[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"extension-skill-muratcankoylan-template-zh-CN":3,"guides-for-muratcankoylan-template":577,"similar-k17482zgbqqtx5ee19mxpscjvn86mqmd-zh-CN":578},{"_creationTime":4,"_id":5,"children":6,"community":7,"display":9,"evaluation":15,"identity":240,"isFallback":237,"parentExtension":244,"providers":245,"relations":250,"repo":252,"tags":574,"workflow":575},1778694269038.6711,"k17482zgbqqtx5ee19mxpscjvn86mqmd",[],{"reviewCount":8},0,{"description":10,"installMethods":11,"name":13,"sourceUrl":14},"Template for creating new Agent Skills for context engineering. Use this template when adding new skills to the collection.",{"claudeCode":12},"muratcankoylan/Agent-Skills-for-Context-Engineering","skill-template","https://github.com/muratcankoylan/Agent-Skills-for-Context-Engineering",{"_creationTime":16,"_id":17,"extensionId":5,"locale":18,"result":19,"trustSignals":221,"workflow":238},1778694602630.629,"kn77grrd2sgnwv1jwvp6wpy9jh86ny6j","en",{"checks":20,"evaluatedAt":192,"extensionSummary":193,"features":194,"nonGoals":199,"promptVersionExtension":203,"promptVersionScoring":204,"purpose":205,"rationale":206,"score":207,"summary":208,"tags":209,"targetMarket":215,"tier":216,"useCases":217},[21,26,29,32,36,39,44,48,51,54,58,62,65,69,72,75,78,81,84,87,91,95,99,103,107,110,113,116,120,123,126,129,132,135,138,142,146,150,153,157,160,163,166,169,173,176,179,182,185,189],{"category":22,"check":23,"severity":24,"summary":25},"Practical Utility","Problem relevance","pass","The description clearly states that the skill is a template for creating new Agent Skills for context engineering and should be used when adding new skills.",{"category":22,"check":27,"severity":24,"summary":28},"Unique selling proposition","This is a template skill, its purpose is to guide the creation of new skills, which is a unique value proposition over basic prompt engineering.",{"category":22,"check":30,"severity":24,"summary":31},"Production readiness","As a template, it serves its purpose for guiding new skill creation, which is a prerequisite for production workflows involving new skills.",{"category":33,"check":34,"severity":24,"summary":35},"Scope","Single responsibility principle","The skill is a template for creating other skills and thus has a single, focused responsibility.",{"category":33,"check":37,"severity":24,"summary":38},"Description quality","The description accurately reflects its purpose as a template for creating new agent skills.",{"category":40,"check":41,"severity":42,"summary":43},"Invocation","Scoped tools","not_applicable","This skill is a template and does not expose any tools.",{"category":45,"check":46,"severity":42,"summary":47},"Documentation","Configuration & parameter reference","There are no parameters or configuration options to document for this template skill.",{"category":33,"check":49,"severity":42,"summary":50},"Tool naming","This skill does not expose any user-facing tools.",{"category":33,"check":52,"severity":42,"summary":53},"Minimal I/O surface","This skill does not expose any tools or have an I/O surface.",{"category":55,"check":56,"severity":24,"summary":57},"License","License usability","The repository includes an MIT license file.",{"category":59,"check":60,"severity":24,"summary":61},"Maintenance","Commit recency","The last commit was on April 14, 2026, which is within the last 3 months.",{"category":59,"check":63,"severity":42,"summary":64},"Dependency Management","There are no third-party dependencies used in this template skill.",{"category":66,"check":67,"severity":42,"summary":68},"Security","Secret Management","This skill template does not handle secrets.",{"category":66,"check":70,"severity":42,"summary":71},"Injection","No third-party data loading or webfetch is involved in this template skill.",{"category":66,"check":73,"severity":42,"summary":74},"Transitive Supply-Chain Grenades","The skill template does not load or include external files at runtime.",{"category":66,"check":76,"severity":42,"summary":77},"Sandbox Isolation","This skill template does not interact with the file system or perform operations outside its scope.",{"category":66,"check":79,"severity":42,"summary":80},"Sandbox