[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"extension-marketplace-muratcankoylan-Agent-Skills-for-Context-Engineering-en":3,"guides-for-muratcankoylan-Agent-Skills-for-Context-Engineering":592,"similar-k1796gc85sm2bx753svn59gp5186mpz4-en":593},{"_creationTime":4,"_id":5,"children":6,"community":50,"display":51,"evaluation":55,"identity":258,"isFallback":241,"parentExtension":260,"providers":261,"relations":269,"repo":270,"tags":590,"workflow":591},1778694269038.6663,"k1796gc85sm2bx753svn59gp5186mpz4",[7],{"_creationTime":8,"_id":9,"community":10,"display":12,"identity":18,"providers":23,"relations":44,"tags":46,"workflow":47},1778694269038.6665,"k1754dy3wbsv2a5gr1a983zzs586njca",{"reviewCount":11},0,{"description":13,"installMethods":14,"name":16,"sourceUrl":17},"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":15},"Agent-Skills-for-Context-Engineering","Agent Skills for Context Engineering","https://github.com/muratcankoylan/Agent-Skills-for-Context-Engineering",{"basePath":19,"githubOwner":20,"githubRepo":15,"locale":21,"slug":15,"type":22},"","muratcankoylan","en","plugin",{"evaluate":24,"extract":38},{"promptVersionExtension":25,"promptVersionScoring":26,"score":27,"tags":28,"targetMarket":36,"tier":37},"3.0.0","4.4.0",95,[29,30,31,32,33,34,35],"context-engineering","ai-agents","prompt-engineering","multi-agent-systems","llm-operations","agent-architecture","cognitive-architecture","global","verified",{"commitSha":39,"license":40,"plugin":41},"HEAD","MIT",{"mcpCount":11,"provider":42,"skillCount":43},"classify",14,{"parentExtensionId":5,"repoId":45},"kd7f12maf5nxmx5xttjx7scfnx86m1tv",[34,30,35,29,33,32,31],{"evaluatedAt":48,"extractAt":49,"updatedAt":48},1778694291902,1778694269038,{"reviewCount":11},{"description":52,"installMethods":53,"name":16,"sourceUrl":17},"Context Engineering skills for building production-grade AI agent systems",{"claudeCode":54},"muratcankoylan/Agent-Skills-for-Context-Engineering",{"_creationTime":56,"_id":57,"extensionId":5,"locale":21,"result":58,"trustSignals":239,"workflow":256},1778694283498.042,"kn79ps3h1n0nrk3y39pvq7an0986nfx3",{"checks":59,"evaluatedAt":206,"extensionSummary":207,"features":208,"nonGoals":214,"practices":219,"prerequisites":220,"promptVersionExtension":221,"promptVersionScoring":26,"purpose":222,"rationale":223,"score":224,"summary":225,"tags":226,"targetMarket":36,"tier":232,"useCases":233},[60,65,68,71,75,78,83,87,90,93,97,101,104,108,111,114,117,120,123,126,130,134,139,143,147,150,154,157,161,164,167,170,173,176,179,183,186,190,193,197,200,203],{"category":61,"check":62,"severity":63,"summary":64},"Practical Utility","Problem relevance","pass","The description clearly identifies the problem space of context engineering for AI agent systems and its importance in building production-grade systems.",{"category":61,"check":66,"severity":63,"summary":67},"Unique selling proposition","The extension offers a deep dive into context engineering principles, going beyond basic prompt engineering to address the nuances of LLM attention mechanics and information curation, providing significant value over simple prompting.",{"category":61,"check":69,"severity":63,"summary":70},"Production readiness","The marketplace provides a comprehensive set of skills with detailed explanations, examples, and clear installation instructions, enabling immediate use in production workflows.",{"category":72,"check":73,"severity":63,"summary":74},"Scope","Single responsibility principle","The marketplace focuses on a coherent theme of context engineering, with individual skills covering specific aspects of this domain, maintaining a clear scope.",{"category":72,"check":76,"severity":63,"summary":77},"Description quality","The displayed description accurately and concisely reflects the extension's purpose and scope.",{"category":79,"check":80,"severity":81,"summary":82},"Invocation","Scoped tools","not_applicable","This is a marketplace extension, not a skill with executable tools.",{"category":84,"check":85,"severity":81,"summary":86},"Documentation","Configuration & parameter reference","As a marketplace, it does not have configurable parameters or options for its own operation.",{"category":72,"check":88,"severity":81,"summary":89},"Tool naming","This extension is a marketplace