[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"extension-skill-muratcankoylan-hosted-agents-en":3,"guides-for-muratcankoylan-hosted-agents":639,"similar-k17dta04x59h2d63hv9819s91d86na6n-en":640},{"_creationTime":4,"_id":5,"children":6,"community":7,"display":9,"evaluation":15,"identity":248,"isFallback":231,"parentExtension":254,"providers":316,"relations":320,"repo":321,"tags":637,"workflow":638},1778694269038.6697,"k17dta04x59h2d63hv9819s91d86na6n",[],{"reviewCount":8},0,{"description":10,"installMethods":11,"name":13,"sourceUrl":14},"This skill should be used when the user asks to \"build background agent\", \"create hosted coding agent\", \"set up sandboxed execution\", \"implement multiplayer agent\", or mentions background agents, sandboxed VMs, agent infrastructure, Modal sandboxes, self-spawning agents, or remote coding environments.",{"claudeCode":12},"muratcankoylan/Agent-Skills-for-Context-Engineering","Hosted Agents","https://github.com/muratcankoylan/Agent-Skills-for-Context-Engineering",{"_creationTime":16,"_id":17,"extensionId":5,"locale":18,"result":19,"trustSignals":229,"workflow":246},1778694517917.46,"kn7eqfm568dpy6qdk6kg1hxgrn86m4mh","en",{"checks":20,"evaluatedAt":192,"extensionSummary":193,"features":194,"nonGoals":200,"practices":204,"prerequisites":209,"promptVersionExtension":210,"promptVersionScoring":211,"purpose":212,"rationale":213,"score":214,"summary":215,"tags":216,"targetMarket":222,"tier":223,"useCases":224},[21,26,29,33,37,41,45,48,52,56,60,63,66,69,73,76,79,82,85,88,92,96,99,103,106,109,112,115,118,121,125,128,132,136,140,143,146,149,153,156,159,162,165,168,171,175,179,182,185,189],{"category":22,"check":23,"severity":24,"summary":25},"Invocation","Precise Purpose","pass","The skill's purpose is clearly defined by specifying its use case for building background coding agents and outlining concrete scenarios like 'set up sandboxed execution' and 'implement multiplayer agent'.",{"category":22,"check":27,"severity":24,"summary":28},"Concise Frontmatter","The frontmatter is concise and effectively summarizes the core capability and trigger phrases within the recommended character limit.",{"category":30,"check":31,"severity":24,"summary":32},"Documentation","Concise Body","The SKILL.md body is well under the line limit and delegates deeper material to separate reference files.",{"category":34,"check":35,"severity":24,"summary":36},"Context","Progressive Disclosure","The SKILL.md outlines the flow and links into `references/` for detailed patterns, adhering to progressive disclosure.",{"category":34,"check":38,"severity":39,"summary":40},"Forked exploration","not_applicable","This skill does not involve deep exploration or multi-file inspection that would necessitate `context: fork`.",{"category":42,"check":43,"severity":24,"summary":44},"Practical Utility","Usage examples","The `examples` folder contains complete system designs that demonstrate the application of this skill and related ones.",{"category":42,"check":46,"severity":24,"summary":47},"Edge cases","The 'Gotchas' section in the SKILL.md documentation thoroughly addresses potential failure modes, symptoms, and recovery steps.",{"category":49,"check":50,"severity":39,"summary":51},"Code Execution","Tool Fallback","The skill does not reference external tools like MCP servers, relying on Claude-internal tools.",{"category":53,"check":54,"severity":24,"summary":55},"Safety","Halt on unexpected state","The documentation outlines clear guidelines and potential issues related to state management and sandbox recycling, implying a safe approach to unexpected states.",{"category":57,"check":58,"severity":24,"summary":59},"Portability","Cross-skill coupling","The skill is self-contained and explicitly cross-links to related skills when necessary, avoiding implicit reliance.",{"category":42,"check":61,"severity":24,"summary":62},"Problem relevance","The description clearly names the problem of building background agents and outlines specific use cases like 'sandboxed execution' and 'multiplayer agent'.",{"category":42,"check":64,"severity":24,"summary":65},"Unique selling proposition","The skill offers unique capabilities beyond standard agent behavior, such as pre-built images, warm pools, and multi-client interfaces for hosted agents.",{"category":42,"check":67,"severity":24,"summary":68},"Production readiness","The skill provides a comprehensive approach to building hosted agent infrastructure, covering sandbox setup, image building, state management, and client integrations, indicating readiness for production workflows.",{"category":70,"check":71,"severity":24,"summary":72},"Scope","Single responsibility principle","The skill focuses on the domain of building hosted agent infrastructure, with clear sub-topics like sandbox management and client integrations.",{"category":70,"check":74,"severity":24,"summary":75},"Description quality","The displayed description accurately reflects the skill's purpose and use cases for building hosted agents and sandboxed environments.",{"category":22,"check":77,"severity":39,"summary":78},"Scoped tools","This skill does not expose explicit tools or commands; its functionality is invoked via natural language.",{"category":30,"check":80,"severity":39,"summary":81},"Configuration & parameter reference","The skill does not have configurable parameters or options that require explicit documentation.",{"category":70,"check":83,"severity":39,"summary":84},"Tool naming","This skill does not expose user-facing tools with names.",{"category":70,"check":86,"severity":39,"summary":87},"Minimal I/O surface","The skill does not expose tools with parameter schemas or response shapes.",{"category":89,"check":90,"severity":24,"summary":91},"License","License usability","The extension is licensed under the MIT license, which is a permissive open-source license.",{"category":93,"check":94,"severity":24,"summary":95},"Maintenance","Commit recency","The last commit was on April 14, 2026, which is within the last 90 days.",{"category":93,"check":97,"severity":39,"summary":98},"Dependency Management","The skill does not appear to use third-party dependencies that require specific management.",{"category":100,"check":101,"severity":24,"summary":102},"Security","Secret Management","The documentation emphasizes proper token handling and explicitly lists secrets to be injected, indicating awareness of secure practices.",{"category":100,"check":104,"severity":24,"summary":105},"Injection","The skill's patterns, particularly in the pseudocode for sandbox management, demonstrate treating external data and configurations as untrusted and isolating execution.",{"category":100,"check":107,"severity":24,"summary":108},"Transitive Supply-Chain Grenades","The provided pseudocode and documentation focus on internal build processes and controlled execution environments, with no indication of fetching or executing remote code.",{"category":100,"check":110,"severity":24,"summary":111},"Sandbox Isolation","The skill's core concept is the use of sandboxed environments with explicit security configurations and resource limits, demonstrating a strong focus on isolation.",{"category":100,"check":113,"severity":24,"summary":114},"Sandbox escape primitives","The documentation and pseudocode do not show any patterns that would indicate sandbox escape primitives like detached processes or retry loops around denied calls.",{"category":100,"check":116,"severity":24,"summary":117},"Data Exfiltration","The security considerations for token handling and network restrictions in the documentation suggest an awareness of preventing data exfiltration.",{"category":100,"check":119,"severity":24,"summary":120},"Hidden Text Tricks","The documentation and code snippets do not contain any hidden text tricks or steering mechanisms.",{"category":122,"check":123,"severity":24,"summary":124},"Hooks","Opaque code execution","The provided pseudocode is readable and does not involve obfuscated code, base64 payloads, or runtime script fetching.",{"category":57,"check":126,"severity":24,"summary":127},"Structural Assumption","The skill's pseudocode and documentation focus on abstract patterns rather than assuming specific project structures outside the bundle.",{"category":129,"check":130,"severity":24,"summary":131},"Trust","Issues Attention","With 6 issues opened and 2 closed in the last 90 days, the closure rate is 25%, and the number of open issues is low, indicating reasonable maintainer engagement.",{"category":133,"check":134,"severity":24,"summary":135},"Versioning","Release Management","The skill has a clear version (1.1.0) indicated in the metadata and uses semantic versioning.",{"category":137,"check":138,"severity":24,"summary":139},"Execution","Validation","The pseudocode demonstrates structured data handling and configuration, implying a robust approach to validation.",{"category":100,"check":141,"severity":24,"summary":142},"Unguarded Destructive Operations","The focus on sandboxing and explicit configurations suggests that any destructive operations are carefully managed and isolated.",{"category":49,"check":144,"severity":24,"summary":145},"Error Handling","The pseudocode includes patterns for error handling, such as try-catch blocks and structured logging, which implies a robust approach to reporting and managing errors.",{"category":49,"check":147,"severity":24,"summary":148},"Logging","The pseudocode includes explicit patterns for logging and metrics tracking, indicating a commitment to auditability and observability.",{"category":150,"check":151,"severity":24,"summary":152},"Compliance","GDPR","The skill focuses on infrastructure and code execution, not personal data processing, making GDPR compliance not directly applicable beyond standard secure handling of any incidental data.",{"category":150,"check":154,"severity":24,"summary":155},"Target market","The skill provides general patterns for agent infrastructure applicable globally, with no regional or jurisdictional limitations detected.",{"category":57,"check":157,"severity":24,"summary":158},"Runtime stability","The pseudocode abstracts infrastructure dependencies and focuses on portable patterns for sandbox management and image building.",{"category":30,"check":160,"severity":24,"summary":161},"README","The README.md file provides a comprehensive overview of the repository's purpose, skills, and usage instructions.",{"category":70,"check":163,"severity":39,"summary":164},"Tool surface size","This skill does not expose tools; its