escape primitives","No detached-process spawns or deny-retry loops are present in this template.",{"category":66,"check":82,"severity":42,"summary":83},"Data Exfiltration","This skill template does not read or submit confidential data.",{"category":66,"check":85,"severity":24,"summary":86},"Hidden Text Tricks","The bundled content is free of hidden-steering tricks and descriptions are clean.",{"category":88,"check":89,"severity":42,"summary":90},"Hooks","Opaque code execution","The template skill does not contain any obfuscated code.",{"category":92,"check":93,"severity":42,"summary":94},"Portability","Structural Assumption","This skill template makes no assumptions about user project organization.",{"category":96,"check":97,"severity":24,"summary":98},"Trust","Issues Attention","With 6 open and 2 closed issues in the last 90 days, the closure rate is sufficient and the number of open issues is low.",{"category":100,"check":101,"severity":24,"summary":102},"Versioning","Release Management","A meaningful version number is declared in the SKILL.md frontmatter.",{"category":104,"check":105,"severity":42,"summary":106},"Code Execution","Validation","This skill template does not have executable code or structured output to validate.",{"category":66,"check":108,"severity":42,"summary":109},"Unguarded Destructive Operations","This skill template does not perform any destructive operations.",{"category":104,"check":111,"severity":42,"summary":112},"Error Handling","As a template, this skill has no error paths.",{"category":104,"check":114,"severity":42,"summary":115},"Logging","This skill template is read-only and does not perform destructive actions or outbound calls.",{"category":117,"check":118,"severity":42,"summary":119},"Compliance","GDPR","This skill template does not use or process personal data.",{"category":117,"check":121,"severity":24,"summary":122},"Target market","There are no regional or jurisdictional signals, indicating global usability.",{"category":92,"check":124,"severity":42,"summary":125},"Runtime stability","This template skill does not bundle scripts or make assumptions about specific runtimes.",{"category":45,"check":127,"severity":24,"summary":128},"README","The README file clearly states the repository's purpose as a collection of agent skills for context engineering.",{"category":33,"check":130,"severity":42,"summary":131},"Tool surface size","This is a single template skill and does not expose multiple tools.",{"category":40,"check":133,"severity":42,"summary":134},"Overlapping near-synonym tools","This skill template does not expose any tools.",{"category":45,"check":136,"severity":42,"summary":137},"Phantom features","As a template, it does not promise specific features beyond its templating function.",{"category":139,"check":140,"severity":24,"summary":141},"Install","Installation instruction","The README provides clear, step-by-step instructions for installing the marketplace and individual skills, including copy-pasteable commands and explanations for authentication.",{"category":143,"check":144,"severity":42,"summary":145},"Errors","Actionable error messages","This template skill does not have user-facing error paths.",{"category":147,"check":148,"severity":42,"summary":149},"Execution","Pinned dependencies","This skill template uses no third-party dependencies.",{"category":33,"check":151,"severity":42,"summary":152},"Dry-run preview","This skill template does not perform state-changing operations or send data outward.",{"category":154,"check":155,"severity":42,"summary":156},"Protocol","Idempotent retry & timeouts","This template skill has no remote calls or state-changing operations.",{"category":117,"check":158,"severity":42,"summary":159},"Telemetry opt-in","The skill template does not emit telemetry.",{"category":40,"check":161,"severity":24,"summary":162},"Precise Purpose","The description clearly defines the skill as a template for creating context engineering agent skills and when to use it.",{"category":40,"check":164,"severity":24,"summary":165},"Concise Frontmatter","The SKILL.md frontmatter is concise and clearly states the skill's purpose as a