and does not expose individual tools.",{"category":72,"check":91,"severity":81,"summary":92},"Minimal I/O surface","This extension is a marketplace and does not have tools with parameter schemas or response shapes.",{"category":94,"check":95,"severity":63,"summary":96},"License","License usability","The extension is licensed under the MIT License, clearly stated in the LICENSE file and is permissive for use and distribution.",{"category":98,"check":99,"severity":63,"summary":100},"Maintenance","Commit recency","The last commit was on April 14, 2026, which is recent.",{"category":98,"check":102,"severity":81,"summary":103},"Dependency Management","The marketplace itself does not have external dependencies.",{"category":105,"check":106,"severity":81,"summary":107},"Security","Secret Management","As a marketplace, it does not handle or expose secrets.",{"category":105,"check":109,"severity":81,"summary":110},"Injection","This is a marketplace and does not load or execute external data as instructions.",{"category":105,"check":112,"severity":81,"summary":113},"Transitive Supply-Chain Grenades","The marketplace does not fetch remote content or execute code.",{"category":105,"check":115,"severity":81,"summary":116},"Sandbox Isolation","This marketplace extension does not perform file operations or interact with the system sandbox.",{"category":105,"check":118,"severity":81,"summary":119},"Sandbox escape primitives","There is no executable code or scripts to analyze for sandbox escape primitives.",{"category":105,"check":121,"severity":81,"summary":122},"Data Exfiltration","The marketplace does not perform any outbound calls or handle confidential data.",{"category":105,"check":124,"severity":63,"summary":125},"Hidden Text Tricks","The bundled README and marketplace metadata do not contain hidden text tricks or malicious Unicode characters.",{"category":127,"check":128,"severity":81,"summary":129},"Hooks","Opaque code execution","This is a marketplace and does not contain any executable code or hooks.",{"category":131,"check":132,"severity":81,"summary":133},"Portability","Structural Assumption","The marketplace itself does not make assumptions about project structure.",{"category":135,"check":136,"severity":137,"summary":138},"Trust","Issues Attention","warning","6 issues opened, 2 closed in the last 90 days, indicating a slow response rate from maintainers.",{"category":140,"check":141,"severity":63,"summary":142},"Versioning","Release Management","The marketplace has a `manifestVersion` of 2.1.0, indicating meaningful versioning.",{"category":144,"check":145,"severity":81,"summary":146},"Code Execution","Validation","This is a marketplace and does not involve code execution or parameter validation.",{"category":105,"check":148,"severity":81,"summary":149},"Unguarded Destructive Operations","The marketplace does not perform any destructive operations.",{"category":151,"check":152,"severity":81,"summary":153},"Errors","Error Handling","This marketplace does not have error paths visible to the user.",{"category":144,"check":155,"severity":81,"summary":156},"Logging","The marketplace does not execute code and therefore has no logging requirements.",{"category":158,"check":159,"severity":81,"summary":160},"Compliance","GDPR","The marketplace does not operate on personal data.",{"category":158,"check":162,"severity":63,"summary":163},"Target market","The extension appears to be globally applicable with no specific regional or jurisdictional limitations detected.",{"category":131,"check":165,"severity":81,"summary":166},"Runtime stability","This marketplace extension does not have runtime dependencies or assumptions.",{"category":84,"check":168,"severity":63,"summary":169},"README","The README file exists and clearly states the extension's purpose and scope.",{"category":72,"check":171,"severity":81,"summary":172},"Tool surface size","This is a marketplace and does not have a tool surface to evaluate.",{"category":79,"check":174,"severity":81,"summary":175},"Overlapping near-synonym tools","As a marketplace, it does not expose tools.",{"category":84,"check":177,"severity":63,"summary":178},"Phantom features","All advertised features and skills in the README and marketplace manifest have corresponding implementations or