functionality is invoked via natural language.",{"category":22,"check":166,"severity":39,"summary":167},"Overlapping near-synonym tools","This skill does not expose tools, therefore there are no overlapping near-synonym tools.",{"category":30,"check":169,"severity":24,"summary":170},"Phantom features","All features mentioned in the README and SKILL.md, such as sandboxed execution and image building, are reflected in the detailed pseudocode and documentation.",{"category":172,"check":173,"severity":24,"summary":174},"Install","Installation instruction","The README provides clear, step-by-step installation instructions for Claude Code, including commands for adding the marketplace and installing plugins.",{"category":176,"check":177,"severity":24,"summary":178},"Errors","Actionable error messages","The pseudocode and documentation highlight the importance of structured error handling and provide guidance on reporting symptoms and recovery steps.",{"category":137,"check":180,"severity":24,"summary":181},"Pinned dependencies","The pseudocode mentions practices like installing dependencies and using specific images, implying pinned versions for reproducibility.",{"category":70,"check":183,"severity":39,"summary":184},"Dry-run preview","The skill does not expose commands or tools that would require a dry-run preview mode.",{"category":186,"check":187,"severity":24,"summary":188},"Protocol","Idempotent retry & timeouts","The pseudocode includes patterns for handling timeouts and managing session state, which supports idempotent operations and controlled retries.",{"category":150,"check":190,"severity":24,"summary":191},"Telemetry opt-in","The documentation emphasizes secure practices and does not mention any opt-out telemetry, suggesting a focus on user privacy.",1778694517810,"This skill provides patterns and pseudocode for building hosted agent infrastructure, focusing on sandboxed execution, pre-built environment images, warm pool management, session state isolation, and multi-client interfaces.",[195,196,197,198,199],"Build background coding agents","Set up sandboxed execution environments","Implement multiplayer agent sessions","Use pre-built environment images","Manage warm sandbox pools",[201,202,203],"Replacing existing agent platforms","Providing a specific cloud provider implementation","Handling all aspects of agent development outside of infrastructure",[205,206,207,208],"Sandbox Management","Image Building","State Management","Security Configuration",[],"3.0.0","4.4.0","To enable the creation of advanced agent systems by providing architectural patterns for running agents in remote, sandboxed environments with features like pre-built images and multiplayer support.","The skill is exceptionally well-documented with clear pseudocode, comprehensive documentation, and strong security practices. All checks passed, indicating a high-quality implementation.",99,"Excellent skill for building robust, scalable, and secure hosted agent infrastructure.",[217,218,219,220,221],"agent-infrastructure","sandboxing","code-execution","multiplayer","devops","global","verified",[225,226,227,228],"Developing background agents that run independently of user devices","Designing sandboxed execution environments for agent workloads","Implementing multiplayer agent sessions with shared state","Scaling agent infrastructure beyond local machine constraints",{"codeQuality":230,"collectedAt":232,"documentation":233,"maintenance":236,"security":242,"testCoverage":244},{"hasLockfile":231},false,1778694502675,{"descriptionLength":234,"readmeSize":235},302,13763,{"closedIssues90d":237,"forks":238,"hasChangelog":231,"openIssues90d":239,"pushedAt":240,"stars":241},2,1237,6,1776141908000,15630,{"hasNpmPackage":231,"license":243,"smitheryVerified":231},"MIT",{"hasCi":231,"hasTests":245},true,{"updatedAt":247},1778694517917,{"basePath":249,"githubOwner":250,"githubRepo":251,"locale":18,"slug":252,"type":253},"skills/hosted-agents","muratcankoylan","Agent-Skills-for-Context-Engineering","hosted-agents","skill",{"_creationTime":255,"_id":256,"community":257,"display":258,"identity":262,"parentExtension":265,"providers":299,"relations":312,"tags":313,"workflow":314},1778694269038.6665,"k1754dy3wbsv2a5gr1a983zzs586njca",{"reviewCount":8},{"description":259,"installMethods":260,"name":261,"sourceUrl":14},"Comprehensive context engineering skills for building production-grade AI agent systems — covering fundamentals, degradation patterns, compression, optimization, latent briefing (KV sharing between agents), multi-agent coordination, memory systems, tool design, filesystem context, hosted agents, evaluation, advanced evaluation, project development, and cognitive architecture",{"claudeCode":251},"Agent Skills for Context Engineering",{"basePath":263,"githubOwner":250,"githubRepo":251,"locale":18,"slug":251,"type":264},"","plugin",{"_creationTime":266,"_id":267,"community":268,"display":269,"identity":272,"providers":274,"relations":293,"tags":295,"workflow":296},1778694269038.6663,"k1796gc85sm2bx753svn59gp5186mpz4",{"reviewCount":8},{"description":270,"installMethods":271,"name":261,"sourceUrl":14},"Context Engineering skills for building production-grade AI agent