template.",{"category":45,"check":167,"severity":24,"summary":168},"Concise Body","The SKILL.md body is under 500 lines and defers detailed material to separate files.",{"category":170,"check":171,"severity":24,"summary":172},"Context","Progressive Disclosure","The SKILL.md outlines the flow and links into `references/` for detailed sub-tasks, adhering to progressive disclosure principles.",{"category":170,"check":174,"severity":42,"summary":175},"Forked exploration","This skill is a template and does not involve deep exploration.",{"category":22,"check":177,"severity":24,"summary":178},"Usage examples","The README provides clear examples of how to use the skills, including installation and invocation commands.",{"category":22,"check":180,"severity":42,"summary":181},"Edge cases","As a template skill, there are no specific edge cases or failure modes to document.",{"category":104,"check":183,"severity":42,"summary":184},"Tool Fallback","This skill template does not rely on external tools like MCP servers.",{"category":186,"check":187,"severity":42,"summary":188},"Safety","Halt on unexpected state","As a template, this skill does not have executable code or pre-state conditions to check.",{"category":92,"check":190,"severity":24,"summary":191},"Cross-skill coupling","The template guides users to explicitly link related skills, promoting standalone functionality.",1778694602531,"This repository provides a template for creating new Agent Skills focused on context engineering. It includes a SKILL.md file with instructions on defining purpose, concepts, topics, guidance, examples, and guidelines, along with a README explaining context engineering and how to use the skills within Claude Code and other platforms.",[195,196,197,198],"Template for agent skill creation","Guidance on defining skill purpose and scope","Structure for detailed topics and practical advice","Inclusion of examples and best practice guidelines",[200,201,202],"To provide functional agent skills directly","To be an executable tool","To demonstrate specific context engineering techniques beyond templating","3.0.0","4.4.0","To provide a standardized and comprehensive template for developers to create new agent skills focused on context engineering, ensuring consistency and best practices.","High quality template for creating new agent skills with excellent documentation, clear purpose, and adherence to best practices. No functional code means many checks are not applicable, but the available checks all pass.",99,"Excellent template for creating new agent skills for context engineering.",[210,211,212,213,214],"template","skill-creation","context-engineering","documentation","ai-agent","global","verified",[218,219,220],"When adding new skills to an agent collection","To ensure consistency in skill documentation","To guide developers on best practices for context engineering skills",{"codeQuality":222,"collectedAt":224,"documentation":225,"maintenance":228,"security":234,"testCoverage":236},{"hasLockfile":223},false,1778694590356,{"descriptionLength":226,"readmeSize":227},123,13763,{"closedIssues90d":229,"forks":230,"hasChangelog":223,"openIssues90d":231,"pushedAt":232,"stars":233},2,1237,6,1776141908000,15630,{"hasNpmPackage":223,"license":235,"smitheryVerified":223},"MIT",{"hasCi":223,"hasTests":237},true,{"updatedAt":239},1778694602630,{"basePath":210,"githubOwner":241,"githubRepo":242,"locale":18,"slug":210,"type":243},"muratcankoylan","Agent-Skills-for-Context-Engineering","skill",null,{"evaluate":246,"extract":248},{"promptVersionExtension":203,"promptVersionScoring":204,"score":207,"tags":247,"targetMarket":215,"tier":216},[210,211,212,213,214],{"commitSha":249},"HEAD",{"repoId":251},"kd7f12maf5nxmx5xttjx7scfnx86m1tv",{"_creationTime":253,"_id":251,"identity":254,"providers":255,"workflow":570},1778694264629.3296,{"githubOwner":241,"githubRepo":242,"sourceUrl":14},{"classify":256,"discover":564,"github":567},{"commitSha":249,"extensions":257},[258,275,285,312,335,356,370,388,404,416,428,440,452,464,475,487,497,509,521,535,549,554],{"basePath":259,"description":260,"displayName":261,"installMethods":262,"rationale":263,"selectedPaths":264,"source":273,"sourceLanguage":18,"type":274},"","Context