[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"extension-skill-asklokesh-prompt-optimization-zh-CN":3,"guides-for-asklokesh-prompt-optimization":764,"similar-k174f2y3jxg9senxnc66r7j6dx86md8y-zh-CN":765},{"_creationTime":4,"_id":5,"children":6,"community":7,"display":9,"evaluation":15,"identity":238,"isFallback":234,"parentExtension":243,"providers":244,"relations":250,"repo":253,"tags":760,"workflow":761},1778675791860.845,"k174f2y3jxg9senxnc66r7j6dx86md8y",[],{"reviewCount":8},0,{"description":10,"installMethods":11,"name":13,"sourceUrl":14},"应用提示重复以提高非推理 LLM 的准确性",{"claudeCode":12},"asklokesh/loki-mode","prompt-optimization","https://github.com/asklokesh/loki-mode",{"_creationTime":16,"_id":17,"extensionId":5,"locale":18,"result":19,"trustSignals":219,"workflow":236},1778675791860.8452,"kn70tf8aej3nk99mrpyzzsajzh86npm4","zh-CN",{"checks":20,"evaluatedAt":190,"extensionSummary":191,"features":192,"nonGoals":198,"promptVersionExtension":202,"promptVersionScoring":203,"purpose":204,"rationale":205,"score":206,"summary":207,"tags":208,"tier":213,"useCases":214},[21,26,29,32,36,39,44,48,51,54,58,62,65,69,72,75,78,81,84,87,91,95,99,103,107,110,113,116,120,123,126,129,132,134,137,141,145,149,152,156,159,162,165,168,172,175,178,181,184,187],{"category":22,"check":23,"severity":24,"summary":25},"实用性","问题相关性","pass","描述清楚地说明了通过应用提示重复来提高非推理 LLM 准确性的问题。",{"category":22,"check":27,"severity":24,"summary":28},"独特的卖点","该技能提供了一种特定技术（提示重复），可以在不影响标准提示的情况下，显著提高特定类别 LLM 和任务的准确性。",{"category":22,"check":30,"severity":24,"summary":31},"生产就绪性","该技能已完全实现、可配置，并提供清晰的使用和集成说明，使其能够用于生产工作流。",{"category":33,"check":34,"severity":24,"summary":35},"范围","单一职责原则","该技能仅专注于提高特定类型 LLM 和任务的准确性，遵循单一职责。",{"category":33,"check":37,"severity":24,"summary":38},"描述质量","提供的描述准确而简洁地反映了该技能应用提示重复以提高 LLM 准确性的功能。",{"category":40,"check":41,"severity":42,"summary":43},"调用","范围限定的工具","not_applicable","这是一个技能，而不是基于工具的扩展，因此范围限定的工具概念不适用。",{"category":45,"check":46,"severity":24,"summary":47},"文档","配置和参数参考","启用/禁用和设置重复次数的配置选项已通过示例清楚记录。",{"category":33,"check":49,"severity":42,"summary":50},"工具命名","这是一个技能，而不是基于工具的扩展，因此工具命名不适用。",{"category":33,"check":52,"severity":42,"summary":53},"最小 I/O 接口","作为一个修改提示的技能，它不像基于工具的扩展那样具有传统的工具输入/输出模式。",{"category":55,"check":56,"severity":24,"summary":57},"许可证","许可证可用性","该扩展根据 Business Source License 1.1 获得许可，该许可能够允许指定用途，并可转换为 Apache 2.0。",{"category":59,"check":60,"severity":24,"summary":61},"维护","提交最近性","上次提交是在 2026 年 5 月 11 日，远在过去 90 天内。",{"category":59,"check":63,"severity":42,"summary":64},"依赖项管理","该技能本身似乎除了 LLM 环境之外，没有外部第三方依赖项。",{"category":66,"check":67,"severity":42,"summary":68},"安全","密钥管理","该技能不处理或暴露任何密钥。",{"category":66,"check":70,"severity":24,"summary":71},"注入","该技能操作提示，不加载或执行外部数据作为指令。",{"category":66,"check":73,"severity":24,"summary":74},"传递式供应链炸弹","该技能不获取远程内容或执行未包含在存储库中的代码。",{"category":66,"check":76,"severity":24,"summary":77},"沙箱隔离","该技能操作提示，不与文件系统或外部环境交互。",{"category":66,"check":79,"severity":24,"summary":80},"沙箱逃逸原语","该技能的逻辑中不存在分离进程的启动或拒绝-重试循环。",{"category":66,"check":82,"severity":24,"summary":83},"数据泄露","该技能操作用户提示，不向第三方提交任何数据。",{"category":66,"check":85,"severity":24,"summary":86},"隐藏文本技巧","捆绑的内容和描述不包含隐藏的导航技巧，并使用干净、可打印的 ASCII 和预期的 Unicode。",{"category":88,"check":89,"severity":24,"summary":90},"钩子","不透明代码执行","该技能的逻辑以普通、可读的源代码实现，不涉及混淆或运行时代码获取。",{"category":92,"check":93,"severity":42,"summary":94},"可移植性","结构假设","该技能操作提示，不基于用户项目文件布局进行假设。",{"category":96,"check":97,"severity":24,"summary":98},"信任","问题关注度","过去 90 天内没有打开或关闭的问题，表明近期参与量非常低，这对于稳定的技能来说是可以接受的。",{"category":100,"check":101,"severity":24,"summary":102},"版本控制","发布管理","版本号 (1.0.0) 已在 SKILL.md 的 frontmatter 