systems",{"claudeCode":12},{"basePath":263,"githubOwner":250,"githubRepo":251,"locale":18,"slug":251,"type":273},"marketplace",{"evaluate":275,"extract":286},{"promptVersionExtension":276,"promptVersionScoring":211,"score":277,"tags":278,"targetMarket":222,"tier":285},"3.1.0",75,[279,280,281,282,283,284],"ai","agent-skills","context-engineering","llm","development","architecture","community",{"commitSha":287,"license":243,"marketplace":288,"plugin":291},"HEAD",{"name":289,"pluginCount":290},"context-engineering-marketplace",1,{"mcpCount":8,"provider":292,"skillCount":8},"classify",{"repoId":294},"kd7f12maf5nxmx5xttjx7scfnx86m1tv",[280,279,284,281,283,282],{"evaluatedAt":297,"extractAt":298,"updatedAt":297},1778694283498,1778694269038,{"evaluate":300,"extract":309},{"promptVersionExtension":210,"promptVersionScoring":211,"score":301,"tags":302,"targetMarket":222,"tier":223},95,[281,303,304,305,306,307,308],"ai-agents","prompt-engineering","multi-agent-systems","llm-operations","agent-architecture","cognitive-architecture",{"commitSha":287,"license":243,"plugin":310},{"mcpCount":8,"provider":292,"skillCount":311},14,{"parentExtensionId":267,"repoId":294},[307,303,308,281,306,305,304],{"evaluatedAt":315,"extractAt":298,"updatedAt":315},1778694291902,{"evaluate":317,"extract":319},{"promptVersionExtension":210,"promptVersionScoring":211,"score":214,"tags":318,"targetMarket":222,"tier":223},[217,218,219,220,221],{"commitSha":287,"license":243},{"parentExtensionId":256,"repoId":294},{"_creationTime":322,"_id":294,"identity":323,"providers":324,"workflow":633},1778694264629.3296,{"githubOwner":250,"githubRepo":251,"sourceUrl":14},{"classify":325,"discover":627,"github":630},{"commitSha":287,"extensions":326},[327,340,348,375,398,419,433,451,467,479,491,503,515,527,538,547,557,569,581,595,609,617],{"basePath":263,"description":270,"displayName":289,"installMethods":328,"rationale":329,"selectedPaths":330,"source":339,"sourceLanguage":18,"type":273},{"claudeCode":12},"marketplace.json at .claude-plugin/marketplace.json",[331,334,336],{"path":332,"priority":333},".claude-plugin/marketplace.json","mandatory",{"path":335,"priority":333},"README.md",{"path":337,"priority":338},"LICENSE","high","rule",{"basePath":263,"description":259,"displayName":281,"installMethods":341,"rationale":342,"selectedPaths":343,"source":339,"sourceLanguage":18,"type":264},{"claudeCode":251},"inline plugin source from marketplace.json at / (coalesced with duplicate plugin at .plugin)",[344,345,346],{"path":335,"priority":333},{"path":337,"priority":338},{"path":347,"priority":338},"SKILL.md",{"basePath":349,"description":350,"displayName":351,"installMethods":352,"rationale":353,"selectedPaths":354,"source":339,"sourceLanguage":18,"type":253},"examples/book-sft-pipeline","This skill should be used when the user asks to \"fine-tune on books\", \"create SFT dataset\", \"train style model\", \"extract ePub text\", or mentions style transfer, LoRA training, book segmentation, or author voice replication.","book-sft-pipeline",{"claudeCode":12},"SKILL.md frontmatter at examples/book-sft-pipeline/SKILL.md",[355,356,357,360,362,364,366,369,371,373],{"path":347,"priority":333},{"path":335,"priority":338},{"path":358,"priority":359},"examples/gertrude-stein/README.md","low",{"path":361,"priority":359},"examples/gertrude-stein/dataset_sample.jsonl",{"path":363,"priority":359},"examples/gertrude-stein/sample_outputs.md",{"path":365,"priority":359},"examples/gertrude-stein/training_config.json",{"path":367,"priority":368},"references/segmentation-strategies.md","medium",{"path":370,"priority":368},"references/tinker-format.md",{"path":372,"priority":368},"references/tinker.txt",{"path":374,"priority":359},"scripts/pipeline_example.py",{"basePath":376,"description":377,"displayName":378,"installMethods":379,"rationale":380,"selectedPaths":381,"source":339,"sourceLanguage":18,"type":253},"examples/digital-brain-skill","This skill should be used when the user asks to \"write a post\", \"check my voice\", \"look up contact\", \"prepare for meeting\", \"weekly review\", \"track goals\", or mentions personal brand, content creation, network management, or voice consistency.","digital-brain",{"claudeCode":12},"SKILL.md frontmatter at examples/digital-brain-skill/SKILL.md",[382,383,384,386,388,390,392,394,396],{"path":347,"priority":333},{"path":335,"priority":338},{"path":385,"priority":368},"AGENT.md",{"path":387,"priority":368},"HOW-SKILLS-BUILT-THIS.md",{"path":389,"priority":368},"SKILLS-MAPPING.md",{"path":391,"priority":359},"examples/content-workflow.md",{"path":393,"priority":359},"examples/meeting-prep.md",{"path":395,"priority":368},"references/file-formats.md",{"path":397,"priority":359},"scripts/install.sh",{"basePath":399,"description":400,"displayName":401,"installMethods":402,"rationale":403,"selectedPaths":404,"source":339,"sourceLanguage":18,"type":253},"examples/interleaved-thinking","Debug and optimize AI agents by analyzing reasoning traces. Activates on 'debug agent', 'optimize prompt', 'analyze reasoning', 'why did the agent fail', 'improve agent performance', or when diagnosing agent failures and context degradation.","reasoning-trace-optimizer",{"claudeCode":12},"SKILL.md frontmatter at