{"slug":"awslabs-document-service","name":"document-service","description":"This skill should be used when the user asks to \\\"analyze this codebase\\\", \\\"document this service\\\", \\\"generate technical docs\\\", \\\"I inherited this code\\\", \\\"help me understand this system\\\", \\\"create docs for this project\\\", \\\"what does this system look like\\\", \\\"onboard me to this codebase\\\", \\\"this codebase has no docs\\\", \\\"visualize the architecture from code\\\", or any explicit request to produce structured documentation or architecture diagrams from an existing codebase. Specifically optimized for AWS workloads (CDK, CloudFormation, Terraform) with source-of-truth citations. Do NOT activate for code reviews, single-function explanations, generating new code, or general coding tasks.","long_description":"---\nname: document-service\ndescription: \"This skill should be used when the user asks to \\\"analyze this codebase\\\", \\\"document this service\\\", \\\"generate technical docs\\\", \\\"I inherited this code\\\", \\\"help me understand this system\\\", \\\"create docs for this project\\\", \\\"what does this system look like\\\", \\\"onboard me to this codebase\\\", \\\"this codebase has no docs\\\", \\\"visualize the architecture from code\\\", or any explicit request to produce structured documentation or architecture diagrams from an existing codebase. Specifically optimized for AWS workloads (CDK, CloudFormation, Terraform) with source-of-truth citations. Do NOT activate for code reviews, single-function explanations, generating new code, or general coding tasks.\"\nlicense: Apache-2.0\n---\n\n# Document Service\n\nAnalyze codebases to produce structured technical documentation and architecture diagrams with source-of-truth citations. Every finding links back to the exact file and line it was derived from. Optimized for AWS workloads but works with any codebase.\n\n## Core Principles\n\n- **Explain WHY, not just WHAT.** The reader inherited this codebase and has zero context. Listing components is not enough — explain why the architecture is shaped this way. Search for code comments, TODOs, and commit messages that reveal design rationale. When no rationale exists, mark it `[RATIONALE UNKNOWN]`.\n- **Trace end-to-end flows.** For every API endpoint or message handler, trace the complete request path from entry to response. Note every intermediate step, transformation, timeout, and failure point. This is the \"if it breaks at 3am, where do I look?\" analysis.\n- **Deep-dive complex logic.** Identify the most complex or domain-specific code paths (ML pipelines, business rule engines, state machines, custom algorithms). Document HOW they work at the implementation level — the algorithm, key parameters, edge cases, and where production bugs will occur. Surface-level summaries of complex code provide no value over a naive AI prompt.\n- **Surface implicit knowledge.** Look for hardcoded values, magic numbers, environment-dependent behavior, and undocumented assumptions. These are the tribal knowledge items that disappear when teams leave.\n- **Every claim must be traceable.** Include `file:line` citations for every finding. See [citation-format.md](references/citation-format.md). Verify citations precisely — re-read the cited file and confirm the line number is within ±3 lines. Anchor with function/variable names.\n- **Code is the source of truth.** Document what actually exists in code, not what READMEs or wikis claim. Flag every discrepancy between documentation and reality.\n- **Mark unknowns and risks explicitly.** Use `[UNKNOWN]` for items not inferable from code, `[RISK]` for unhandled failure modes, `[INFERRED]` for educated guesses, `[RATIONALE UNKNOWN]` for unexplained architecture choices. Omitting markers undermines trust.\n- **Verify quantitative claims.** List directory entries programmatically and use exact counts.\n\n## Workflow\n\nThe workflow runs autonomously from Step 2 onward. Step 1 is the only interactive step.\n\n### Step 1: Gather Context\n\nGather from the user:\n\n- Target directory or service to analyze\n- Any existing documentation, design docs, or business context (accept \"nothing\" — this skill is designed for undocumented codebases)\n\nIf existing docs are provided, read them first to establish baseline context. If the target directory and context are already known (e.g., provided via automation or a pre-configured prompt), skip the interactive step and proceed directly to Step 2.\n\nCheck whether `CODEBASE_ANALYSIS.md` already exists at the output path. If so, ask the user: \"Overwrite or write to a different filename?\" Resolve this before proceeding — the rest of the workflow runs autonomously.\n\n### Step 2: Build File Tree and Detect Project Type\n\n1. List all files recursively in the target directory\n2. Apply exclusion patterns from [exclusion-patterns.md](references/exclusion-patterns.md). Also respect `.gitignore`.\n3. Detect project type and framework from characteristic files. See [discovery-patterns.md](references/discovery-patterns.md).\n4. Identify entry points based on detected project type. See [discovery-patterns.md](references/discovery-patterns.md).\n5. Read the README, CLAUDE.md, or AGENTS.md if present — these contain project context.\n6. Check git branch names (`git branch -a`) for strategic context (e.g., a `dev/rust` branch signals a language migration in progress). Note active branches in the Architecture Overview.\n\n### Step 3: Generate Documentation Outline\n\nProduce a hierarchical outline mapping each documentation section to specific source files:\n\n```markdown\n## Documentation Outline\n\n1. Architecture Overview → [entry points, IaC stack files] — explain WHY, not just WHAT\n2. [Module A: detected name] → [source files for module A]\n3. [Module B: detected name] → [source files for module B]\n4. Shared Utilities → [shared/common source files]\n5. Request Lifecycle → [trace end-to-end flows through the system]\n6. Domain Logic Deep-Dive → [core services at implementation level: algorithms, parameters, edge cases]\n7. Startup and Initialization → [boot sequence, model loading, cache warmup, dependency checks]\n8. API Contracts → [route definitions, OpenAPI specs]\n9. Data Models → [schema files, ORM models]\n10. Deployment → [IaC files, Dockerfiles]\n11. Configuration → [config files, .env.example, prompt templates, YAML configs, secrets refs]\n12. Monitoring and Observability → [log groups, metrics, tracing, alarms, dashboards]\n13. Security → [auth, encryption, IAM, network isolation]\n14. Local Development → [how to run/test locally, CPU fallback, dev environment setup]\n15. Discrepancies → (cross-reference README/metadata vs actual code)\n16. Failure Modes → (cross-cutting — include detection + recovery)\n17. Timeout and Dependency Chain → (map cascading timeouts across layers)\n```\n\nFollow the section structure in [technical-doc-template.md](references/technical-doc-template.md) but adapt to the actual codebase — add sections for significant modules, skip sections that don't apply. Aim for balance: each section should map to a meaningful subset of files. If a module maps to more than ~30 files, consider splitting it into sub-sections.\n\n**Do NOT pause for user review.** Proceed immediately to analysis.\n\n### Step 4: Analyze\n\nTwo core analysis paths:\n\n#### Path A: Application Code\n\nFor each outline section, read mapped source files and extract:\n\n1. API and service definitions — route handlers, controllers, gRPC services, GraphQL resolvers\n2. Data model definitions — database schemas, ORM models, type definitions\n3. Internal dependencies — imports between modules, shared utilities, event handlers\n4. External integrations — SDK clients, HTTP calls, queue producers/consumers\n5. Configuration — environment variables, feature flags, secrets references\n\nConsult [framework-patterns.md](references/framework-patterns.md) for framework-specific extraction patterns.\n\n#### Path B: Infrastructure-as-Code\n\nWhen IaC files are detected (CDK, CloudFormation, Terraform, Serverless Framework):\n\n1. Parse resource definitions. Identify AWS resource types, relationships, and networking topology.\n2. Map infrastructure to application components that use them.\n3. Extract networking topology — VPCs, subnets, security groups.\n4. Consult MCP servers — use `awsiac` to confirm resource interpretations, `awsknowledge` for service descriptions.\n\nWhen no IaC is found, infer infrastructure from application code (SDK clients, connection strings, environment variables) and mark components as `[INFERRED]`.