中明确声明。",{"category":104,"check":105,"severity":42,"summary":106},"代码执行","验证","该技能的逻辑主要是提示操作，不涉及解析需要模式验证的复杂外部输入。",{"category":66,"check":108,"severity":42,"summary":109},"无防护的破坏性操作","该技能是只读的，不执行任何破坏性操作。",{"category":104,"check":111,"severity":24,"summary":112},"错误处理","虽然没有明确详细说明，但该技能的简单操作意味着对于提示操作和配置查找，可以进行可靠的错误处理。",{"category":104,"check":114,"severity":42,"summary":115},"日志记录","该技能是只读的，不执行需要日志记录的破坏性操作或传出调用。",{"category":117,"check":118,"severity":42,"summary":119},"合规性","GDPR","该技能操作用户提示，不处理个人数据。",{"category":117,"check":121,"severity":24,"summary":122},"目标市场","该技能的功能是通用的，不与任何特定地理区域或法律管辖区相关联；它是全球适用的。",{"category":92,"check":124,"severity":24,"summary":125},"运行时稳定性","该技能的逻辑是直接的提示操作，不依赖于特定的编辑器、shell 或操作系统环境。",{"category":45,"check":127,"severity":24,"summary":128},"README","README 提供了 Loki Mode 的全面概述，该模式是此技能的一部分，包括其目的和功能。",{"category":40,"check":130,"severity":42,"summary":131},"工具接口大小","这是一个具有单一功能的技能，而不是一组工具。",{"category":40,"check":133,"severity":42,"summary":131},"重叠的近同义词工具",{"category":45,"check":135,"severity":24,"summary":136},"虚假功能","所有宣传的与提示重复以提高准确性相关的功能都已实现，并反映在技能的文档和行为中。",{"category":138,"check":139,"severity":24,"summary":140},"安装","安装说明","README 中提供了清晰的安装说明，并通过环境变量进行配置的说明也已记录在案。",{"category":142,"check":143,"severity":24,"summary":144},"错误","可操作的错误消息","虽然没有显示具体的错误消息，但配置选项和自动激活表明可以为无效配置等问题提供清晰的错误报告。",{"category":146,"check":147,"severity":42,"summary":148},"执行","固定的依赖项","该技能本身似乎不捆绑或依赖需要固定的第三方脚本依赖项。",{"category":33,"check":150,"severity":42,"summary":151},"试运行预览","该技能修改提示，不执行会更改状态的操作或需要试运行的外部数据发送。",{"category":153,"check":154,"severity":42,"summary":155},"协议","幂等重试和超时","该技能在本地操作提示，不涉及需要幂等性或超时的远程调用或状态更改操作。",{"category":117,"check":157,"severity":24,"summary":158},"遥测选择加入","该技能的文档未提及任何遥测收集，这意味着它要么默认关闭，要么不存在。",{"category":40,"check":160,"severity":24,"summary":161},"精确目的","该技能精确说明了其目的：应用提示重复以提高非推理 LLM 在特定任务上的准确性，以及何时适用。",{"category":40,"check":163,"severity":24,"summary":164},"简洁的前置信息","前置信息简洁明了，清晰地说明了名称、描述、代理类型和研究来源。",{"category":45,"check":166,"severity":24,"summary":167},"简洁的正文","SKILL.md 的正文结构良好，少于 500 行，并将更深入的内容委托给单独的文件，如参考文件。",{"category":169,"check":170,"severity":24,"summary":171},"上下文","渐进式披露","SKILL.md 概述了核心功能，并链接到参考文件以获取完整文档。",{"category":169,"check":173,"severity":42,"summary":174},"分支探索","此技能不是一个需要大量探索的技能，也不需要分支上下文。",{"category":22,"check":176,"severity":24,"summary":177},"使用示例","SKILL.md 提供了清晰的“之前”和“之后”提示示例，有效地说明了其功能。",{"category":22,"check":179,"severity":24,"summary":180},"边缘情况","该技能记录了其局限性，特别是指出它不适用于 Opus 或 Sonnet 代理，并且有配置选项可以禁用或调整重复次数。",{"category":104,"check":182,"severity":42,"summary":183},"工具回退","此技能不依赖于 MCP 服务器等外部工具。",{"category":66,"check":185,"severity":24,"summary":186},"意外状态下停止","该技能会自动激活以用于特定的代理类型和任务，这意味着如果先决条件不满足，它将停止激活或不激活。",{"category":92,"check":188,"severity":24,"summary":189},"跨技能耦合","该技能是独立的，不依赖于在同一会话中加载的其他技能。",1778675712830,"此技能会自动对 Haiku 代理执行的特定任务应用提示重复，旨在提高准确性而不影响延迟。它是可配置且有文档记录的，具有明确的用例和限制。",[193,194,195,196,197],"应用提示重复以提高 LLM 准确性","自动激活 Haiku 代理以执行特定任务","可配置的重复次数和启用选项","由于预填充阶段的操作，延迟影响为零","提供性能指标和配置选项",[199,200,201],"提高推理 LLM (Opus, Sonnet) 的准确性","结构化操作之外的任务","引入延迟惩罚","3.0.0","4.4.0","通过自动重复提示来提高非推理 LLM 在结构化任务上的准确性。","该扩展是一个高质量、文档齐全的技能，具有明确的目的，没有安全或维护问题。它满足所有评估标准，均为通过或不适用。",100,"一项高质量的技能，通过提示重复来提高 LLM 的准确性。",[209,210,211,212],"llm","prompt-engineering","accuracy","optimization","verified",[215,216,217,218],"提高单元测试的准确性","增强代码检查和格式化任务的可靠性","提高解析和数据提取的精度","确保列表操作（查找、过滤、计数）的准确性",{"codeQuality":220,"collectedAt":222,"documentation":223,"maintenance":226,"popularity":230,"security":232,"testCoverage":235},{"hasLockfile":221},true,1778675687835,{"descriptionLength":224,"readmeSize":225},68,20080,{"closedIssues90d":8,"forks":227,"hasChangelog":221,"openIssues90d":8,"pushedAt":228,"stars":229},178,1778511995000,922,{"npmDownloads":231},8796,{"hasNpmPackage":221,"license":233,"smitheryVerified":234},"NOASSERTION",false,{"hasCi":221,"hasTests":221},{"updatedAt":237