Engineering skills for building production-grade AI agent systems","context-engineering-marketplace",{"claudeCode":12},"marketplace.json at .claude-plugin/marketplace.json",[265,268,270],{"path":266,"priority":267},".claude-plugin/marketplace.json","mandatory",{"path":269,"priority":267},"README.md",{"path":271,"priority":272},"LICENSE","high","rule","marketplace",{"basePath":259,"description":276,"displayName":212,"installMethods":277,"rationale":278,"selectedPaths":279,"source":273,"sourceLanguage":18,"type":284},"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":242},"inline plugin source from marketplace.json at / (coalesced with duplicate plugin at .plugin)",[280,281,282],{"path":269,"priority":267},{"path":271,"priority":272},{"path":283,"priority":272},"SKILL.md","plugin",{"basePath":286,"description":287,"displayName":288,"installMethods":289,"rationale":290,"selectedPaths":291,"source":273,"sourceLanguage":18,"type":243},"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",[292,293,294,297,299,301,303,306,308,310],{"path":283,"priority":267},{"path":269,"priority":272},{"path":295,"priority":296},"examples/gertrude-stein/README.md","low",{"path":298,"priority":296},"examples/gertrude-stein/dataset_sample.jsonl",{"path":300,"priority":296},"examples/gertrude-stein/sample_outputs.md",{"path":302,"priority":296},"examples/gertrude-stein/training_config.json",{"path":304,"priority":305},"references/segmentation-strategies.md","medium",{"path":307,"priority":305},"references/tinker-format.md",{"path":309,"priority":305},"references/tinker.txt",{"path":311,"priority":296},"scripts/pipeline_example.py",{"basePath":313,"description":314,"displayName":315,"installMethods":316,"rationale":317,"selectedPaths":318,"source":273,"sourceLanguage":18,"type":243},"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",[319,320,321,323,325,327,329,331,333],{"path":283,"priority":267},{"path":269,"priority":272},{"path":322,"priority":305},"AGENT.md",{"path":324,"priority":305},"HOW-SKILLS-BUILT-THIS.md",{"path":326,"priority":305},"SKILLS-MAPPING.md",{"path":328,"priority":296},"examples/content-workflow.md",{"path":330,"priority":296},"examples/meeting-prep.md",{"path":332,"priority":305},"references/file-formats.md",{"path":334,"priority":296},"scripts/install.sh",{"basePath":336,"description":337,"displayName":338,"installMethods":339,"rationale":340,"selectedPaths":341,"source":273,"sourceLanguage":18,"type":243},"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",[342,343,344,346,348,350,352,354],{"path":283,"priority":267},{"path":269,"priority":272},{"path":345,"priority":296},"docs/agentthinking.md",{"path":347,"priority":296},"docs/interleavedthinking.md",{"path":349,"priority":296},"docs/m2-1.md",{"path":351,"priority":296},"examples/01_basic_capture.py",{"path":353,"priority":296},"examples/02_tool_usage.py",{"path":355,"priority":296},"examples/03_full_optimization.py",{"basePath":357,"description":358,"displayName":359,"installMethods":360,"rationale":361,"selectedPaths":362,"source":273,"sourceLanguage":18,"type":243},"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",[363,364,366,368],{"path":283,"priority":267},{"path":365,"priority":305},"references/optimization_summary.json",{"path":367,"priority":305},"references/optimized_prompt.txt",{"path":369,"priority":305},"references/patterns_found.json",{"basePath":371,"description":372,"displayName":373,"installMethods":374,"rationale":375,"selectedPaths":376,"source":273,"sourceLanguage":18,"type":243},"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",[377,378,380,382,384,386],{"path":283,"priority":267},{"path":379,"priority":305},"references/bias-mitigation.md",{"path":381,"priority":305},"references/evaluation-pipeline.md",{"path":383,"priority":305},"references/implementation-patterns.md",{"path":385,"priority":305},"references/metrics-guide.md",{"path":387,"priority":296},"scripts/evaluation_example.py",{"basePath":389,"description":390,"displayName":391,"installMethods":392,"rationale":393,"selectedPaths":394,"source":273,"sourceLanguage":18,"type":243},"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",[395,396,398,400,402],{"path":