\n\n**Note on CDK projects:** In CDK codebases, the IaC IS application code (TypeScript/Python constructs). Process CDK files in a single pass covering both Path A and Path B rather than treating them as separate analyses. Extract both the resource definitions (Path B) and the application logic interleaved with them (Lambda bundling, environment wiring, IAM grants — Path A) simultaneously.\n\n#### Writing Sections\n\nFor each outline section:\n\n1. Re-read mapped source files for exact line numbers — do not rely on memory from earlier steps.\n2. Use grep for patterns — route definitions, model declarations, error handlers.\n3. Write content with inline citations. See [citation-format.md](references/citation-format.md).\n4. **Document every source file.** Enumerate ALL non-generated source files. Every file should appear somewhere in the documentation — in a module table, component table, or at minimum a file inventory. Files that define symbols never imported by any execution path should be flagged as `[UNUSED]` potential dead code.\n5. **Analyze the test suite.** Document what tests verify, what coverage gaps exist, and how to interpret test failures. Tests reveal expected behavior and edge cases.\n\nProcess cross-cutting sections (Failure Modes, Configuration, Security, Discrepancies) last, drawing on accumulated knowledge.\n\n**Discrepancy detection**: After analyzing the codebase, re-read the README, CLAUDE.md, package.json description, and any project metadata. Flag every claim that does not match the actual code — features referenced but not implemented, resource types that differ, architecture components that don't exist. For legacy codebases, this \"trust but verify\" pass is the single most valuable output.\n\n**Actionable failure modes**: For each failure mode, include the detection method (CloudWatch metric, log pattern, symptom) and recovery steps (actual commands), not just a description. The reader is an on-call engineer at 3am.\n\n#### Deep Analysis Approach\n\nDo not attempt a single-pass skim. For each module or service, use iterative deepening:\n\n1. **First pass** — scan file structure and entry points to understand scope\n2. **Second pass** — read core files, identify questions (what calls this? where is this configured? what happens on error?)\n3. **Third pass** — search for answers to those questions across the codebase, trace cross-module dependencies\n4. **Write** — only write the section after all three passes. Re-read cited files to verify exact line numbers.\n\n#### Large Codebase Strategy\n\nFor codebases with multiple top-level modules, deep nesting, or hundreds of source files:\n\n- **Primary: tracked sequential analysis.** Create a `.codebase-documentor-progress.md` task board to track progress through sections, enabling resumability if interrupted. This works on all platforms (Claude Code, Cursor, Codex, or any coding assistant).\n- **Acceleration: parallel workers.** If the environment supports spawning parallel agents, assign outline sections to independent workers. Each worker reads its mapped files and produces section content with citations. Keep Architecture Overview and cross-cutting sections in the main session for assembly.\n\nSee [recursive-analysis.md](references/recursive-analysis.md) for detailed instructions on both approaches.\n\n### Step 5: Generate Diagrams\n\nTwo types of diagrams serve different purposes:\n\n**Sequence/flow diagrams — inline Mermaid.** For request lifecycle traces and data pipeline flows identified in Step 4, generate Mermaid `sequenceDiagram` or `flowchart` blocks inline in the relevant CODEBASE_ANALYSIS.md sections. Mermaid is the community standard for simple flow diagrams and renders natively on GitHub. Keep these focused — one diagram per major request path or data flow.\n\n**Architecture diagram — always attempt the `aws-architecture-diagram` skill first.** For the system-level architecture diagram (services, infrastructure, boundaries): invoke the `aws-architecture-diagram` skill (part of the `deploy-on-aws` plugin) with \"analyze [target-directory]\" to trigger Mode A. It produces a validated draw.io diagram (`docs/*.drawio`) with official AWS4 icons and professional styling. **Only if** the skill is genuinely unavailable (not installed, invocation fails), fall back to a Mermaid `flowchart TD` architecture overview directly","tagline":"This skill should be used when the user asks to \\\"analyze this codebase\\\", \\\"document this service\\\", \\\"generate technical docs\\\", \\\"I inherited this code\\\", \\\"help me understand this system\\\", \\\"create docs for this project\\\", \\\"what does this system look like\\\", \\\"onboard me to","category":"research","tags":["agent-skill"],"author":"awslabs","verified":false,"attribution":{"status":"registry_indexed","statusLabel":"Registry indexed","shortLabel":"REGISTRY INDEXED","sourceLabel":"github candidate review","sourceDetail":"awslabs/agent-plugins","creatorName":"awslabs","creatorUrl":"https://github.com/awslabs","sourceUrl":"https://github.com/awslabs/agent-plugins/tree/main/plugins/codebase-documentor-for-aws/skills/document-service","indexedBy":"OpenAgentSkill community index","claimUrl":"https://www.openagentskill.com/skills/awslabs-document-service#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":888,"forks":152,"verified_installs":0,"successful_runs":0,"total_outcomes":0,"rating":0,"review_count":0,"quality_score":44.19},"quality":{"score":77,"tier":"strong","label":"Strong","summary":"Solid option that is likely worth shortlisting for production workflows.","signals":[{"label":"GitHub stars","value":"888","tone":"positive"},{"label":"Freshness","value":"3d ago","tone":"positive"},{"label":"Install ready","value":"Yes","tone":"positive"},{"label":"License","value":"Apache-2.0","tone":"neutral"}],"warnings":[]},"trust":{"version":"trust-score-v5","score":69,"base_score":77,"outcome_confidence":0,"tier":"review","label":"Sandbox only","summary":"Useful candidate with missing or mixed trust signals. Keep it in an isolated workspace until the outcome loop proves task fit.","recommendedAction":"Run only in a sandbox and compare close alternatives before using it for real work.","decision":{"install_policy":"human_review_before_install","auto_install_allowed":false,"human_review_required":true,"sandbox_first":true,"agent_action":"Compare alternatives before installing.","reasoning":["69/100 Trust Score v5","77/100 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":76,"weight":0.13,"status":"info","detail":"888 GitHub stars"},{"id":"repo_activity","label":"Stars/forks activity","score":71,"weight":0.08,"status":"info","detail":"888 stars, 152 forks; issue activity unavailable in current metadata"},{"id":"maintenance","label":"Recent maintenance","score":100,"weight":0.14,"status":"pass","detail":"3d since push"},{"id":"license","label":"License clarity","score":86,"weight":0.09,"status":"pass","detail":"Apache-2.0"},{"id":"documentation","label":"README/SKILL.md completeness","score":86,"weight":0.14,"status":"pass","detail":"Metadata includes enough usage and workflow context"},{"id":"dependency_risk","label":"Dependency/runtime risk","score":56,"weight":0.12,"status":"warn","detail":"credential or environment access, network or browser surface"},{"id":"installability","label":"Install availability","score":92,"weight":0.1,"status":"pass","detail":"npx skills add awslabs/agent-plugins --skill document-service"},{"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":34,"weight":0.07,"status":"fail","detail":"secrets or environment access, filesystem or document access"},{"id":"repository","label":"Repository evidence","score":86,"weight":0.04,"status":"pass","detail":"https://github.com/awslabs/agent-plugins/tree/main/plugins/codebase-documentor-for-aws/skills/document-service"},{"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":"info","label":"GitHub adoption","detail":"888 GitHub stars"},{"status":"info","label":"Stars/forks activity","detail":"888 stars, 152 forks; issue activity unavailable in current metadata"},{"status":"pass","label":"Recent maintenance","detail":"3d since push"},{"status":"pass","label":"License clarity","detail":"Apache-2.0"},{"status":"pass","label":"README/SKILL.md completeness","detail":"Metadata includes enough usage and workflow context"},{"status":"warn","label":"Dependency/runtime risk","detail":"credential or environment access, network or browser surface"},{"status":"pass","label":"Install availability","detail":"npx skills add awslabs/agent-plugins --skill document-service"},{"status":"pass","label":"Install command safety","detail":"standard package or runtime install path"},{"status":"fail","label":"Permission surface","detail":"secrets or environment access, filesystem or document access"},{"status":"pass","label":"Repository