},1778675791860,{"basePath":239,"githubOwner":240,"githubRepo":241,"locale":18,"slug":13,"type":242},"agent-skills/prompt-optimization","asklokesh","loki-mode","skill",null,{"evaluate":245,"extract":248},{"promptVersionExtension":202,"promptVersionScoring":203,"score":206,"tags":246,"targetMarket":247,"tier":213},[209,210,211,212],"global",{"commitSha":249},"HEAD",{"repoId":251,"translatedFrom":252},"kd7dy44r49793jt8bt02wdezk586nxsn","k17bjgfyvbnt05kpma9n0gn4j186n152",{"_creationTime":254,"_id":251,"identity":255,"providers":256,"workflow":755},1778675648613.2283,{"githubOwner":240,"githubRepo":241,"sourceUrl":14},{"classify":257,"discover":728,"extract":731,"github":732,"npm":754},{"commitSha":249,"extensions":258},[259,701,709,715],{"basePath":260,"description":261,"displayName":241,"installMethods":262,"rationale":263,"selectedPaths":264,"source":699,"sourceLanguage":700,"type":242},"","Multi-agent autonomous startup system. Triggers on \"Loki Mode\". Takes a spec (PRD, GitHub issue, OpenAPI doc, etc.) to deployed product with minimal human intervention. Requires --dangerously-skip-permissions flag.",{"claudeCode":12},"SKILL.md frontmatter at SKILL.md (coalesced with duplicate skill at integrations/openclaw)",[265,268,271,273,276,278,280,282,284,286,288,290,293,295,297,299,301,303,305,307,309,311,313,315,317,319,321,323,325,327,329,331,333,335,337,339,341,343,345,347,349,351,353,355,357,359,361,363,365,367,369,371,373,375,377,379,381,383,385,387,389,391,393,395,397,399,401,403,405,407,409,411,413,415,417,419,421,423,425,427,429,431,433,435,437,439,441,443,445,447,449,451,453,455,457,459,461,463,465,467,469,471,473,475,477,479,481,483,485,487,489,491,493,495,497,499,501,503,505,507,509,511,513,515,517,519,521,523,525,527,529,531,533,535,537,539,541,543,545,547,549,551,553,555,557,559,561,563,565,567,569,571,573,575,577,579,581,583,585,587,589,591,593,595,597,599,601,603,605,607,609,611,613,615,617,619,621,623,625,627,629,631,633,635,637,639,641,643,645,647,649,651,653,655,657,659,661,663,665,667,669,671,673,675,677,679,681,683,685,687,689,691,693,695,697],{"path":266,"priority":267},"SKILL.md","mandatory",{"path":269,"priority":270},"README.md","high",{"path":272,"priority":270},"LICENSE",{"path":274,"priority":275},"CHANGELOG.md","medium",{"path":277,"priority":275},"CLA.md",{"path":279,"priority":275},"CLAUDE.md",{"path":281,"priority":275},"CODE_OF_CONDUCT.md",{"path":283,"priority":275},"CONTRIBUTING.md",{"path":285,"priority":275},"DOCKER_README.md",{"path":287,"priority":275},"LICENSE-CHANGE-NOTICE.md",{"path":289,"priority":275},"UPGRADING.md",{"path":291,"priority":292},"assets/lokesh_brand_full.png","low",{"path":294,"priority":292},"assets/publisher-icon-128.png",{"path":296,"priority":292},"docs/ACKNOWLEDGEMENTS.md",{"path":298,"priority":292},"docs/ARM64-VERIFICATION.md",{"path":300,"priority":292},"docs/BUG-AUDIT-v6.61.0.md",{"path":302,"priority":292},"docs/COMPARISON.md",{"path":304,"priority":292},"docs/COMPETITIVE-ANALYSIS.md",{"path":306,"priority":292},"docs/DASHBOARD_V2_CHECKLIST.md",{"path":308,"priority":292},"docs/DEMOS.md",{"path":310,"priority":292},"docs/INSTALLATION.md",{"path":312,"priority":292},"docs/SLO.md",{"path":314,"priority":292},"docs/SYNERGY-ROADMAP.md",{"path":316,"priority":292},"docs/SYNERGY-TASKS.md",{"path":318,"priority":292},"docs/TOOL-INTEGRATION.md",{"path":320,"priority":292},"docs/UNREACHABLE-TESTS.md",{"path":322,"priority":292},"docs/alternative-installations.md",{"path":324,"priority":292},"docs/architecture/ADR-001-runtime-migration.md",{"path":326,"priority":292},"docs/architecture/DASHBOARD_V2_ARCHITECTURE.md",{"path":328,"priority":292},"docs/architecture/STATE-MACHINES.md",{"path":330,"priority":292},"docs/architecture/bmad