283,"priority":267},{"path":397,"priority":305},"references/bdi-ontology-core.md",{"path":399,"priority":305},"references/framework-integration.md",{"path":401,"priority":305},"references/rdf-examples.md",{"path":403,"priority":305},"references/sparql-competency.md",{"basePath":405,"description":406,"displayName":407,"installMethods":408,"rationale":409,"selectedPaths":410,"source":273,"sourceLanguage":18,"type":243},"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",[411,412,414],{"path":283,"priority":267},{"path":413,"priority":305},"references/evaluation-framework.md",{"path":415,"priority":296},"scripts/compression_evaluator.py",{"basePath":417,"description":418,"displayName":419,"installMethods":420,"rationale":421,"selectedPaths":422,"source":273,"sourceLanguage":18,"type":243},"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",[423,424,426],{"path":283,"priority":267},{"path":425,"priority":305},"references/patterns.md",{"path":427,"priority":296},"scripts/degradation_detector.py",{"basePath":429,"description":430,"displayName":431,"installMethods":432,"rationale":433,"selectedPaths":434,"source":273,"sourceLanguage":18,"type":243},"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",[435,436,438],{"path":283,"priority":267},{"path":437,"priority":305},"references/context-components.md",{"path":439,"priority":296},"scripts/context_manager.py",{"basePath":441,"description":442,"displayName":443,"installMethods":444,"rationale":445,"selectedPaths":446,"source":273,"sourceLanguage":18,"type":243},"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",[447,448,450],{"path":283,"priority":267},{"path":449,"priority":305},"references/optimization_techniques.md",{"path":451,"priority":296},"scripts/compaction.py",{"basePath":453,"description":454,"displayName":455,"installMethods":456,"rationale":457,"selectedPaths":458,"source":273,"sourceLanguage":18,"type":243},"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",[459,460,462],{"path":283,"priority":267},{"path":461,"priority":305},"references/metrics.md",{"path":463,"priority":296},"scripts/evaluator.py",{"basePath":465,"description":466,"displayName":467,"installMethods":468,"rationale":469,"selectedPaths":470,"source":273,"sourceLanguage":18,"type":243},"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",[471,472,473],{"path":283,"priority":267},{"path":383,"priority":305},{"path":474,"priority":296},"scripts/filesystem_context.py",{"basePath":476,"description":477,"displayName":478,"installMethods":479,"rationale":480,"selectedPaths":481,"source":273,"sourceLanguage":18,"type":243},"skills/hosted-agents","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.","hosted-agents",{"claudeCode":12},"SKILL.md frontmatter at skills/hosted-agents/SKILL.md",[482,483,485],{"path":283,"priority":267},{"path":484,"priority":305},"references/infrastructure-patterns.md",{"path":486,"priority":296},"scripts/sandbox_manager.py",{"basePath":488,"description":489,"displayName":490,"installMethods":491,"rationale":492,"selectedPaths":493,"source":273,"sourceLanguage":18,"type":243},"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",[494,495],{"path":283,"priority":267},{"path":496,"priority":305},"references/attention-matching-formulation.md",{"basePath":498,"description":499,"displayName":500,"installMethods":501,"rationale":502,"selectedPaths":503,"source":273,"sourceLanguage":18,"type":243},"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",[504,505,507],{"path":283,"priority":267},{"path":506,"priority":305},"references/implementation.md",{"path":508,"priority":296},"scripts/memory_store.py",{"basePath":510,"description":511,"displayName":512,"installMethods":513,"rationale":514,"selectedPaths":515,"source":273,"sourceLanguage":18,"type":243},"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",[516,517,519],{"path":283,"priority":267},{"path":518,"priority":305},"references/frameworks.md",{"path":520,"priority":296},"scripts/coordination.py",{"basePath":522,"description":523,"displayName":524,"installMethods":525,"rationale":526,"selectedPaths":527,"source":273,"sourceLanguage":18,"type":243},"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",[528,529,531,533],{"path":283,"priority":267},{"path":530,"priority":305},"references/case-studies.md",{"path":532,"priority":305},"references/pipeline-patterns.md",{"path":534,"priority":296},"scripts/pipeline_template.py",{"basePath":536,"description":537,"displayName":538,"installMethods":539,"rationale":540,"selectedPaths":541,"source":273,"sourceLanguage":18,"type":243},"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",[542,543,545,547],{"path":283,"priority":267},{"path":544,"priority":305},"references/architectural_reduction.md",{"path":546,"priority":305},"references/best_practices.md",{"path":548,"priority":296},"scripts/description_generator.py",{"basePath":210,"description":10,"displayName":13,"installMethods":550,"rationale":551,"selectedPaths":552,"source":273,"sourceLanguage":18,"type":243},{"claudeCode":12},"SKILL.md frontmatter at template/SKILL.md",[553],{"path":283,"priority":267},{"basePath":336,"installMethods":555,"rationale":556,"selectedPaths":557,"source":273,"sourceLanguage":18,"type":563},{"pypi":338},"cli ecosystem detected at examples/interleaved-thinking",[558,560,561],{"path":559,"priority":267},"pyproject.toml",{"path":269,"priority":267},{"path":562,"priority":305},"reasoning_trace_optimizer/cli.py","cli",{"sources":565},[566],"manual",{"closedIssues90d":229,"description":568,"forks":230,"license":235,"openIssues90d":231,"pushedAt":232,"readmeSize":227,"stars":233,"topics":569},"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":571,"discoverAt":572,"extractAt":573,"githubAt":573,"updatedAt":571},1778694268713,1778694264629,1778694266904,[214,212,213,211,210],{"evaluatedAt":239,"extractAt":576,"updatedAt":239},1778694269038,[],[579,607,637,666,697,724],{"_creationTime":580,"_id":581,"community":582,"display":583,"identity":589,"providers":594,"relations":601,"tags":603,"workflow":604},1778683190010.286,"k17bhh6s25qm1c5w7g2rfaknyd86nysv",{"reviewCount":8},{"description":584,"installMethods":585,"name":587,"sourceUrl":588},"Guide for creating effective skills",{"claudeCode":586},"bobmatnyc/claude-mpm-skills","Skill Creator","https://github.com/bobmatnyc/claude-mpm-skills",{"basePath":590,"githubOwner":591,"githubRepo":592,"locale":18,"slug":593,"type":243},"universal/main/skill-creator","bobmatnyc","claude-mpm-skills","skill-creator",{"evaluate":595,"extract":600},{"promptVersionExtension":203,"promptVersionScoring":204,"score":596,"tags":597,"targetMarket":215,"tier":216},100,[213,211,214,598,599],"developer-tool","framework",{"commitSha":249,"license":235},{"repoId":602},"kd72g55e5qeqs90bk1bvkt8wbx86nkn3",[214,598,213,599,211],{"evaluatedAt":605,"extractAt":606,"updatedAt":605},1778686498077,1778683190010,{"_creationTime":608,"_id":609,"community":610,"display":611,"identity":617,"providers":621,"relations":629,"tags":632,"workflow":633},1778699514767.176,"k17f4qpem03b53manh7vcdvtr986mmjg",{"reviewCount":8},{"description":612,"installMethods":613,"name":615,"sourceUrl":616},"AI 代理的上下文运行时 — 包含 59 个 MCP 工具、10 种读取模式、95+ 种 shell 模式、支持 18 种语言的 tree-sitter AST。将 LLM 上下文压缩高达 99%。用于读取文件、运行 shell 命令、搜索代码或探索目录。如果不存在，则自动安装。",{"claudeCode":614},"yvgude/lean-ctx","lean-ctx","https://github.com/yvgude/lean-ctx",{"basePath":618,"githubOwner":619,"githubRepo":615,"locale":620,"slug":615,"type":243},"skills/lean-ctx","yvgude","zh-CN",{"evaluate":622,"extract":628},{"promptVersionExtension":203,"promptVersionScoring":204,"score":596,"tags":623,"targetMarket":215,"tier":216},[407,214,624,625,626,627],"cli-tools","developer-tools","rust","code-analysis",{"commitSha":249},{"repoId":630,"translatedFrom":631},"kd7dxtfr9j3z54hs3bz0218e1n86may0","k170fxxh22hdspg4vr94whgj1986mpr9",[214,624,627,407,625,626],{"evaluatedAt":634,"extractAt":635,"updatedAt":636},1778699456179,1778699438912,1778699514767,{"_creationTime":638,"_id":639,"community":640,"display":641,"identity":647,"providers":651,"relations":659,"tags":662,"workflow":663},1778696833339.6243,"k174g80xa9zxhydbncvpf0xzy986nvx5",{"reviewCount":8},{"description":642,"installMethods":643,"name":645,"sourceUrl":646},"Delegate complex, long-running tasks to Manus AI agent for autonomous execution. Use when user says 'use manus', 'delegate to manus', 'send to manus', 