examples/interleaved-thinking/SKILL.md",[405,406,407,409,411,413,415,417],{"path":347,"priority":333},{"path":335,"priority":338},{"path":408,"priority":359},"docs/agentthinking.md",{"path":410,"priority":359},"docs/interleavedthinking.md",{"path":412,"priority":359},"docs/m2-1.md",{"path":414,"priority":359},"examples/01_basic_capture.py",{"path":416,"priority":359},"examples/02_tool_usage.py",{"path":418,"priority":359},"examples/03_full_optimization.py",{"basePath":420,"description":421,"displayName":422,"installMethods":423,"rationale":424,"selectedPaths":425,"source":339,"sourceLanguage":18,"type":253},"examples/interleaved-thinking/generated_skills/comprehensive-research-agent","Ensure thorough validation, error recovery, and transparent reasoning in research tasks with multiple tool calls","comprehensive-research-agent",{"claudeCode":12},"SKILL.md frontmatter at examples/interleaved-thinking/generated_skills/comprehensive-research-agent/SKILL.md",[426,427,429,431],{"path":347,"priority":333},{"path":428,"priority":368},"references/optimization_summary.json",{"path":430,"priority":368},"references/optimized_prompt.txt",{"path":432,"priority":368},"references/patterns_found.json",{"basePath":434,"description":435,"displayName":436,"installMethods":437,"rationale":438,"selectedPaths":439,"source":339,"sourceLanguage":18,"type":253},"skills/advanced-evaluation","This skill should be used when the user asks to \"implement LLM-as-judge\", \"compare model outputs\", \"create evaluation rubrics\", \"mitigate evaluation bias\", or mentions direct scoring, pairwise comparison, position bias, evaluation pipelines, or automated quality assessment.","advanced-evaluation",{"claudeCode":12},"SKILL.md frontmatter at skills/advanced-evaluation/SKILL.md",[440,441,443,445,447,449],{"path":347,"priority":333},{"path":442,"priority":368},"references/bias-mitigation.md",{"path":444,"priority":368},"references/evaluation-pipeline.md",{"path":446,"priority":368},"references/implementation-patterns.md",{"path":448,"priority":368},"references/metrics-guide.md",{"path":450,"priority":359},"scripts/evaluation_example.py",{"basePath":452,"description":453,"displayName":454,"installMethods":455,"rationale":456,"selectedPaths":457,"source":339,"sourceLanguage":18,"type":253},"skills/bdi-mental-states","This skill should be used when the user asks to \"model agent mental states\", \"implement BDI architecture\", \"create belief-desire-intention models\", \"transform RDF to beliefs\", \"build cognitive agent\", or mentions BDI ontology, mental state modeling, rational agency, or neuro-symbolic AI integration.","bdi-mental-states",{"claudeCode":12},"SKILL.md frontmatter at skills/bdi-mental-states/SKILL.md",[458,459,461,463,465],{"path":347,"priority":333},{"path":460,"priority":368},"references/bdi-ontology-core.md",{"path":462,"priority":368},"references/framework-integration.md",{"path":464,"priority":368},"references/rdf-examples.md",{"path":466,"priority":368},"references/sparql-competency.md",{"basePath":468,"description":469,"displayName":470,"installMethods":471,"rationale":472,"selectedPaths":473,"source":339,"sourceLanguage":18,"type":253},"skills/context-compression","This skill should be used when the user asks to \"compress context\", \"summarize conversation history\", \"implement compaction\", \"reduce token usage\", or mentions context compression, structured summarization, tokens-per-task optimization, or long-running agent sessions exceeding context limits.","context-compression",{"claudeCode":12},"SKILL.md frontmatter at skills/context-compression/SKILL.md",[474,475,477],{"path":347,"priority":333},{"path":476,"priority":368},"references/evaluation-framework.md",{"path":478,"priority":359},"scripts/compression_evaluator.py",{"basePath":480,"description":481,"displayName":482,"installMethods":483,"rationale":484,"selectedPaths":485,"source":339,"sourceLanguage":18,"type":253},"skills/context-degradation","This skill should be used when the user asks to \"diagnose context problems\", \"fix lost-in-middle issues\", \"debug agent failures\", \"understand context poisoning\", or mentions context degradation, attention patterns, context clash, context confusion, or agent performance degradation. Provides patterns for recognizing and mitigating context failures.","context-degradation",{"claudeCode":12},"SKILL.md frontmatter at skills/context-degradation/SKILL.md",[486,487,489],{"path":347,"priority":333},{"path":488,"priority":368},"references/patterns.md",{"path":490,"priority":359},"scripts/degradation_detector.py",{"basePath":492,"description":493,"displayName":494,"installMethods":495,"rationale":496,"selectedPaths":497,"source":339,"sourceLanguage":18,"type":253},"skills/context-fundamentals","This skill should be used when the user asks to \"understand context\", \"explain context windows\", \"design agent architecture\", \"debug context issues\", \"optimize context usage\", or discusses context components, attention mechanics, progressive disclosure, or context budgeting. Provides foundational understanding of context engineering for AI agent systems.","context-fundamentals",{"claudeCode":12},"SKILL.md frontmatter at