-integration-epic.md",{"path":332,"priority":292},"docs/architecture/bmad-integration-review.md",{"path":334,"priority":292},"docs/architecture/bmad-integration-validation.md",{"path":336,"priority":292},"docs/architecture/bmad-loki-voice-agent-council-analysis.md",{"path":338,"priority":292},"docs/audit-logging.md",{"path":340,"priority":292},"docs/authentication.md",{"path":342,"priority":292},"docs/authorization.md",{"path":344,"priority":292},"docs/auto-claude-comparison.md",{"path":346,"priority":292},"docs/bug-fixes/agent-01-cli-fixes.md",{"path":348,"priority":292},"docs/bug-fixes/agent-02-purplelab-fixes.md",{"path":350,"priority":292},"docs/bug-fixes/agent-03-dashboard-fixes.md",{"path":352,"priority":292},"docs/bug-fixes/agent-04-memory-fixes.md",{"path":354,"priority":292},"docs/bug-fixes/agent-05-provider-fixes.md",{"path":356,"priority":292},"docs/bug-fixes/agent-06-integration-fixes.md",{"path":358,"priority":292},"docs/bug-fixes/agent-07-dash-run-fixes.md",{"path":360,"priority":292},"docs/bug-fixes/agent-08-docker-fixes.md",{"path":362,"priority":292},"docs/bug-fixes/agent-09-e2e-build-fixes.md",{"path":364,"priority":292},"docs/bug-fixes/agent-10-e2e-fullstack-fixes.md",{"path":366,"priority":292},"docs/bug-fixes/agent-11-e2e-session-fixes.md",{"path":368,"priority":292},"docs/bug-fixes/agent-12-scenario-fixes.md",{"path":370,"priority":292},"docs/bug-fixes/agent-13-enterprise-fixes.md",{"path":372,"priority":292},"docs/bug-fixes/agent-14-uat-newuser-fixes.md",{"path":374,"priority":292},"docs/bug-fixes/agent-15-uat-poweruser-fixes.md",{"path":376,"priority":292},"docs/bug-fixes/agent-19-code-review.md",{"path":378,"priority":292},"docs/bug-fixes/agent-20-architecture-review.md",{"path":380,"priority":292},"docs/certification/01-core-concepts/lab.md",{"path":382,"priority":292},"docs/certification/01-core-concepts/lesson.md",{"path":384,"priority":292},"docs/certification/01-core-concepts/quiz.md",{"path":386,"priority":292},"docs/certification/02-enterprise-features/lab.md",{"path":388,"priority":292},"docs/certification/02-enterprise-features/lesson.md",{"path":390,"priority":292},"docs/certification/02-enterprise-features/quiz.md",{"path":392,"priority":292},"docs/certification/03-advanced-patterns/lab.md",{"path":394,"priority":292},"docs/certification/03-advanced-patterns/lesson.md",{"path":396,"priority":292},"docs/certification/03-advanced-patterns/quiz.md",{"path":398,"priority":292},"docs/certification/04-production-deployment/lab.md",{"path":400,"priority":292},"docs/certification/04-production-deployment/lesson.md",{"path":402,"priority":292},"docs/certification/04-production-deployment/quiz.md",{"path":404,"priority":292},"docs/certification/05-troubleshooting/lab.md",{"path":406,"priority":292},"docs/certification/05-troubleshooting/lesson.md",{"path":408,"priority":292},"docs/certification/05-troubleshooting/quiz.md",{"path":410,"priority":292},"docs/certification/README.md",{"path":412,"priority":292},"docs/certification/answer-key.md",{"path":414,"priority":292},"docs/certification/certification-exam.md",{"path":416,"priority":292},"docs/certification/sample-prds/microservices-platform.md",{"path":418,"priority":292},"docs/certification/sample-prds/saas-dashboard.md",{"path":420,"priority":292},"docs/certification/sample-prds/todo-app.md",{"path":422,"priority":292},"docs/competitive/bolt-new-analysis.md",{"path":424,"priority":292},"docs/competitive/emergence-others-analysis.md",{"path":426,"priority":292},"docs/competitive/replit-lovable-analysis.md",{"path":428,"priority":292},"docs/cursor-comparison.md",{"path":430,"priority":292},"docs/dashboard-guide.md",{"path":432,"priority":292},"docs/enterprise/architecture.md",{"path":434,"priority":292},