references.",{"category":180,"check":181,"severity":63,"summary":182},"Install","Installation instruction","The README provides clear, copy-pasteable installation instructions for Claude Code and other platforms, including authentication guidance where applicable.",{"category":151,"check":184,"severity":81,"summary":185},"Actionable error messages","This marketplace does not present user-facing errors.",{"category":187,"check":188,"severity":81,"summary":189},"Execution","Pinned dependencies","The marketplace itself does not have executable scripts or third-party dependencies to pin.",{"category":72,"check":191,"severity":81,"summary":192},"Dry-run preview","The marketplace does not perform state-changing operations.",{"category":194,"check":195,"severity":81,"summary":196},"Protocol","Idempotent retry & timeouts","This marketplace does not involve remote calls or state-changing operations.",{"category":158,"check":198,"severity":81,"summary":199},"Telemetry opt-in","The marketplace does not emit telemetry.",{"category":72,"check":201,"severity":63,"summary":202},"Theme declaration","The README clearly declares a curation theme focused on context engineering for AI agent systems.",{"category":140,"check":204,"severity":137,"summary":205},"Per-entry version metadata","The marketplace.json pins all plugin entries to the main git ref without explicit version metadata, which can lead to stale cache bugs and unreliable updates.",1778694283396,"This is a curated marketplace of specialized AI agent skills focused on context engineering. It provides foundational, architectural, operational, and cognitive skills, with detailed explanations, examples, and usage instructions for various platforms like Claude Code and Cursor.",[209,210,211,212,213],"Curated catalog of specialized AI agent skills","Focus on context engineering principles and practices","Skills cover fundamentals, architecture, operations, and cognitive modeling","Detailed examples and usage instructions provided","Platform-agnostic design principles",[215,216,217,218],"Providing executable code for the marketplace itself","Being a generic catalog of all AI tools","Focusing on prompt engineering rather than holistic context management","Vendor-specific implementations that limit transferability",[],[],"3.1.0","To serve as a central catalog for high-quality agent skills that enable developers to build robust and effective AI agent systems by mastering context engineering.","The marketplace is well-structured and highly useful, but the single warning for per-entry version metadata and the warning for slow issue response rates prevent a higher score.",75,"A comprehensive and well-documented marketplace of context engineering skills for building advanced AI agent systems.",[227,228,29,229,230,231],"ai","agent-skills","llm","development","architecture","community",[234,235,236,237,238],"Building production-grade AI agent systems","Maximizing agent effectiveness through context curation","Understanding and mitigating LLM context window degradation","Designing advanced memory and multi-agent architectures","Implementing sophisticated evaluation frameworks for AI agents",{"codeQuality":240,"collectedAt":242,"documentation":243,"maintenance":246,"security":253,"testCoverage":254},{"hasLockfile":241},false,1778694271695,{"descriptionLength":244,"readmeSize":245},73,13763,{"closedIssues90d":247,"forks":248,"hasChangelog":241,"manifestVersion":249,"openIssues90d":250,"pushedAt":251,"stars":252},2,1237,"2.1.0",6,1776141908000,15630,{"hasNpmPackage":241,"license":40,"smitheryVerified":241},{"hasCi":241,"hasTests":255},true,{"updatedAt":257},1778694283498,{"basePath":19,"githubOwner":20,"githubRepo":15,"locale":21,"slug":15,"type":259},"marketplace",null,{"evaluate":262,"extract":264},{"promptVersionExtension":221,"promptVersionScoring":26,"score":224,"tags":263,"targetMarket":36,"tier":232},[227,228,29,229,230,231],{"commitSha":39,"license":40,"marketplace":265,"plugin":268},{"name":266,"pluginCount":267},"context-engineering-marketplace",1,{"mcpCount":11,"provider":42,"skillCount":11},{"repoId":45},{"_creationTime":271,"_id":45,"identity":272,"providers":273,"workflow":586},1778694264629.3296,{"githubOwner":20,"githubRepo":15,"sourceUrl":17},{"classify":274,"discover":580,"github":583},{"commitSha":39,"extensions":275},[276,289,297,325,348,369,383,401,417,429,441,453,465,477,488,500,510,522,534,548,562,570],{"basePath":19,"description":52,"displayName":266,"installMethods":277,"rationale":278,"selectedPaths":279,"source":288,"sourceLanguage":21,"type":259},{"claudeCode":54},"marketplace.json