evidence","detail":"https://github.com/awslabs/agent-plugins/tree/main/plugins/codebase-documentor-for-aws/skills/document-service"},{"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":"pass","label":"OpenAgentSkill usage","detail":"1 views, 0 install copies"},{"status":"info","label":"Agent outcomes","detail":"No agent outcome data yet"}],"strengths":["AI review approved","Install path is available","Repository evidence is available","Recently maintained repository","Meaningful GitHub adoption signal","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.","Quality score needs review","Permission surface needs review: secrets or environment access, filesystem or document access","Dependency/runtime risk: credential or environment access, network or browser surface","Permission surface: secrets or environment access, filesystem or document access","No real agent outcome reports yet","Human review required before unattended installation"],"evidence":{"stars":"888 GitHub stars","repoActivity":"888 stars, 152 forks","lastPushed":"3d since push","license":"Apache-2.0","repository":"https://github.com/awslabs/agent-plugins/tree/main/plugins/codebase-documentor-for-aws/skills/document-service","install":"npx skills add awslabs/agent-plugins --skill document-service","installSafety":"standard package or runtime install path","permissionSurface":"secrets or environment access, filesystem or document access","documentation":"Strong README/SKILL.md context","agentOutcomes":"No agent outcome data yet","agentProvenScore":0,"outcomeConfidence":"0%","installPolicy":"human_review_before_install"},"installReadiness":{"ready":true,"command":"npx skills add awslabs/agent-plugins --skill document-service","policy":"human_review_before_install","label":"Human review before install","notes":["Install path is available","Repository evidence is available","License is declared","No Agent Proven outcome evidence yet","3d since push","Financial domain: human review is required before use in a live investment workflow.","Trust Score v5 requires review or sandbox-only use before install."]},"agentCompatibility":["Codex","Claude Code","Cursor","OpenAgentSkill CLI"],"riskSummary":{"level":"medium","label":"Review before production","notes":["Financial research output is not financial advice; require human review before any live investment decision.","Quality score needs review","Permission surface needs review: secrets or environment access, filesystem or document access","Dependency/runtime risk: credential or environment access, network or browser surface","Permission surface: secrets or environment access, filesystem or document access"]},"outcomeEvidence":{"total":0,"successes":0,"failures":0,"notRelevant":0,"successRate":null,"installAttempts":0,"riskBlocked":0,"setupRequired":0,"installSuccessRate":null,"avgOutputQuality":null,"avgTimeToUsefulMs":null,"productionOutcomes":0,"humanReviewRequired":0,"recentSuccessRate":null,"recentFailureRate":null,"uniqueAgents":0,"agentProvenScore":0,"agentProvenLabel":"Needs first agent run","lastOutcomeAt":null,"label":"No agent outcome data yet"},"autoInstall":{"allowed":false,"sandboxRequired":true,"policy":"human_review_before_install","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":["research","agent-skill"],"suited_agents":["Codex","Claude Code","Cursor","OpenAgentSkill CLI"],"install_command":"npx skills add awslabs/agent-plugins --skill document-service","trust_score":69,"trust_version":"trust-score-v5","risk_level":"medium","do_not_use_when":["Production credentials, payments, or irreversible account changes without explicit human review","Sensitive private data before reviewing repository code, license, and permission surface","Automatic installation in a production workspace","Autonomous investment, trading, tax, or suitability decisions without a qualified human review"],"before_install":["Read the audit page and machine-readable metadata.","Confirm the install command, license, and permission surface fit the workspace.","Get explicit human approval or choose an alternative before installing."],"after_run":["Report the outcome to /api/agent/outcome using the resolve event id.","Include output_quality, workspace, human_review_required, and evidence_url when available.","Re-resolve before broad production rollout."]},"bestFor":["research","agent-skill"],"doNotUseFor":["Production credentials, payments, or irreversible account changes without explicit human review","Sensitive private data before reviewing repository code, license, and permission surface","Automatic installation in a production workspace","Autonomous investment, trading, tax, or suitability decisions without a qualified human review"],"knownRisks":["Financial research output is not financial advice; require human review before any live investment decision.","Quality score needs review","Permission surface needs review: secrets or environment access, filesystem or document access","Dependency/runtime risk: credential or environment access, network or browser surface","Permission surface: secrets or environment access, filesystem or document access"],"backward_compatible":{"trust_score_v4":{"version":"trust-score-v4","score":77,"tier":"strong","label":"Strong shortlist","summary":"Good trust signals with a few areas worth checking before rollout."}}},"trust_score_v5":{"version":"trust-score-v5","score":69,"base_score":77,"outcome_confidence":0,"tier":"review","label":"Sandbox only","summary":"Useful candidate with missing or mixed trust signals. Keep it in an isolated workspace until the outcome loop proves task fit.","recommendedAction":"Run only in a sandbox and compare close alternatives before using it for real work.","decision":{"install_policy":"human_review_before_install","auto_install_allowed":false,"human_review_required":true,"sandbox_first":true,"agent_action":"Compare alternatives before installing.","reasoning":["69/100 Trust Score v5","77/100 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":76,"weight":0.13,"status":"info","detail":"888 GitHub stars"},{"id":"repo_activity","label":"Stars/forks activity","score":71,"weight":0.08,"status":"info","detail":"888 stars, 152 forks; issue activity unavailable in current metadata"},{"id":"maintenance","label":"Recent maintenance","score":100,"weight":0.14,"status":"pass","detail":"3d since push"},{"id":"license","label":"License clarity","score":86,"weight":0.09,"status":"pass","detail":"Apache-2.0"},{"id":"documentation","label":"README/SKILL.md completeness","score":86,"weight":0.14,"status":"pass","detail":"Metadata includes enough usage and workflow context"},{"id":"dependency_risk","label":"Dependency/runtime risk","score":56,"weight":0.12,"status":"warn","detail":"credential or environment access, network or browser surface"},{"id":"installability","label":"Install availability","score":92,"weight":0.1,"status":"pass","detail":"npx skills add awslabs/agent-plugins --skill document-service"},{"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":34,"weight":0.07,"status":"fail","detail":"secrets or environment access, filesystem or document access"},{"id":"repository","label":"Repository evidence","score":86,"weight":0.04,"status":"pass","detail":"https://github.com/awslabs/agent-plugins/tree/main/plugins/codebase-documentor-for-aws/skills/document-service"},{"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":"info","label":"GitHub adoption","detail":"888 GitHub stars"},{"status":"info","label":"Stars/forks activity","detail":"888 stars, 152 forks; issue activity unavailable in current metadata"},{"status":"pass","label":"Recent maintenance","detail":"3d since push"},{"status":"pass","label":"License clarity","detail":"Apache-2.0"},{"status":"pass","label":"README/SKILL.md completeness","detail":"Metadata includes enough usage and workflow context"},{"status":"warn","label":"Dependency/runtime risk","detail":"credential or environment access, network or browser surface"},{"status":"pass","label":"Install availability","detail":"npx skills add awslabs/agent-plugins --skill document-service"},{"status":"pass","label":"Install command safety","detail":"standard package or runtime install path"},{"status":"fail","label":"Permission surface","detail":"secrets or environment access, filesystem or document access"},{"status":"pass","label":"Repository evidence","detail":"https://github.com/awslabs/agent-plugins/tree/main/plugins/codebase-documentor-for-aws/skills/document-service"},{"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":"pass","label":"OpenAgentSkill usage","detail":"1 views, 0 install copies"},{"status":"info","label":"Agent outcomes","detail":"No agent outcome data yet"}],"strengths":["AI review approved","Install path is available","Repository evidence is available","Recently maintained repository","Meaningful GitHub adoption