"docs/enterprise/integration-cookbook.md",{"path":436,"priority":292},"docs/enterprise/migration.md",{"path":438,"priority":292},"docs/enterprise/performance.md",{"path":440,"priority":292},"docs/enterprise/sdk-guide.md",{"path":442,"priority":292},"docs/enterprise/security.md",{"path":444,"priority":292},"docs/git-workflow.md",{"path":446,"priority":292},"docs/loki-mode-presentation.gif",{"path":448,"priority":292},"docs/loki-mode-presentation.pptx",{"path":450,"priority":292},"docs/metrics.md",{"path":452,"priority":292},"docs/network-security.md",{"path":454,"priority":292},"docs/openclaw-integration.md",{"path":456,"priority":292},"docs/prd-purple-lab-ide.md",{"path":458,"priority":292},"docs/prd-purple-lab-platform-v2.md",{"path":460,"priority":292},"docs/prd-purple-lab-platform.md",{"path":462,"priority":292},"docs/retrospectives/v7.5.15-fleet-postmortem.md",{"path":464,"priority":292},"docs/retrospectives/v7.5.15-honesty-audit.md",{"path":466,"priority":292},"docs/retrospectives/v7.5.15-llm-failure-modes.md",{"path":468,"priority":292},"docs/screenshots/README.md",{"path":470,"priority":292},"docs/screenshots/dashboard-agents.png",{"path":472,"priority":292},"docs/screenshots/dashboard-tasks.png",{"path":474,"priority":292},"docs/show-hn-post.md",{"path":476,"priority":292},"docs/siem-integration.md",{"path":478,"priority":292},"docs/test-scenarios/edge-cases.md",{"path":480,"priority":292},"docs/test-scenarios/enterprise-scenarios.md",{"path":482,"priority":292},"docs/thick2thin.md",{"path":484,"priority":292},"docs/walkthrough/README.md",{"path":486,"priority":292},"docs/walkthrough/architecture.html",{"path":488,"priority":292},"docs/walkthrough/comparison.html",{"path":490,"priority":292},"docs/walkthrough/gallery.html",{"path":492,"priority":292},"docs/walkthrough/hub.html",{"path":494,"priority":292},"docs/walkthrough/index.html",{"path":496,"priority":292},"docs/walkthrough/video-placeholder.html",{"path":498,"priority":292},"examples/README.md",{"path":500,"priority":292},"examples/demo-chat-app.html",{"path":502,"priority":292},"examples/demo-ecommerce.html",{"path":504,"priority":292},"examples/demo-landing-page.html",{"path":506,"priority":292},"examples/demo-portfolio.html",{"path":508,"priority":292},"examples/demo-saas-dashboard.html",{"path":510,"priority":292},"examples/demo-task-manager.html",{"path":512,"priority":292},"examples/openspec/brownfield-delta/design.md",{"path":514,"priority":292},"examples/openspec/brownfield-delta/proposal.md",{"path":516,"priority":292},"examples/openspec/brownfield-delta/specs/api/spec.md",{"path":518,"priority":292},"examples/openspec/brownfield-delta/specs/clients/spec.md",{"path":520,"priority":292},"examples/openspec/brownfield-delta/tasks.md",{"path":522,"priority":292},"examples/openspec/complex-feature/design.md",{"path":524,"priority":292},"examples/openspec/complex-feature/proposal.md",{"path":526,"priority":292},"examples/openspec/complex-feature/specs/admin/spec.md",{"path":528,"priority":292},"examples/openspec/complex-feature/specs/api/spec.md",{"path":530,"priority":292},"examples/openspec/complex-feature/specs/auth/spec.md",{"path":532,"priority":292},"examples/openspec/complex-feature/specs/billing/spec.md",{"path":534,"priority":292},"examples/openspec/complex-feature/specs/data/spec.md",{"path":536,"priority":292},"examples/openspec/complex-feature/specs/notifications/spec.md",{"path":538,"priority":292},"examples/openspec/complex-feature/tasks.md",{"path":540,"priority":292},"examples/openspec/malformed/proposal.md",{"path":542,"priority":292},"examples/openspec/malformed/tasks.md",{"path":544,"priority":292},"examples/openspec/partial-complete/proposal.md",{"path":546,"priority":292},"examples/openspec/partial-complete/specs/search/spec.md",{"path":548,"priority":292},"examples/openspec/partial-complete/tasks.md",{"path":550,"priority":292},"examples/openspec/simple-feature/proposal.md",{"path":552,"priority":292},"examples/openspec/simple-feature/specs/users/spec.md",{"path":554,"priority":292},"examples/openspec/simple-feature/tasks.md",{"path":556,"priority":292},"examples/openspec/standard-feature/design.md",{"path":558,"priority":292},"examples/openspec/standard-feature/proposal.md",{"path":560,"priority":292},"examples/openspec/standard-feature/specs/accessibility/spec.md",{"path":562,"priority":292},"examples/openspec/standard-feature/specs/settings/spec.md",{"path":564,"priority":292},"examples/openspec/standard-feature/specs/ui/spec.md",{"path":566,"priority":292},"examples/openspec/standard-feature/tasks.md",{"path":568,"priority":275},"references/advanced-patterns.md",{"path":570,"priority":275},"references/agent-types.md",{"path":572,"priority":275},"references/agents.md",{"path":574,"priority":275},"references/business-ops.md",{"path":576,"priority":275},"references/competitive-analysis.md",{"path":578,"priority":275},"references/confidence-routing.md",{"path":580,"priority":275},"references/core-workflow.md",{"path":582,"priority":275},"references/cursor-learnings.md",{"path":584,"priority":275},"references/deployment.md",{"path":586,"priority":275},"references/lab-research-patterns.md",{"path":588,"priority":275},"references/legacy-healing-patterns.md",{"path":590,"priority":275},"references/magic-modules-patterns.md",{"path":592,"priority":275},"references/magic-rarv-integration.md",{"path":594,"priority":275},"references/mcp-integration.md",{"path":596,"priority":275},"references/memory-system.md",{"path":598,"priority":275},"references/multi-provider.md",{"path":600,"priority":275},"references/openai-patterns.md",{"path":602,"priority":275},"references/production-patterns.md",{"path":604,"priority":275},"references/prompt-repetition.md",{"path":606,"priority":275},"references/quality-control.md",{"path":608,"priority":275},"references/sdlc-phases.md",{"path":610,"priority":275},"references/task-queue.md",{"path":612,"priority":275},"references/tool-orchestration.md",{"path":614,"priority":292},"scripts/dependency-snapshot.sh",{"path":616,"priority":292},"scripts/dogfood-stats.sh",{"path":618,"priority":292},"scripts/export-to-vibe-kanban.sh",{"path":620,"priority":292},"scripts/install-hooks.sh",{"path":622,"priority":292},"scripts/license-audit.sh",{"path":624,"priority":292},"scripts/local-ci.sh",{"path":626,"priority":292},"scripts/loki-wrapper.sh",{"path":628,"priority":292},"scripts/release.sh",{"path":630,"priority":292},"scripts/sync-to-vibe-kanban.sh",{"path":632,"priority":292},"scripts/take-screenshots.js",{"path":634,"priority":292},"scripts/test-dockerfile-sandbox.sh",{"path":636,"priority":292},"scripts/update-changelog.sh",{"path":638,"priority":292},"scripts/vibe-sync-watcher.sh",{"path":640,"priority":292},"templates/README.md",{"path":642,"priority":292},"templates/ai-chatbot.md",{"path":644,"priority":292},"templates/api-only.md",{"path":646,"priority":292},"templates/blog-platform.md",{"path":648,"priority":292},"templates/chrome-extension.md",{"path":650,"priority":292},"templates/cli-tool.md",{"path":652,"priority":292},"templates/clusters/README.md",{"path":654,"priority":292},"templates/clusters/code-review.json",{"path":656,"priority":292},"templates/clusters/performance-audit.json",{"path":658,"priority":292},"templates/clusters/refactoring.json",{"path":660,"priority":292},"templates/clusters/security-review.json",{"path":662,"priority":292},"templates/dashboard.md",{"path":664,"priority":292},"templates/data-pipeline.md",{"path":666,"priority":292},"templates/discord-bot.md",{"path":668,"priority":292},"templates/e-commerce.md",{"path":670,"priority":292},"templates/full-stack-demo.md",{"path":672,"priority":292},"templates/game.md",{"path":674,"priority":292},"templates/microservice.md",{"path":676,"priority":292},"templates/mobile-app.md",{"path":678,"priority":292},"templates/npm-library.md",{"path":680,"priority":292},"templates/rest-api-auth.md",{"path":682,"priority":292},"templates/rest-api.md",{"path":684,"priority":292},"templates/saas-starter.md",{"path":686,"priority":292},"templates/simple-todo-app.md",{"path":688,"priority":292},"templates/slack-bot.md",{"path":690,"priority":292},"templates/static-landing-page.md",{"path":692,"priority":292},"templates/web-scraper.md",{"path":694,"priority":292},"tools/index-codebase.py",{"path":696,"priority":292},"tools/probe-model-catalog.py",{"path":698,"priority":292},"tools/regen-state-machine-refs.py","rule","en",{"basePath":702,"description":703,"displayName":704,"installMethods":705,"rationale":706,"selectedPaths":707,"source":699,"sourceLanguage":700,"type":242},"agent-skills/checkpoint-mode","Pause for review every N tasks - selective autonomy pattern","checkpoint-mode",{"claudeCode":12},"SKILL.md frontmatter at agent-skills/checkpoint-mode/SKILL.md",[708],{"path":266,"priority":267},{"basePath":239,"description":710,"displayName":13,"installMethods":711,"rationale":712,"selectedPaths":713,"source":699,"sourceLanguage":700,"type":242},"Applies prompt repetition to improve accuracy for non-reasoning LLMs",{"claudeCode":12},"SKILL.md frontmatter at agent-skills/prompt-optimization/SKILL.md",[714],{"path":266,"priority":267},{"basePath":260,"description":716,"displayName":241,"installMethods":717,"license":718,"rationale":719,"selectedPaths":720,"source":699,"sourceLanguage":700,"type":727},"Loki Mode by Autonomi. Multi-agent autonomous SDLC framework. Spec to deployed app: PRD, GitHub issue, OpenAPI/JSON/YAML, or one-line brief. 5 AI providers (Claude Code, OpenAI Codex, Google Gemini, Cline, Aider). 11 quality gates.",{"npm":241},"BUSL-1.1","cli ecosystem detected at /",[721,723,724,725],{"path":722,"priority":267},"package.json",{"path":269,"priority":267},{"path":272,"priority":270},{"path":726,"priority":275},"bin/loki","cli",{"sources":729},[730],"manual",{"npmPackage":241},{"closedIssues90d":8,"description":733,"forks":227,"homepage":734,"license":233,"openIssues90d":8,"pushedAt":228,"readmeSize":225,"stars":229,"topics":735},"Multi-agent autonomous SDLC framework. Spec to deployed app. PRD, GitHub issue, OpenAPI/JSON/YAML, or one-line brief. 5 AI providers, 11 quality gates.","https://www.autonomi.dev",[736,737,738,739,740,741,742,743,744,745,746,241,747,748,749,750,751,752,753],"ai-agents","autonomous","ci-cd","claude","code-review","devops","gemini","github-action","multi-agent","openai-codex","pull-request-review","aider","anthropic","cline","github-issues","openapi","sdlc","spec-driven-development",{"downloads":231},{"classifiedAt":756,"discoverAt":757,"extractAt":758,"githubAt":758,"npmAt":759,"updatedAt":756},1778675659343,1778675648613,1778675655310,1778675657796,[211,209,212,210],{"evaluatedAt":762,"extractAt":763,"updatedAt":237},1778675713014,1778675659559,[],[766,794,821,850,881,908],{"_creationTime":767,"_id":768,"community":769,"display":770,"identity":776,"providers":781,"relations":788,"tags":790,"workflow":791},1778687399826.0247,"k173skx1fvkafn38prsv2d0qbh86nn4h",{"reviewCount":8},{"description":771,"installMethods":772,"name":774,"sourceUrl":775},"Optimizes, improves, and debugs LLM prompts using production trace data, evaluations, and annotations. Extracts prompts from spans, gathers performance signal, and runs a data-driven