T19:38:10.713582+00:00","updated_at":"2026-09-01T11:59:28.941454+00:00","agent_friendly":true}}