signal","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.","Quality score needs review","Permission surface needs review: secrets or environment access, filesystem or document access","Dependency/runtime risk: credential or environment access, network or browser surface","Permission surface: secrets or environment access, filesystem or document access","No real agent outcome reports yet","Human review required before unattended installation"],"evidence":{"stars":"888 GitHub stars","repoActivity":"888 stars, 152 forks","lastPushed":"3d since push","license":"Apache-2.0","repository":"https://github.com/awslabs/agent-plugins/tree/main/plugins/codebase-documentor-for-aws/skills/document-service","install":"npx skills add awslabs/agent-plugins --skill document-service","installSafety":"standard package or runtime install path","permissionSurface":"secrets or environment access, filesystem or document access","documentation":"Strong README/SKILL.md context","agentOutcomes":"No agent outcome data yet","agentProvenScore":0,"outcomeConfidence":"0%","installPolicy":"human_review_before_install"},"installReadiness":{"ready":true,"command":"npx skills add awslabs/agent-plugins --skill document-service","policy":"human_review_before_install","label":"Human review before install","notes":["Install path is available","Repository evidence is available","License is declared","No Agent Proven outcome evidence yet","3d since push","Financial domain: human review is required before use in a live investment workflow.","Trust Score v5 requires review or sandbox-only use before install."]},"agentCompatibility":["Codex","Claude Code","Cursor","OpenAgentSkill CLI"],"riskSummary":{"level":"medium","label":"Review before production","notes":["Financial research output is not financial advice; require human review before any live investment decision.","Quality score needs review","Permission surface needs review: secrets or environment access, filesystem or document access","Dependency/runtime risk: credential or environment access, network or browser surface","Permission surface: secrets or environment access, filesystem or document access"]},"outcomeEvidence":{"total":0,"successes":0,"failures":0,"notRelevant":0,"successRate":null,"installAttempts":0,"riskBlocked":0,"setupRequired":0,"installSuccessRate":null,"avgOutputQuality":null,"avgTimeToUsefulMs":null,"productionOutcomes":0,"humanReviewRequired":0,"recentSuccessRate":null,"recentFailureRate":null,"uniqueAgents":0,"agentProvenScore":0,"agentProvenLabel":"Needs first agent run","lastOutcomeAt":null,"label":"No agent outcome data yet"},"autoInstall":{"allowed":false,"sandboxRequired":true,"policy":"human_review_before_install","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":["research","agent-skill"],"suited_agents":["Codex","Claude Code","Cursor","OpenAgentSkill CLI"],"install_command":"npx skills add awslabs/agent-plugins --skill document-service","trust_score":69,"trust_version":"trust-score-v5","risk_level":"medium","do_not_use_when":["Production credentials, payments, or irreversible account changes without explicit human review","Sensitive private data before reviewing repository code, license, and permission surface","Automatic installation in a production workspace","Autonomous investment, trading, tax, or suitability decisions without a qualified human review"],"before_install":["Read the audit page and machine-readable metadata.","Confirm the install command, license, and permission surface fit the workspace.","Get explicit human approval or choose an alternative before installing."],"after_run":["Report the outcome to /api/agent/outcome using the resolve event id.","Include output_quality, workspace, human_review_required, and evidence_url when available.","Re-resolve before broad production rollout."]},"bestFor":["research","agent-skill"],"doNotUseFor":["Production credentials, payments, or irreversible account changes without explicit human review","Sensitive private data before reviewing repository code, license, and permission surface","Automatic installation in a production workspace","Autonomous investment, trading, tax, or suitability decisions without a qualified human review"],"knownRisks":["Financial research output is not financial advice; require human review before any live investment decision.","Quality score needs review","Permission surface needs review: secrets or environment access, filesystem or document access","Dependency/runtime risk: credential or environment access, network or browser surface","Permission surface: secrets or environment access, filesystem or document access"],"backward_compatible":{"trust_score_v4":{"version":"trust-score-v4","score":77,"tier":"strong","label":"Strong shortlist","summary":"Good trust signals with a few areas worth checking before rollout."}}},"trust_score_v4":{"version":"trust-score-v4","score":77,"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":76,"weight":0.13,"status":"info","detail":"888 GitHub stars"},{"id":"repo_activity","label":"Stars/forks activity","score":71,"weight":0.08,"status":"info","detail":"888 stars, 152 forks; issue activity unavailable in current metadata"},{"id":"maintenance","label":"Recent maintenance","score":100,"weight":0.14,"status":"pass","detail":"3d since push"},{"id":"license","label":"License clarity","score":86,"weight":0.09,"status":"pass","detail":"Apache-2.0"},{"id":"documentation","label":"README/SKILL.md completeness","score":86,"weight":0.14,"status":"pass","detail":"Metadata includes enough usage and workflow context"},{"id":"dependency_risk","label":"Dependency/runtime risk","score":56,"weight":0.12,"status":"warn","detail":"credential or environment access, network or browser surface"},{"id":"installability","label":"Install availability","score":92,"weight":0.1,"status":"pass","detail":"npx skills add awslabs/agent-plugins --skill document-service"},{"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":34,"weight":0.07,"status":"fail","detail":"secrets or environment access, filesystem or document access"},{"id":"repository","label":"Repository evidence","score":86,"weight":0.04,"status":"pass","detail":"https://github.com/awslabs/agent-plugins/tree/main/plugins/codebase-documentor-for-aws/skills/document-service"},{"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":"info","label":"GitHub adoption","detail":"888 GitHub stars"},{"status":"info","label":"Stars/forks activity","detail":"888 stars, 152 forks; issue activity unavailable in current metadata"},{"status":"pass","label":"Recent maintenance","detail":"3d since push"},{"status":"pass","label":"License clarity","detail":"Apache-2.0"},{"status":"pass","label":"README/SKILL.md completeness","detail":"Metadata includes enough usage and workflow context"},{"status":"warn","label":"Dependency/runtime risk","detail":"credential or environment access, network or browser surface"},{"status":"pass","label":"Install availability","detail":"npx skills add awslabs/agent-plugins --skill document-service"},{"status":"pass","label":"Install command safety","detail":"standard package or runtime install path"},{"status":"fail","label":"Permission surface","detail":"secrets or environment access, filesystem or document access"},{"status":"pass","label":"Repository evidence","detail":"https://github.com/awslabs/agent-plugins/tree/main/plugins/codebase-documentor-for-aws/skills/document-service"},{"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":"pass","label":"OpenAgentSkill usage","detail":"1 views, 0 install copies"},{"status":"info","label":"Agent outcomes","detail":"No agent outcome data yet"}],"strengths":["AI review approved","Install path is available","Repository evidence is available","Recently maintained repository","Meaningful GitHub adoption signal","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","Permission surface needs review: secrets or environment access, filesystem or document access","Dependency/runtime risk: credential or environment access, network or browser surface","Permission surface: secrets or environment access, filesystem or document access"],"evidence":{"stars":"888 GitHub stars","repoActivity":"888 stars, 152 forks","lastPushed":"3d since push","license":"Apache-2.0","repository":"https://github.com/awslabs/agent-plugins/tree/main/plugins/codebase-documentor-for-aws/skills/document-service","install":"npx skills add awslabs/agent-plugins --skill document-service","installSafety":"standard package or runtime install path","permissionSurface":"secrets or environment access, filesystem or document access","documentation":"Strong README/SKILL.md context","agentOutcomes":"No agent outcome data yet"},"installReadiness":{"ready":true,"command":"npx skills add awslabs/agent-plugins --skill document-service","policy":"human_review_before_install","label":"Human review before install","notes":["Install path is available","Repository evidence is available","License is declared","No Agent Proven outcome evidence yet","3d since push","Financial domain: human review is required before use in a live investment workflow."]