skills/context-fundamentals/SKILL.md",[498,499,501],{"path":347,"priority":333},{"path":500,"priority":368},"references/context-components.md",{"path":502,"priority":359},"scripts/context_manager.py",{"basePath":504,"description":505,"displayName":506,"installMethods":507,"rationale":508,"selectedPaths":509,"source":339,"sourceLanguage":18,"type":253},"skills/context-optimization","This skill should be used when the user asks to \"optimize context\", \"reduce token costs\", \"improve context efficiency\", \"implement KV-cache optimization\", \"partition context\", or mentions context limits, observation masking, context budgeting, or extending effective context capacity.","context-optimization",{"claudeCode":12},"SKILL.md frontmatter at skills/context-optimization/SKILL.md",[510,511,513],{"path":347,"priority":333},{"path":512,"priority":368},"references/optimization_techniques.md",{"path":514,"priority":359},"scripts/compaction.py",{"basePath":516,"description":517,"displayName":518,"installMethods":519,"rationale":520,"selectedPaths":521,"source":339,"sourceLanguage":18,"type":253},"skills/evaluation","This skill should be used when the user asks to \"evaluate agent performance\", \"build test framework\", \"measure agent quality\", \"create evaluation rubrics\", or mentions LLM-as-judge, multi-dimensional evaluation, agent testing, or quality gates for agent pipelines.","evaluation",{"claudeCode":12},"SKILL.md frontmatter at skills/evaluation/SKILL.md",[522,523,525],{"path":347,"priority":333},{"path":524,"priority":368},"references/metrics.md",{"path":526,"priority":359},"scripts/evaluator.py",{"basePath":528,"description":529,"displayName":530,"installMethods":531,"rationale":532,"selectedPaths":533,"source":339,"sourceLanguage":18,"type":253},"skills/filesystem-context","This skill should be used when the user asks to \"offload context to files\", \"implement dynamic context discovery\", \"use filesystem for agent memory\", \"reduce context window bloat\", or mentions file-based context management, tool output persistence, agent scratch pads, or just-in-time context loading.","filesystem-context",{"claudeCode":12},"SKILL.md frontmatter at skills/filesystem-context/SKILL.md",[534,535,536],{"path":347,"priority":333},{"path":446,"priority":368},{"path":537,"priority":359},"scripts/filesystem_context.py",{"basePath":249,"description":10,"displayName":252,"installMethods":539,"rationale":540,"selectedPaths":541,"source":339,"sourceLanguage":18,"type":253},{"claudeCode":12},"SKILL.md frontmatter at skills/hosted-agents/SKILL.md",[542,543,545],{"path":347,"priority":333},{"path":544,"priority":368},"references/infrastructure-patterns.md",{"path":546,"priority":359},"scripts/sandbox_manager.py",{"basePath":548,"description":549,"displayName":550,"installMethods":551,"rationale":552,"selectedPaths":553,"source":339,"sourceLanguage":18,"type":253},"skills/latent-briefing","This skill should be used when the user asks to \"share memory between agents\", \"KV cache compaction for multi-agent\", \"orchestrator worker context\", \"latent briefing\", \"reduce worker tokens\", \"cross-agent memory without summarization\", or discusses Attention Matching compaction, recursive language models with workers, or token explosion in hierarchical agents.","latent-briefing",{"claudeCode":12},"SKILL.md frontmatter at skills/latent-briefing/SKILL.md",[554,555],{"path":347,"priority":333},{"path":556,"priority":368},"references/attention-matching-formulation.md",{"basePath":558,"description":559,"displayName":560,"installMethods":561,"rationale":562,"selectedPaths":563,"source":339,"sourceLanguage":18,"type":253},"skills/memory-systems","Guides implementation of agent memory systems, compares production frameworks (Mem0, Zep/Graphiti, Letta, LangMem, Cognee), and designs persistence architectures for cross-session knowledge retention. Use when the user asks to \"implement agent memory\", \"persist state across sessions\", \"build knowledge graph for agents\", \"track entities over time\", \"add long-term memory\", \"choose a memory framework\", or mentions temporal knowledge graphs, vector stores, entity memory, adaptive memory, dynamic memory or memory benchmarks (LoCoMo, LongMemEval).\n","memory-systems",{"claudeCode":12},"SKILL.md frontmatter at skills/memory-systems/SKILL.md",[564,565,567],{"path":347,"priority":333},{"path":566,"priority":368},"references/implementation.md",{"path":568,"priority":359},"scripts/memory_store.py",{"basePath":570,"description":571,"displayName":572,"installMethods":573,"rationale":574,"selectedPaths":575,"source":339,"sourceLanguage":18,"type":253},"skills/multi-agent-patterns","This skill should be used when the user asks to \"design multi-agent system\", \"implement supervisor pattern\", \"create swarm architecture\", \"coordinate multiple agents\", or mentions multi-agent patterns, context isolation, agent handoffs, sub-agents, or parallel agent execution.","multi-agent-patterns",{"claudeCode":12},"SKILL.md frontmatter at skills/multi-agent-patterns/SKILL.md",[576,577,579],{"path":347,"priority":333},{"path":578,"priority":368},"references/frameworks.md",{"path":580,"priority":359},"scripts/coordination.py",{"basePath":582,"description":583,"displayName":584,"installMethods":585,"rationale":586,"selectedPaths":587,"source":339,"sourceLanguage":18,"type":253},"skills/project-development","This skill should be used