'have manus do', 'ask manus', 'check manus sessions', or when tasks require deep web research, market analysis, product comparisons, stock analysis, competitive research, document generation, data analysis, or multi-step workflows that benefit from autonomous agent execution with parallel processing.",{"claudeCode":644},"sanjay3290/ai-skills","manus","https://github.com/sanjay3290/ai-skills",{"basePath":648,"githubOwner":649,"githubRepo":650,"locale":18,"slug":645,"type":243},"skills/manus","sanjay3290","ai-skills",{"evaluate":652,"extract":658},{"promptVersionExtension":203,"promptVersionScoring":204,"score":596,"tags":653,"targetMarket":215,"tier":216},[214,654,655,656,657],"autonomous-execution","research","automation","api-integration",{"commitSha":249},{"parentExtensionId":660,"repoId":661},"k17es37z10n1sw6t2m3f0vsydx86mnje","kd71np0fyqg23qg8w2hcfw0h0h86nkn0",[214,657,656,654,655],{"evaluatedAt":664,"extractAt":665,"updatedAt":664},1778697107270,1778696833339,{"_creationTime":667,"_id":668,"community":669,"display":670,"identity":676,"providers":681,"relations":688,"tags":692,"workflow":693},1778693812982.432,"k174dr25ek7cpcrj3876epsnxd86msrb",{"reviewCount":8},{"description":671,"installMethods":672,"name":674,"sourceUrl":675},"交易代理的风险管理领域知识 — 情感状态监控、仓位调整、回撤管理、交易心态检测和行为控制。在交易前检查风险、管理回撤、检测行为漂移或强制执行纪律时使用。触发词包括“风险”、“回撤”、“心态”、“仓位大小”、“手数”、“信心”、“报复性交易”、“过度交易”、“纪律”。",{"claudeCode":673},"mnemox-ai/tradememory-protocol","风险管理","https://github.com/mnemox-ai/tradememory-protocol",{"basePath":677,"githubOwner":678,"githubRepo":679,"locale":620,"slug":680,"type":243},"tradememory-plugin/skills/risk-management","mnemox-ai","tradememory-protocol","risk-management",{"evaluate":682,"extract":687},{"promptVersionExtension":203,"promptVersionScoring":204,"score":596,"tags":683,"targetMarket":215,"tier":216},[684,680,214,685,686],"trading","behavioral-analysis","finance",{"commitSha":249,"license":235},{"parentExtensionId":689,"repoId":690,"translatedFrom":691},"k170vxkqee48k2xq1v55a025nh86nzn7","kd73z11kfekksxyrs8ds0snacs86ncdy","k17bgwvhb6h29py715de1cm9xd86msq6",[214,685,686,680,684],{"evaluatedAt":694,"extractAt":695,"updatedAt":696},1778693700524,1778693539593,1778693812982,{"_creationTime":698,"_id":699,"community":700,"display":701,"identity":707,"providers":710,"relations":718,"tags":720,"workflow":721},1778687183932.1943,"k1728svzyq5wfc93gjyntemgnh86m6d9",{"reviewCount":8},{"description":702,"installMethods":703,"name":705,"sourceUrl":706},"Set up gbrain for this coding agent: install the CLI, initialize a\nlocal PGLite or Supabase brain, register MCP, capture per-remote trust\npolicy. One command from zero to \"gbrain is running, and this agent\ncan call it.\" Use when: \"setup gbrain\", \"connect gbrain\", \"start\ngbrain\", \"install gbrain\", \"configure gbrain for this machine\". (gstack)\n",{"claudeCode":704},"garrytan/gstack","setup-gbrain","https://github.com/garrytan/gstack",{"basePath":705,"githubOwner":708,"githubRepo":709,"locale":18,"slug":705,"type":243},"garrytan","gstack",{"evaluate":711,"extract":717},{"promptVersionExtension":203,"promptVersionScoring":204,"score":596,"tags":712,"targetMarket":215,"tier":216},[713,714,715,214,563,716],"gbrain","setup","configuration","mcp",{"commitSha":249},{"repoId":719},"kd73s35xh97m9mmc5nz3pb1f3n86m0an",[214,563,715,713,716,714],{"evaluatedAt":722,"extractAt":723,"updatedAt":722},1778688428238,1778687183932,{"_creationTime":725,"_id":726,"community":727,"display":728,"identity":730,"providers":731,"relations":739,"tags":741,"workflow":742},1778694269038.669,"k171pshmgmyv8he1yhep1nkths86mr39",{"reviewCount":8},{"description":442,"installMethods":729,"name":443,"sourceUrl":14},{"claudeCode":12},{"basePath":441,"githubOwner":241,"githubRepo":242,"locale":18,"slug":443,"type":243},{"evaluate":732,"extract":738},{"promptVersionExtension":203,"promptVersionScoring":204,"score":596,"tags":733,"targetMarket":215,"tier":216},[212,734,735,736,737],"prompt-optimization","llm-efficiency","kv-cache","token-reduction",{"commitSha":249},{"parentExtensionId":740,"repoId":251},"k1754dy3wbsv2a5gr1a983zzs586njca",[212,736,735,734,737],{"evaluatedAt":743,"extractAt":576,"updatedAt":743},1778694467379]