},"agentCompatibility":["Codex","Claude Code","Cursor","OpenAgentSkill CLI"],"riskSummary":{"level":"medium","label":"Review before production","notes":["Financial research output is not financial advice; require human review before any live investment decision.","Quality score needs review","Permission surface needs review: secrets or environment access, filesystem or document access","Dependency/runtime risk: credential or environment access, network or browser surface","Permission surface: secrets or environment access, filesystem or document access"]},"outcomeEvidence":{"total":0,"successes":0,"failures":0,"notRelevant":0,"successRate":null,"installAttempts":0,"riskBlocked":0,"setupRequired":0,"installSuccessRate":null,"avgOutputQuality":null,"avgTimeToUsefulMs":null,"productionOutcomes":0,"humanReviewRequired":0,"recentSuccessRate":null,"recentFailureRate":null,"uniqueAgents":0,"agentProvenScore":0,"agentProvenLabel":"Needs first agent run","lastOutcomeAt":null,"label":"No agent outcome data yet"},"autoInstall":{"allowed":false,"sandboxRequired":true,"policy":"human_review_before_install","reason":"Human review or sandbox validation is required before automatic installation."},"bestFor":["research","agent-skill"],"doNotUseFor":["Production credentials, payments, or irreversible account changes without explicit human review","Sensitive private data before reviewing repository code, license, and permission surface","Automatic installation in a production workspace","Autonomous investment, trading, tax, or suitability decisions without a qualified human review"],"knownRisks":["Financial research output is not financial advice; require human review before any live investment decision.","Quality score needs review","Permission surface needs review: secrets or environment access, filesystem or document access","Dependency/runtime risk: credential or environment access, network or browser surface","Permission surface: secrets or environment access, filesystem or document 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":50,"level":"avoid_auto_install","label":"Avoid automatic install","safety_tier":{"tier":"experimental","label":"Experimental","badge":"EXPERIMENTAL","summary":"Sparse or mixed signals. Useful for discovery, but not for autonomous installation.","recommended_action":"Test manually in an isolated workspace and compare against safer alternatives.","auto_install_policy":"review","reasons":["High-risk permission hints: Secrets or environment access","50/100 agent safety score"]},"auto_install_allowed":false,"human_review_required":true,"blocked":false,"audit_risk":"needs_review","permission_hints":[{"id":"network","label":"Network access","reason":"Skill likely fetches remote pages, APIs, repositories, or external services.","severity":"medium"},{"id":"filesystem","label":"Filesystem access","reason":"Skill may read or write project files, documents, generated artifacts, or local workspace state.","severity":"medium"},{"id":"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":["High-risk permission hints: 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":"experimental","label":"Experimental","badge":"EXPERIMENTAL","auto_install_policy":"review","auto_install_allowed":false,"blocked":false,"human_review_required":true,"recommended_action":"Test manually in an isolated workspace and compare against safer alternatives.","reasons":["High-risk permission hints: Secrets or environment access","50/100 agent safety score"]},"eval":{"version":"openagentskill-skill-eval-v1","status":"failed","score":73,"risk_level":"high","decision":{"recommendation":"do_not_auto_install","reason":"Permission surface: secrets or environment access, filesystem or document access","auto_install_allowed":false,"policy":"block","human_review_required":true},"blockers":["Permission surface: secrets or environment access, filesystem or document access"],"warnings":["Trust score: Good trust signals with a few areas worth checking before rollout.","Audit score: Needs review","Agent safety gate: Sparse or mixed signals. Useful for discovery, but not for autonomous installation.","High-risk permission hints: 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","Financial research output is not financial advice; require human review before any live investment decision.","Quality score needs review","Permission surface needs review: secrets or environment access, filesystem or document access","Dependency/runtime risk: credential or environment access, network or browser surface","Permission surface: secrets or environment access, filesystem or document access"],"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 document-service before installing it in an agent workflow","research","Workflow automation workflows; Claude Code teams; teams that value GitHub adoption signals"]},{"id":"install_path","label":"Install path","status":"pass","score":92,"required_for_auto_install":true,"detail":"Install handoff is available.","evidence":["npx skills add awslabs/agent-plugins --skill document-service"]},{"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 awslabs/agent-plugins --skill document-service"]},{"id":"trust_score","label":"Trust score","status":"warn","score":77,"required_for_auto_install":true,"detail":"Good trust signals with a few areas worth checking before rollout.","evidence":["Strong shortlist","888 GitHub stars","Apache-2.0"]},{"id":"audit_score","label":"Audit score","status":"warn","score":82,"required_for_auto_install":true,"detail":"Needs review","evidence":["Dependency or permission surface needs review"]},{"id":"agent_safety_gate","label":"Agent safety gate","status":"warn","score":50,"required_for_auto_install":true,"detail":"Sparse or mixed signals. Useful for discovery, but not for autonomous installation.","evidence":["Test manually in an isolated workspace and compare against safer alternatives.","High-risk permission hints: Secrets or environment access"]},{"id":"readme_skillmd_completeness","label":"README/SKILL.md completeness","status":"pass","score":86,"required_for_auto_install":false,"detail":"Metadata includes enough usage and workflow context","evidence":["Strong README/SKILL.md context"]},{"id":"license_clarity","label":"License clarity","status":"pass","score":86,"required_for_auto_install":true,"detail":"Apache-2.0","evidence":["Apache-2.0"]},{"id":"recent_maintenance","label":"Recent maintenance","status":"pass","score":100,"required_for_auto_install":false,"detail":"3d since push","evidence":["3d since push"]},{"id":"permission_surface","label":"Permission surface","status":"fail","score":34,"required_for_auto_install":true,"detail":"secrets or environment access, filesystem or document access","evidence":["Network access: medium","Filesystem access: medium","Secrets or environment access: high"]},{"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/awslabs-document-service/evals","api":"/api/agent/evals?slug=awslabs-document-service","text":"/api/agent/evals?slug=awslabs-document-service&format=text"}},"agent_readable_metadata":{"version":"openagentskill-agent-metadata-v2","skill":{"slug":"awslabs-document-service","name":"document-service","description":"This skill should be used when the user asks to \\\"analyze this codebase\\\", \\\"document this service\\\", \\\"generate technical docs\\\", \\\"I inherited this code\\\", \\\"help me understand this system\\\", \\\"create docs for this project\\\", \\\"what does this system look like\\\", \\\"onboard me to this codebase\\\", \\\"this codebase has no docs\\\", \\\"visualize the architecture from code\\\", or any explicit request to produce structured documentation or architecture diagrams from an existing codebase. Specifically optimized for AWS workloads (CDK, CloudFormation, Terraform) with source-of-truth citations. Do NOT activate for code reviews, single-function explanations, generating new code, or general coding tasks.","category":"research","url":"https://www.openagentskill.com/skills/awslabs-document-service","repository":"https://github.com/awslabs/agent-plugins/tree/main/plugins/codebase-documentor-for-aws/skills/document-service","github_repo":"awslabs/agent-plugins"},"suited_tasks":["Workflow automation workflows","Claude Code teams","teams that value GitHub adoption signals","Move data between tools","Transform files","Trigger repeatable actions","Read uploaded files","Extract structured fields"],"suited_agents":["Codex","Claude Code","Cursor","OpenAgentSkill CLI","OpenAI Agents","CLI"],"install":{"command":"npx skills add awslabs/agent-plugins --skill document-service","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 awslabs-document-service"},{"id":"codex","label":"Codex","kind":"agent-prompt","value":"Install the \"document-service\" agent skill from https://github.com/awslabs/agent-plugins/tree/main/plugins/codebase-documentor-for-aws/skills/document-service. 