at .claude-plugin/marketplace.json",[280,283,285],{"path":281,"priority":282},".claude-plugin/marketplace.json","mandatory",{"path":284,"priority":282},"README.md",{"path":286,"priority":287},"LICENSE","high","rule",{"basePath":19,"description":13,"displayName":29,"installMethods":290,"rationale":291,"selectedPaths":292,"source":288,"sourceLanguage":21,"type":22},{"claudeCode":15},"inline plugin source from marketplace.json at / (coalesced with duplicate plugin at .plugin)",[293,294,295],{"path":284,"priority":282},{"path":286,"priority":287},{"path":296,"priority":287},"SKILL.md",{"basePath":298,"description":299,"displayName":300,"installMethods":301,"rationale":302,"selectedPaths":303,"source":288,"sourceLanguage":21,"type":324},"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":54},"SKILL.md frontmatter at examples/book-sft-pipeline/SKILL.md",[304,305,306,309,311,313,315,318,320,322],{"path":296,"priority":282},{"path":284,"priority":287},{"path":307,"priority":308},"examples/gertrude-stein/README.md","low",{"path":310,"priority":308},"examples/gertrude-stein/dataset_sample.jsonl",{"path":312,"priority":308},"examples/gertrude-stein/sample_outputs.md",{"path":314,"priority":308},"examples/gertrude-stein/training_config.json",{"path":316,"priority":317},"references/segmentation-strategies.md","medium",{"path":319,"priority":317},"references/tinker-format.md",{"path":321,"priority":317},"references/tinker.txt",{"path":323,"priority":308},"scripts/pipeline_example.py","skill",{"basePath":326,"description":327,"displayName":328,"installMethods":329,"rationale":330,"selectedPaths":331,"source":288,"sourceLanguage":21,"type":324},"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":54},"SKILL.md frontmatter at examples/digital-brain-skill/SKILL.md",[332,333,334,336,338,340,342,344,346],{"path":296,"priority":282},{"path":284,"priority":287},{"path":335,"priority":317},"AGENT.md",{"path":337,"priority":317},"HOW-SKILLS-BUILT-THIS.md",{"path":339,"priority":317},"SKILLS-MAPPING.md",{"path":341,"priority":308},"examples/content-workflow.md",{"path":343,"priority":308},"examples/meeting-prep.md",{"path":345,"priority":317},"references/file-formats.md",{"path":347,"priority":308},"scripts/install.sh",{"basePath":349,"description":350,"displayName":351,"installMethods":352,"rationale":353,"selectedPaths":354,"source":288,"sourceLanguage":21,"type":324},"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":54},"SKILL.md frontmatter at examples/interleaved-thinking/SKILL.md",[355,356,357,359,361,363,365,367],{"path":296,"priority":282},{"path":284,"priority":287},{"path":358,"priority":308},"docs/agentthinking.md",{"path":360,"priority":308},"docs/interleavedthinking.md",{"path":362,"priority":308},"docs/m2-1.md",{"path":364,"priority":308},"examples/01_basic_capture.py",{"path":366,"priority":308},"examples/02_tool_usage.py",{"path":368,"priority":308},"examples/03_full_optimization.py",{"basePath":370,"description":371,"displayName":372,"installMethods":373,"rationale":374,"selectedPaths":375,"source":288,"sourceLanguage":21,"type":324},"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":54},"SKILL.md frontmatter at examples/interleaved-thinking/generated_skills/comprehensive-research-agent/SKILL.md",[376,377,379,381],{"path":296,"priority":282},{"path":378,"priority":317},"references/optimization_summary.json",{"path":380,"priority":317},"references/optimized_prompt.txt",{"path":382,"priority":317},"references/patterns_found.json",{"basePath":384,"description":385,"displayName":386,"installMethods":387,"rationale":388,"selectedPaths":389,"source":288,"sourceLanguage":21,"type":324},"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":54},"SKILL.md frontmatter at