when the user asks to \"start an LLM project\", \"design batch pipeline\", \"evaluate task-model fit\", \"structure agent project\", or mentions pipeline architecture, agent-assisted development, cost estimation, or choosing between LLM and traditional approaches.","project-development",{"claudeCode":12},"SKILL.md frontmatter at skills/project-development/SKILL.md",[588,589,591,593],{"path":347,"priority":333},{"path":590,"priority":368},"references/case-studies.md",{"path":592,"priority":368},"references/pipeline-patterns.md",{"path":594,"priority":359},"scripts/pipeline_template.py",{"basePath":596,"description":597,"displayName":598,"installMethods":599,"rationale":600,"selectedPaths":601,"source":339,"sourceLanguage":18,"type":253},"skills/tool-design","This skill should be used when the user asks to \"design agent tools\", \"create tool descriptions\", \"reduce tool complexity\", \"implement MCP tools\", or mentions tool consolidation, architectural reduction, tool naming conventions, or agent-tool interfaces.","tool-design",{"claudeCode":12},"SKILL.md frontmatter at skills/tool-design/SKILL.md",[602,603,605,607],{"path":347,"priority":333},{"path":604,"priority":368},"references/architectural_reduction.md",{"path":606,"priority":368},"references/best_practices.md",{"path":608,"priority":359},"scripts/description_generator.py",{"basePath":610,"description":611,"displayName":612,"installMethods":613,"rationale":614,"selectedPaths":615,"source":339,"sourceLanguage":18,"type":253},"template","Template for creating new Agent Skills for context engineering. Use this template when adding new skills to the collection.","skill-template",{"claudeCode":12},"SKILL.md frontmatter at template/SKILL.md",[616],{"path":347,"priority":333},{"basePath":399,"installMethods":618,"rationale":619,"selectedPaths":620,"source":339,"sourceLanguage":18,"type":626},{"pypi":401},"cli ecosystem detected at examples/interleaved-thinking",[621,623,624],{"path":622,"priority":333},"pyproject.toml",{"path":335,"priority":333},{"path":625,"priority":368},"reasoning_trace_optimizer/cli.py","cli",{"sources":628},[629],"manual",{"closedIssues90d":237,"description":631,"forks":238,"license":243,"openIssues90d":239,"pushedAt":240,"readmeSize":235,"stars":241,"topics":632},"A comprehensive collection of Agent Skills for context engineering, multi-agent architectures, and production agent systems. Use when building, optimizing, or debugging agent systems that require effective context management.",[],{"classifiedAt":634,"discoverAt":635,"extractAt":636,"githubAt":636,"updatedAt":634},1778694268713,1778694264629,1778694266904,[217,219,221,220,218],{"evaluatedAt":247,"extractAt":298,"updatedAt":247},[],[641,675,704,733,762,790],{"_creationTime":642,"_id":643,"community":644,"display":645,"identity":651,"providers":656,"relations":667,"tags":670,"workflow":671},1778693511416.3665,"k17fqs996gpd2bggec9k1qbbns86nh4g",{"reviewCount":8},{"description":646,"installMethods":647,"name":649,"sourceUrl":650},"Update context-mode from GitHub and fix hooks/settings.\nPulls latest, builds, installs, updates npm global, configures hooks.\nTrigger: /context-mode:ctx-upgrade\n",{"claudeCode":648},"mksglu/context-mode","Context Mode","https://github.com/mksglu/context-mode",{"basePath":652,"githubOwner":653,"githubRepo":654,"locale":18,"slug":655,"type":253},"skills/ctx-upgrade","mksglu","context-mode","ctx-upgrade",{"evaluate":657,"extract":665},{"promptVersionExtension":210,"promptVersionScoring":211,"score":658,"tags":659,"targetMarket":222,"tier":223},100,[660,661,219,662,663,664],"context-management","llm-ops","session-continuity","productivity","mcp",{"commitSha":287,"license":666},"NOASSERTION",{"parentExtensionId":668,"repoId":669},"k17ezy748es7sfnbnp9phht43h86m53y","kd764b2fctbqg4b8j8y6xvmkvs86m29m",[219,660,661,664,663,662],{"evaluatedAt":672,"extractAt":673,"updatedAt":674},1778693713738,1778693511416,1778693818462,{"_creationTime":676,"_id":677,"community":678,"display":679,"identity":685,"providers":689,"relations":697,"tags":699,"workflow":700},1778692396032.778,"k1718b6r9230y7ft3t8gkmsg2986my9z",{"reviewCount":8},{"description":680,"installMethods":681,"name":683,"sourceUrl":684},"Trusted-lane execution and reporting skill for README-first AI repo reproduction. Use when the task is specifically to capture or normalize evidence from the selected smoke test or documented inference or evaluation command and write standardized `repro_outputs/` files, including patch notes when repository files changed. Do not use for training execution, initial repo intake, generic environment setup, paper lookup, target selection, or end-to-end orchestration by itself.",{"claudeCode":682},"lllllllama/ai-paper-reproduction-skill","minimal-run-and-audit","https://github.com/lllllllama/ai-paper-reproduction-skill",{"basePath":686,"githubOwner":687,"githubRepo":688,"locale":18,"slug":683,"type":253},"skills/minimal-run-and-audit","lllllllama","ai-paper-reproduction-skill",{"evaluate":690,"extract":696},{"promptVersionExtension":210,"promptVersionScoring":211,"score":658,"tags":691,"targetMarket":222,"tier":223},[692,693,694,219,695],"reproduction","testing","reporting","evidence-capture",{"commitSha":287},{"repoId":698},"kd7629v5mqesxwwe9w7qtfgp7d86n6re",[219,695,694,692,693],{"evaluatedAt":701,"extractAt":702,"updatedAt":703},1778692567369,1778692396032,1778692750344,{"_creationTime":705,"_id":706,"community":707,"display":708,"identity":714,"providers":718,"relations":726,"tags":729,"workflow":730},1778699018122.806,"k17f8brx4myxh4m628fzaf359d86mh5p",{"reviewCount":8},{"description":709,"installMethods":710,"name":712,"sourceUrl":713},"Create