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: This skill should be used when the user asks to \\\"analyze this codebase\\\", \\\"document this service\\\", \\\"generate technical docs\\\", \\\"I inherited this code\\\", \\\"help me understand this system\\\", \\\"create docs for this project\\\", \\\"what does this system look like\\\", \\\"onboard me to this codebase\\\", \\\"this codebase has no docs\\\", \\\"visualize the architecture from code\\\", or any explicit request to produce structured documentation or architecture diagrams from an existing codebase. Specifically optimized for AWS workloads (CDK, CloudFormation, Terraform) with source-of-truth citations. Do NOT activate for code reviews, single-function explanations, generating new code, or general coding tasks. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"awslabs-document-service\",\"task\":\"Install document-service\",\"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 \"document-service\" as a Claude Code skill from https://github.com/awslabs/agent-plugins/tree/main/plugins/codebase-documentor-for-aws/skills/document-service. 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: This skill should be used when the user asks to \\\"analyze this codebase\\\", \\\"document this service\\\", \\\"generate technical docs\\\", \\\"I inherited this code\\\", \\\"help me understand this system\\\", \\\"create docs for this project\\\", \\\"what does this system look like\\\", \\\"onboard me to this codebase\\\", \\\"this codebase has no docs\\\", \\\"visualize the architecture from code\\\", or any explicit request to produce structured documentation or architecture diagrams from an existing codebase. Specifically optimized for AWS workloads (CDK, CloudFormation, Terraform) with source-of-truth citations. Do NOT activate for code reviews, single-function explanations, generating new code, or general coding tasks. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"awslabs-document-service\",\"task\":\"Install document-service\",\"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 \"document-service\" from https://github.com/awslabs/agent-plugins/tree/main/plugins/codebase-documentor-for-aws/skills/document-service 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: This skill should be used when the user asks to \\\"analyze this codebase\\\", \\\"document this service\\\", \\\"generate technical docs\\\", \\\"I inherited this code\\\", \\\"help me understand this system\\\", \\\"create docs for this project\\\", \\\"what does this system look like\\\", \\\"onboard me to this codebase\\\", \\\"this codebase has no docs\\\", \\\"visualize the architecture from code\\\", or any explicit request to produce structured documentation or architecture diagrams from an existing codebase. Specifically optimized for AWS workloads (CDK, CloudFormation, Terraform) with source-of-truth citations. Do NOT activate for code reviews, single-function explanations, generating new code, or general coding tasks. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"awslabs-document-service\",\"task\":\"Install document-service\",\"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/awslabs-document-service/install","manifest_url":"https://www.openagentskill.com/api/registry/manifest/awslabs-document-service"},"trust":{"score":77,"label":"Strong shortlist","version":"trust-score-v4","install_policy":"human_review_before_install","evidence":{"stars":"888 GitHub stars","repoActivity":"888 stars, 152 forks","lastPushed":"3d since push","license":"Apache-2.0","repository":"https://github.com/awslabs/agent-plugins/tree/main/plugins/codebase-documentor-for-aws/skills/document-service","install":"npx skills add awslabs/agent-plugins --skill document-service","installSafety":"standard package or runtime install path","permissionSurface":"secrets or environment access, filesystem or document access","documentation":"Strong README/SKILL.md context","agentOutcomes":"No agent outcome data yet"},"outcome_evidence":{"total":0,"successes":0,"failures":0,"not_relevant":0,"success_rate":null,"recent_success_rate":null,"recent_failure_rate":null,"install_attempts":0,"install_success_rate":null,"risk_blocked":0,"setup_required":0,"avg_output_quality":null,"production_outcomes":0,"last_outcome_at":null,"label":"No agent outcome data yet"},"auto_install":{"allowed":false,"sandbox_required":true,"reason":"Human review or sandbox validation is required before automatic installation."},"best_for":["research","agent-skill"],"known_risks":["Financial research output is not financial advice; require human review before any live investment decision.","Quality score needs review","Permission surface needs review: secrets or environment access, filesystem or document access","Dependency/runtime risk: credential or environment access, network or browser surface","Permission surface: secrets or environment access, filesystem or document 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":82,"risk_level":"needs_review","risk_label":"Needs review","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","Financial research output is not financial advice; require human review before any live investment decision.","Quality score needs review","Permission surface needs review: secrets or environment access, filesystem or document access","Dependency/runtime risk: credential or environment access, network or browser surface","Permission surface: secrets or environment access, filesystem or document access"]},"safety_gate":{"tier":"experimental","label":"Experimental","auto_install_policy":"review","auto_install_allowed":false,"human_review_required":true,"blocked":false,"recommended_action":"Test manually in an isolated workspace and compare against safer alternatives."},"quality":{"score":77,"label":"Strong"},"supply":{"track":"Research and knowledge work","scenario":"Document processing","maintenance":"3d 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 major risk signals from current metadata","High-risk permission hints: 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","Financial research output is not financial advice; require human review before any live investment decision."],"agent_contract":{"task_input":"Use document-service in an agent workflow","recommended_action":"Test manually in an isolated workspace and compare against safer alternatives.","install_policy":"review","minimum_review_before_use":["Trust: 77/100 Strong shortlist","Audit: 82/100 Needs review","Safety: 50/100 Avoid automatic install","Review repository, license, install command, and permission surface before production use."],"expected_agent_output":{"selected_skill":"awslabs-document-service (document-service)","install_command":"npx skills add awslabs/agent-plugins --skill document-service","risk_summary":"Needs review; Experimental; Review before production","verification_result":"Report the smallest successful task, files touched, warnings, and any missing setup."}},"outcome_feedback":{"endpoint":"https://www.openagentskill.com/api/agent/outcome","method":"POST","requires_resolve_event_id":true,"event_id_source":"Use install_receipt.outcome_feedback.event_id or feedback.event_id returned by /api/agent/resolve for the current task.","expected_outcomes":["success","failed","not_relevant","blocked_by_risk","setup_required"],"payload_template":{"event_id":"<install_receipt.outcome_feedback.event_id or feedback.event_id from /api/agent/resolve>","skill_slug":"awslabs-document-service","task":"Use document-service 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/awslabs-document-service","api":"https://www.openagentskill.com/api/agent/skills/awslabs-document-service","audit":"https://www.openagentskill.com/skills/awslabs-document-service/audit","eval":"https://www.openagentskill.com/api/agent/evals?slug=awslabs-document-service&task=Use%20document-service%20in%20an%20agent%20workflow&max_risk=medium","resolve":"https://www.openagentskill.com/api/agent/resolve?task=Use%20document-service%20in%20an%20agent%20workflow&agent=codex&max_risk=medium","receipt":"https://www.openagentskill.com/api/agent/receipt?task=Use%20document-service%20in%20an%20agent%20workflow&agent=codex&max_risk=medium&format=text","install":"https://www.openagentskill.com/api/skills/awslabs-document-service/install","manifest":"https://www.openagentskill.com/api/registry/manifest/awslabs-document-service"}},"machine_metadata":{"version":"openagentskill-agent-metadata-v2","skill":{"slug":"awslabs-document-service","name":"document-service","description":"This