skills/advanced-evaluation/SKILL.md",[390,391,393,395,397,399],{"path":296,"priority":282},{"path":392,"priority":317},"references/bias-mitigation.md",{"path":394,"priority":317},"references/evaluation-pipeline.md",{"path":396,"priority":317},"references/implementation-patterns.md",{"path":398,"priority":317},"references/metrics-guide.md",{"path":400,"priority":308},"scripts/evaluation_example.py",{"basePath":402,"description":403,"displayName":404,"installMethods":405,"rationale":406,"selectedPaths":407,"source":288,"sourceLanguage":21,"type":324},"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":54},"SKILL.md frontmatter at skills/bdi-mental-states/SKILL.md",[408,409,411,413,415],{"path":296,"priority":282},{"path":410,"priority":317},"references/bdi-ontology-core.md",{"path":412,"priority":317},"references/framework-integration.md",{"path":414,"priority":317},"references/rdf-examples.md",{"path":416,"priority":317},"references/sparql-competency.md",{"basePath":418,"description":419,"displayName":420,"installMethods":421,"rationale":422,"selectedPaths":423,"source":288,"sourceLanguage":21,"type":324},"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":54},"SKILL.md frontmatter at skills/context-compression/SKILL.md",[424,425,427],{"path":296,"priority":282},{"path":426,"priority":317},"references/evaluation-framework.md",{"path":428,"priority":308},"scripts/compression_evaluator.py",{"basePath":430,"description":431,"displayName":432,"installMethods":433,"rationale":434,"selectedPaths":435,"source":288,"sourceLanguage":21,"type":324},"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":54},"SKILL.md frontmatter at skills/context-degradation/SKILL.md",[436,437,439],{"path":296,"priority":282},{"path":438,"priority":317},"references/patterns.md",{"path":440,"priority":308},"scripts/degradation_detector.py",{"basePath":442,"description":443,"displayName":444,"installMethods":445,"rationale":446,"selectedPaths":447,"source":288,"sourceLanguage":21,"type":324},"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":54},"SKILL.md frontmatter at skills/context-fundamentals/SKILL.md",[448,449,451],{"path":296,"priority":282},{"path":450,"priority":317},"references/context-components.md",{"path":452,"priority":308},"scripts/context_manager.py",{"basePath":454,"description":455,"displayName":456,"installMethods":457,"rationale":458,"selectedPaths":459,"source":288,"sourceLanguage":21,"type":324},"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":54},"SKILL.md frontmatter at skills/context-optimization/SKILL.md",[460,461,463],{"path":296,"priority":282},{"path":462,"priority":317},"references/optimization_techniques.md",{"path":464,"priority":308},"scripts/compaction.py",{"basePath":466,"description":467,"displayName":468,"installMethods":469,"rationale":470,"selectedPaths":471,"source":288,"sourceLanguage":21,"type":324},"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":54},"SKILL.md frontmatter at skills/evaluation/SKILL.md",[472,473,475],{"path":296,"priority":282},{"path":474,"priority":317},"references/metrics.md",{"path":476,"priority":308},"scripts/evaluator.py",{"basePath":478,"description":479,"displayName":480,"installMethods":481,"rationale":482,"selectedPaths":483,"source":288,"sourceLanguage":21,"type":324},"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":54},"SKILL.md frontmatter at skills/filesystem-context/SKILL.md",[484,485,486],{"path":296,"priority":282},{"path":396,"priority":317},{"path":487,"priority":308},"scripts/filesystem_context.py",{"basePath":489,"description":490,"displayName":491,"installMethods":492,"rationale":493,"selectedPaths":494,"source":288,"sourceLanguage":21,"type":324},"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":54},"SKILL.md frontmatter at skills/hosted-agents/SKILL.md",[495,496,498],{"path":296,"priority":282},{"path":497,"priority":317},"references/infrastructure-patterns.md",{"path":499,"priority":308},"scripts/sandbox_manager.py",{"basePath":501,"description":502,"displayName":503,"installMethods":504,"rationale":505,"selectedPaths":506,"source":288,"sourceLanguage":21,"type":324},"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":54},"SKILL.md frontmatter at skills/latent-briefing/SKILL.md",[507,508],{"path":296,"priority":282},{"path":509,"priority":317},"references/attention-matching-formulation.md",{"basePath":511,"description":512,"displayName":513,"installMethods":514,"rationale":515,"selectedPaths":516,"source":288,"sourceLanguage":21,"type":324},"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":54},"SKILL.md frontmatter at skills/memory-systems/SKILL.md",[517,518,520],{"path":296,"priority":282},{"path":519,"priority":317},"references/implementation.md",{"path":521,"priority":308},"scripts/memory_store.py",{"basePath":523,"description":524,"displayName":525,"installMethods":526,"rationale":527,"selectedPaths":528,"source":288,"sourceLanguage":21,"type":324},"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":54},"SKILL.md frontmatter at skills/multi-agent-patterns/SKILL.md",[529,530,532],{"path":296,"priority":282},{"path":531,"priority":317},"references/frameworks.md",{"path":533,"priority":308},"scripts/coordination.py",{"basePath":535,"description":536,"displayName":537,"installMethods":538,"rationale":539,"selectedPaths":540,"source":288,"sourceLanguage":21,"type":324},"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":54},"SKILL.md frontmatter at skills/project-development/SKILL.md",[541,542,544,546],{"path":296,"priority":282},{"path":543,"priority":317},"references/case-studies.md",{"path":545,"priority":317},"references/pipeline-patterns.md",{"path":547,"priority":308},"scripts/pipeline_template.py",{"basePath":549,"description":550,"displayName":551,"installMethods":552,"rationale":553,"selectedPaths":554,"source":288,"sourceLanguage":21,"type":324},"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":54},"SKILL.md frontmatter at skills/tool-design/SKILL.md",[555,556,558,560],{"path":296,"priority":282},{"path":557,"priority":317},"references/architectural_reduction.md",{"path":559,"priority":317},"references/best_practices.md",{"path":561,"priority":308},"scripts/description_generator.py",{"basePath":563,"description":564,"displayName":565,"installMethods":566,"rationale":567,"selectedPaths":568,"source":288,"sourceLanguage":21,"type":324},"template","Template for creating new Agent Skills for context engineering. Use this template when adding new skills to the collection.","skill-template",{"claudeCode":54},"SKILL.md frontmatter at template/SKILL.md",[569],{"path":296,"priority":282},{"basePath":349,"installMethods":571,"rationale":572,"selectedPaths":573,"source":288,"sourceLanguage":21,"type":579},{"pypi":351},"cli ecosystem detected at examples/interleaved-thinking",[574,576,577],{"path":575,"priority":282},"pyproject.toml",{"path":284,"priority":282},{"path":578,"priority":317},"reasoning_trace_optimizer/cli.py","cli",{"sources":581},[582],"manual",{"closedIssues90d":247,"description":584,"forks":248,"license":40,"openIssues90d":250,"pushedAt":251,"readmeSize":245,"stars":252,"topics":585},"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":587,"discoverAt":588,"extractAt":589,"githubAt":589,"updatedAt":587},1778694268713,1778694264629,1778694266904,[228,227,231,29,230,229],{"evaluatedAt":257,"extractAt":49,"updatedAt":257},[],[594,624,655,685,717,743],{"_creationTime":595,"_id":596,"community":597,"display":598,"identity":604,"providers":606,"relations":617,"tags":619,"workflow":620},1778697668802.9524,"k1746m1dnjtegrp9ftydmb5wn186mxsv",{"reviewCount":11},{"description":599,"installMethods":600,"name":602,"sourceUrl":603},"One-stop shop for building AI-powered products and businesses with Stripe.",{"claudeCode":601},"stripe/agent-toolkit","stripe","https://github.com/stripe/agent-toolkit",{"basePath":19,"githubOwner":602,"githubRepo":605,"locale":21,"slug":605,"type":259},"agent-toolkit",{"evaluate":607,"extract":614},{"promptVersionExtension":221,"promptVersionScoring":26,"score":608,"tags":609,"targetMarket":36,"tier":37},100,[602,227,610,611,612,229,613],"sdk","typescript","python","agent",{"commitSha":39,"marketplace":615,"plugin":616},{"name":602,"pluginCount":267},{"mcpCount":11,"provider":42,"skillCount":11},{"repoId":618},"kd74b9k48z93rf42bgdvfdcahh86nzpd",[613,227,229,612,610,602,611],{"evaluatedAt":621,"extractAt":622,"updatedAt":623},1778697682749,1778697668803,1778697814342,{"_creationTime":625,"_id":626,"community":627,"display":628,"identity":634,"providers":638,"relations":648,"tags":650,"workflow":651},1778693511416.3645,"k17de181ddh1gjh0zdntr3qxyn86nqna",{"reviewCount":11},{"description":629,"installMethods":630,"name":632,"sourceUrl":633},"Context window optimization for AI coding agents. 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