production-ready Kubernetes manifests for Deployments, Services, ConfigMaps, and Secrets following best practices and security standards. Use when generating Kubernetes YAML manifests, creating K8s resources, or implementing production-grade Kubernetes configurations.",{"claudeCode":711},"wshobson/agents","k8s-manifest-generator","https://github.com/wshobson/agents",{"basePath":715,"githubOwner":716,"githubRepo":717,"locale":18,"slug":712,"type":253},"plugins/kubernetes-operations/skills/k8s-manifest-generator","wshobson","agents",{"evaluate":719,"extract":725},{"promptVersionExtension":210,"promptVersionScoring":211,"score":658,"tags":720,"targetMarket":222,"tier":223},[721,722,723,221,724],"kubernetes","yaml","manifests","infrastructure",{"commitSha":287},{"parentExtensionId":727,"repoId":728},"k175jd53h37s1n6dw0vmzx9s3n86m28p","kd74de64zj0axtg5b8t7eqqe2x86nske",[221,724,721,723,722],{"evaluatedAt":731,"extractAt":732,"updatedAt":731},1778701717766,1778699018122,{"_creationTime":734,"_id":735,"community":736,"display":737,"identity":743,"providers":748,"relations":756,"tags":758,"workflow":759},1778697652123.8833,"k17ct99affbswtd47gdzrt0t9d86np80",{"reviewCount":8},{"description":738,"installMethods":739,"name":741,"sourceUrl":742},"Prepare or verify OpenClaw stable/beta releases, changelogs, release notes, publish commands, and artifacts.",{"claudeCode":740},"steipete/clawdis","OpenClaw Release Maintainer","https://github.com/steipete/clawdis",{"basePath":744,"githubOwner":745,"githubRepo":746,"locale":18,"slug":747,"type":253},".agents/skills/openclaw-release-maintainer","steipete","clawdis","openclaw-release-maintainer",{"evaluate":749,"extract":755},{"promptVersionExtension":210,"promptVersionScoring":211,"score":658,"tags":750,"targetMarket":222,"tier":223},[751,221,752,753,754],"release-management","automation","publishing","changelog",{"commitSha":287,"license":243},{"repoId":757},"kd738npxg9yh3xf3vddzy9fyfh86nhng",[752,754,221,753,751],{"evaluatedAt":760,"extractAt":761,"updatedAt":760},1778697889646,1778697652123,{"_creationTime":763,"_id":764,"community":765,"display":766,"identity":772,"providers":776,"relations":784,"tags":786,"workflow":787},1778696113180.8176,"k17cph4pqw00c8x14hpx2s42xd86m0c2",{"reviewCount":8},{"description":767,"installMethods":768,"name":770,"sourceUrl":771},"Manage active production incidents through detection, triage, mitigation, communication, and resolution with structured roles and decision-making. Use this skill whenever the user has an active incident, a production issue, a service outage, a security incident, or needs to plan incident response procedures. Triggers on incident response, production incident, outage, service down, site down, P0, P1, severity, downtime, on-call, incident commander, status page, postmortem prep. Also triggers when something is actively broken in production and the user is figuring out what to do.",{"claudeCode":769},"rampstackco/claude-skills","incident-response","https://github.com/rampstackco/claude-skills",{"basePath":773,"githubOwner":774,"githubRepo":775,"locale":18,"slug":770,"type":253},"skills/incident-response","rampstackco","claude-skills",{"evaluate":777,"extract":783},{"promptVersionExtension":210,"promptVersionScoring":211,"score":658,"tags":778,"targetMarket":222,"tier":223},[779,780,221,781,782],"incident-management","operations","production","on-call",{"commitSha":287},{"repoId":785},"kd7bebccrrd1xf6w868aggftrd86m86v",[221,779,782,780,781],{"evaluatedAt":788,"extractAt":789,"updatedAt":788},1778697024409,1778696113180,{"_creationTime":791,"_id":792,"community":793,"display":794,"identity":800,"providers":804,"relations":813,"tags":816,"workflow":817},1778693180473.1135,"k17de92egj55jy906n011tje2n86nev2",{"reviewCount":8},{"description":795,"installMethods":796,"name":798,"sourceUrl":799},"Azure Container Registry SDK for Python. Use for managing container images, artifacts, and repositories.\nTriggers: \"azure-containerregistry\", \"ContainerRegistryClient\", \"container images\", \"docker registry\", \"ACR\".\n",{"claudeCode":797},"microsoft/agent-skills","Azure Container Registry SDK for Python","https://github.com/microsoft/agent-skills",{"basePath":801,"githubOwner":802,"githubRepo":280,"locale":18,"slug":803,"type":253},".github/plugins/azure-sdk-python/skills/azure-containerregistry-py","microsoft","azure-containerregistry-py",{"evaluate":805,"extract":812},{"promptVersionExtension":210,"promptVersionScoring":211,"score":658,"tags":806,"targetMarket":222,"tier":223},[807,808,809,810,221,811],"azure","container-registry","sdk","python","docker",{"commitSha":287,"license":243},{"parentExtensionId":814,"repoId":815},"k171mfx6atvhq1bkhpky84v4b186n9qd","kd77czgnv00rfjm815pcc5xx5986n5t8",[807,808,221,811,810,809],{"evaluatedAt":818,"extractAt":819,"updatedAt":818},1778694832694,1778693180473]