skill should be used when the user asks to \\\"analyze this codebase\\\", \\\"document this service\\\", \\\"generate technical docs\\\", \\\"I inherited this code\\\", \\\"help me understand this system\\\", \\\"create docs for this project\\\", \\\"what does this system look like\\\", \\\"onboard me to this codebase\\\", \\\"this codebase has no docs\\\", \\\"visualize the architecture from code\\\", or any explicit request to produce structured documentation or architecture diagrams from an existing codebase. Specifically optimized for AWS workloads (CDK, CloudFormation, Terraform) with source-of-truth citations. Do NOT activate for code reviews, single-function explanations, generating new code, or general coding tasks.","category":"research","url":"https://www.openagentskill.com/skills/awslabs-document-service","repository":"https://github.com/awslabs/agent-plugins/tree/main/plugins/codebase-documentor-for-aws/skills/document-service","github_repo":"awslabs/agent-plugins"},"suited_tasks":["Workflow automation workflows","Claude Code teams","teams that value GitHub adoption signals","Move data between tools","Transform files","Trigger repeatable actions","Read uploaded files","Extract structured fields"],"suited_agents":["Codex","Claude Code","Cursor","OpenAgentSkill CLI","OpenAI Agents","CLI"],"install":{"command":"npx skills add awslabs/agent-plugins --skill document-service","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 awslabs-document-service"},{"id":"codex","label":"Codex","kind":"agent-prompt","value":"Install the \"document-service\" agent skill from https://github.com/awslabs/agent-plugins/tree/main/plugins/codebase-documentor-for-aws/skills/document-service. 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: This skill should be used when the user asks to \\\"analyze this codebase\\\", \\\"document this service\\\", \\\"generate technical docs\\\", \\\"I inherited this code\\\", \\\"help me understand this system\\\", \\\"create docs for this project\\\", \\\"what does this system look like\\\", \\\"onboard me to this codebase\\\", \\\"this codebase has no docs\\\", \\\"visualize the architecture from code\\\", or any explicit request to produce structured documentation or architecture diagrams from an existing codebase. Specifically optimized for AWS workloads (CDK, CloudFormation, Terraform) with source-of-truth citations. Do NOT activate for code reviews, single-function explanations, generating new code, or general coding tasks. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"awslabs-document-service\",\"task\":\"Install document-service\",\"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 \"document-service\" as a Claude Code skill from https://github.com/awslabs/agent-plugins/tree/main/plugins/codebase-documentor-for-aws/skills/document-service. 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: This skill should be used when the user asks to \\\"analyze this codebase\\\", \\\"document this service\\\", \\\"generate technical docs\\\", \\\"I inherited this code\\\", \\\"help me understand this system\\\", \\\"create docs for this project\\\", \\\"what does this system look like\\\", \\\"onboard me to this codebase\\\", \\\"this codebase has no docs\\\", \\\"visualize the architecture from code\\\", or any explicit request to produce structured documentation or architecture diagrams from an existing codebase. Specifically optimized for AWS workloads (CDK, CloudFormation, Terraform) with source-of-truth citations. Do NOT activate for code reviews, single-function explanations, generating new code, or general coding tasks. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"awslabs-document-service\",\"task\":\"Install document-service\",\"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 \"document-service\" from https://github.com/awslabs/agent-plugins/tree/main/plugins/codebase-documentor-for-aws/skills/document-service 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: This skill should be used when the user asks to \\\"analyze this codebase\\\", \\\"document this service\\\", \\\"generate technical docs\\\", \\\"I inherited this code\\\", \\\"help me understand this system\\\", \\\"create docs for this project\\\", \\\"what does this system look like\\\", \\\"onboard me to this codebase\\\", \\\"this codebase has no docs\\\", \\\"visualize the architecture from code\\\", or any explicit request to produce structured documentation or architecture diagrams from an existing codebase. Specifically optimized for AWS workloads (CDK, CloudFormation, Terraform) with source-of-truth citations. Do NOT activate for code reviews, single-function explanations, generating new code, or general coding tasks. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"awslabs-document-service\",\"task\":\"Install document-service\",\"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/awslabs-document-service/install","manifest_url":"https://www.openagentskill.com/api/registry/manifest/awslabs-document-service"},"trust":{"score":77,"label":"Strong shortlist","version":"trust-score-v4","install_policy":"human_review_before_install","evidence":{"stars":"888 GitHub stars","repoActivity":"888 stars, 152 forks","lastPushed":"3d since push","license":"Apache-2.0","repository":"https://github.com/awslabs/agent-plugins/tree/main/plugins/codebase-documentor-for-aws/skills/document-service","install":"npx skills add awslabs/agent-plugins --skill document-service","installSafety":"standard package or runtime install path","permissionSurface":"secrets or environment access, filesystem or document access","documentation":"Strong README/SKILL.md context","agentOutcomes":"No agent outcome data yet"},"outcome_evidence":{"total":0,"successes":0,"failures":0,"not_relevant":0,"success_rate":null,"recent_success_rate":null,"recent_failure_rate":null,"install_attempts":0,"install_success_rate":null,"risk_blocked":0,"setup_required":0,"avg_output_quality":null,"production_outcomes":0,"last_outcome_at":null,"label":"No agent outcome data yet"},"auto_install":{"allowed":false,"sandbox_required":true,"reason":"Human review or sandbox validation is required before automatic installation."},"best_for":["research","agent-skill"],"known_risks":["Financial research output is not financial advice; require human review before any live investment decision.","Quality score needs review","Permission surface needs review: secrets or environment access, filesystem or document access","Dependency/runtime risk: credential or environment access, network or browser surface","Permission surface: secrets or environment access, filesystem or document 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":82,"risk_level":"needs_review","risk_label":"Needs review","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","Financial research output is not financial advice; require human review before any live investment decision.","Quality score needs review","Permission surface needs review: secrets or environment access, filesystem or document access","Dependency/runtime risk: credential or environment access, network or browser surface","Permission surface: secrets or environment access, filesystem or document access"]},"safety_gate":{"tier":"experimental","label":"Experimental","auto_install_policy":"review","auto_install_allowed":false,"human_review_required":true,"blocked":false,"recommended_action":"Test manually in an isolated workspace and compare against safer alternatives."},"quality":{"score":77,"label":"Strong"},"supply":{"track":"Research and knowledge work","scenario":"Document processing","maintenance":"3d 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 major risk signals from current metadata","High-risk permission hints: 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","Financial research output is not financial advice; require human review before any live investment decision."],"agent_contract":{"task_input":"Use document-service in an agent workflow","recommended_action":"Test manually in an isolated workspace and compare against safer alternatives.","install_policy":"review","minimum_review_before_use":["Trust: 77/100 Strong shortlist","Audit: 82/100 Needs review","Safety: 50/100 Avoid automatic install","Review repository, license, install command, and permission surface before production use."],"expected_agent_output":{"selected_skill":"awslabs-document-service (document-service)","install_command":"npx skills add awslabs/agent-plugins --skill document-service","risk_summary":"Needs review; Experimental; Review before production","verification_result":"Report the smallest successful task, files touched, warnings, and any missing setup."}},"outcome_feedback":{"endpoint":"https://www.openagentskill.com/api/agent/outcome","method":"POST","requires_resolve_event_id":true,"event_id_source":"Use install_receipt.outcome_feedback.event_id or feedback.event_id returned by /api/agent/resolve for the current task.","expected_outcomes":["success","failed","not_relevant","blocked_by_risk","setup_required"],"payload_template":{"event_id":"<install_receipt.outcome_feedback.event_id or feedback.event_id from /api/agent/resolve>","skill_slug":"awslabs-document-service","task":"Use document-service 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/awslabs-document-service","api":"https://www.openagentskill.com/api/agent/skills/awslabs-document-service","audit":"https://www.openagentskill.com/skills/awslabs-document-service/audit","eval":"https://www.openagentskill.com/api/agent/evals?slug=awslabs-document-service&task=Use%20document-service%20in%20an%20agent%20workflow&max_risk=medium","resolve":"https://www.openagentskill.com/api/agent/resolve?task=Use%20document-service%20in%20an%20agent%20workflow&agent=codex&max_risk=medium","receipt":"https://www.openagentskill.com/api/agent/receipt?task=Use%20document-service%20in%20an%20agent%20workflow&agent=codex&max_risk=medium&format=text","install":"https://www.openagentskill.com/api/skills/awslabs-document-service/install","manifest":"https://www.openagentskill.com/api/registry/manifest/awslabs-document-service"}},"supply_profile":{"track":{"slug":"research","label":"Research and knowledge work","shortLabel":"Research","description":"Deep research, source comparison, literature review, RAG, knowledge search, and reports."},"scenario":{"label":"Document processing","description":"I need my agent to read PDFs, extract tables, and turn documents into structured data.","useCases":[{"slug":"workflow-automation","title":"Workflow automation"},{"slug":"document-processing","title":"Document processing"},{"slug":"coding-agents","title":"Coding agents"}]},"applicableAgents":["Claude Code","OpenAI Agents","Cursor","CLI","Codex"],"install":{"ready":true,"command":"npx skills add awslabs/agent-plugins --skill document-service","primaryTarget":"CLI","targetCount":4},"githubQuality":{"stars":888,"starsLabel":"888","forks":152,"license":"Apache-2.0","qualityScore":77,"trustScore":77,"auditScore":82},"maintenance":{"status":"fresh","label":"3d since push","daysSincePush":3,"lastPushedAt":"2026-09-04T21:58:04+00:00"},"risk":{"level":"needs_review","label":"Needs review","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","Financial research output is not financial advice; require human review before any live investment decision.","Quality score needs review"]},"coverageTags":["Research","Document processing","agent-skill"]},"audit":{"audit_score":82,"risk_level":"needs_review","risk_label":"Needs review","quality_score":77,"trust_score":77,"maintenance_score":100,"security_score":79,"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","Financial research output is not financial advice; require human review before any live investment decision.","Quality score needs review","Permission surface needs review: secrets or environment access, filesystem or document access","Dependency/runtime risk: credential or environment access, network or browser surface","Permission surface: secrets or environment access, filesystem or document access"]},"quality_signals":{"model":"v2","star_score":20.64,"usage_score":0,"review_score":5.55,"metadata_score":3,"freshness_score":15},"platforms":["Claude Code","OpenAI Agents","Cursor"],"use_cases":[{"slug":"workflow-automation","title":"Workflow automation","url":"https://www.openagentskill.com/use-cases/workflow-automation"},{"slug":"document-processing","title":"Document processing","url":"https://www.openagentskill.com/use-cases/document-processing"},{"slug":"coding-agents","title":"Coding agents","url":"https://www.openagentskill.com/use-cases/coding-agents"},{"slug":"rag-knowledge","title":"RAG and knowledge","url":"https://www.openagentskill.com/use-cases/rag-knowledge"}],"stacks":[{"slug":"content-growth-agent","title":"Content growth agent","url":"https://www.openagentskill.com/collections/content-growth-agent"},{"slug":"rag-knowledge-base","title":"RAG knowledge base","url":"https://www.openagentskill.com/collections/rag-knowledge-base"},{"slug":"research-report-agent","title":"Research report agent","url":"https://www.openagentskill.com/collections/research-report-agent"}],"install":"npx skills add awslabs/agent-plugins --skill document-service","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 awslabs-document-service","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 \"document-service\" agent skill from https://github.com/awslabs/agent-plugins/tree/main/plugins/codebase-documentor-for-aws/skills/document-service. 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: This skill should be used when the user asks to \\\"analyze this codebase\\\", \\\"document this service\\\", \\\"generate technical docs\\\", \\\"I inherited this code\\\", \\\"help me understand this system\\\", \\\"create docs for this project\\\", \\\"what does this system look like\\\", \\\"onboard me to this codebase\\\", \\\"this codebase has no docs\\\", \\\"visualize the architecture from code\\\", or any explicit request to produce structured documentation or architecture diagrams from an existing codebase. Specifically optimized for AWS workloads (CDK, CloudFormation, Terraform) with source-of-truth citations. Do NOT activate for code reviews, single-function explanations, generating new code, or general coding tasks. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"awslabs-document-service\",\"task\":\"Install document-service\",\"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 \"document-service\" as a Claude Code skill from https://github.com/awslabs/agent-plugins/tree/main/plugins/codebase-documentor-for-aws/skills/document-service. 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: This skill should be used when the user asks to \\\"analyze this codebase\\\", \\\"document this service\\\", \\\"generate technical docs\\\", \\\"I inherited this code\\\", \\\"help me understand this system\\\", \\\"create docs for this project\\\", \\\"what does this system look like\\\", \\\"onboard me to this codebase\\\", \\\"this codebase has no docs\\\", \\\"visualize the architecture from code\\\", or any explicit request to produce structured documentation or architecture diagrams from an existing codebase. Specifically optimized for AWS workloads (CDK, CloudFormation, Terraform) with source-of-truth citations. Do NOT activate for code reviews, single-function explanations, generating new code, or general coding tasks. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"awslabs-document-service\",\"task\":\"Install document-service\",\"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 \"document-service\" from https://github.com/awslabs/agent-plugins/tree/main/plugins/codebase-documentor-for-aws/skills/document-service 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: This skill should be used when the user asks to \\\"analyze this codebase\\\", \\\"document this service\\\", \\\"generate technical docs\\\", \\\"I inherited this code\\\", \\\"help me understand this system\\\", \\\"create docs for this project\\\", \\\"what does this system look like\\\", \\\"onboard me to this codebase\\\", \\\"this codebase has no docs\\\", \\\"visualize the architecture from code\\\", or any explicit request to produce structured documentation or architecture diagrams from an existing codebase. Specifically optimized for AWS workloads (CDK, CloudFormation, Terraform) with source-of-truth citations. Do NOT activate for code reviews, single-function explanations, generating new code, or general coding tasks. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"awslabs-document-service\",\"task\":\"Install document-service\",\"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/awslabs/agent-plugins/tree/main/plugins/codebase-documentor-for-aws/skills/document-service","github_repo":"awslabs/agent-plugins","version":"1.0.0","license":"Apache-2.0","urls":{"web":"https://www.openagentskill.com/skills/awslabs-document-service","repository":"https://github.com/awslabs/agent-plugins/tree/main/plugins/codebase-documentor-for-aws/skills/document-service","api":"/api/agent/skills/awslabs-document-service","install_api":"/api/skills/awslabs-document-service/install"},"meta":{"created_at":"2026-09-04T23:28:27.055459+00:00","updated_at":"2026-09-04T23:28:27.248476+00:00","agent_friendly":true}}