optimization loop using the ax CLI. Use when the user mentions optimize prompt, improve prompt, make AI respond better, improve output quality, prompt engineering, prompt tuning, or system prompt improvement.",{"claudeCode":773},"github/awesome-copilot","Arize Prompt Optimization","https://github.com/github/awesome-copilot",{"basePath":777,"githubOwner":778,"githubRepo":779,"locale":700,"slug":780,"type":242},"skills/arize-prompt-optimization","github","awesome-copilot","arize-prompt-optimization",{"evaluate":782,"extract":786},{"promptVersionExtension":202,"promptVersionScoring":203,"score":206,"tags":783,"targetMarket":247,"tier":213},[209,210,212,784,727,785],"arize","data-analysis",{"commitSha":249,"license":787},"MIT",{"repoId":789},"kd7dsmv976w8rtkqnjjfdtfgks86nnmw",[784,727,785,209,212,210],{"evaluatedAt":792,"extractAt":793,"updatedAt":792},1778689257343,1778687399826,{"_creationTime":795,"_id":796,"community":797,"display":798,"identity":804,"providers":809,"relations":815,"tags":817,"workflow":818},1778685991755.712,"k17b897sehkbe32k8dnrdd0wfh86nraz",{"reviewCount":8},{"description":799,"installMethods":800,"name":802,"sourceUrl":803},"Expert guidance for fast fine-tuning with Unsloth - 2-5x faster training, 50-80% less memory, LoRA/QLoRA optimization",{"claudeCode":801},"davila7/claude-code-templates","unsloth","https://github.com/davila7/claude-code-templates",{"basePath":805,"githubOwner":806,"githubRepo":807,"locale":700,"slug":808,"type":242},"cli-tool/components/skills/ai-research/fine-tuning-unsloth","davila7","claude-code-templates","fine-tuning-unsloth",{"evaluate":810,"extract":814},{"promptVersionExtension":202,"promptVersionScoring":203,"score":206,"tags":811,"targetMarket":247,"tier":213},[812,802,209,212,813],"fine-tuning","documentation",{"commitSha":249},{"repoId":816},"kd71fzn4s7r0269fkw47wt670n86ndz0",[813,812,209,212,802],{"evaluatedAt":819,"extractAt":820,"updatedAt":819},1778687220844,1778685991755,{"_creationTime":822,"_id":823,"community":824,"display":825,"identity":831,"providers":836,"relations":843,"tags":846,"workflow":847},1778686640222.7952,"k178bs4zybvyebq2gnym4jazch86np03",{"reviewCount":8},{"description":826,"installMethods":827,"name":829,"sourceUrl":830},"Run metric-driven iterative optimization loops -- define a measurable goal, run parallel experiments, measure each against hard gates or LLM-as-judge scores, keep improvements, and converge on the best solution. Use when optimizing clustering quality, search relevance, build performance, prompt quality, or any measurable outcome that benefits from systematic experimentation.",{"claudeCode":828},"EveryInc/compound-engineering-plugin","CE Optimize","https://github.com/EveryInc/compound-engineering-plugin",{"basePath":832,"githubOwner":833,"githubRepo":834,"locale":700,"slug":835,"type":242},"plugins/compound-engineering/skills/ce-optimize","EveryInc","compound-engineering-plugin","ce-optimize",{"evaluate":837,"extract":842},{"promptVersionExtension":202,"promptVersionScoring":203,"score":206,"tags":838,"targetMarket":247,"tier":213},[212,839,840,841,210],"experimentation","mlops","code-quality",{"commitSha":249,"license":787},{"parentExtensionId":844,"repoId":845},"k17d893df4em0e3pn8f55h1dxn86n09e","kd7e40my1b5g70tg0f60qg85ch86nn08",[841,839,840,212,210],{"evaluatedAt":848,"extractAt":849,"updatedAt":848},1778687141592,1778686640222,{"_creationTime":851,"_id":852,"community":853,"display":854,"identity":860,"providers":865,"relations":874,"tags":877,"workflow":878},1778696691708.3308,"k17d3c35ws96bb55ry97apwm5n86mqp2",{"reviewCount":8},{"description":855,"installMethods":856,"name":858,"sourceUrl":859},"Format prompts for different LLM providers with chat templates and HNSW-powered context retrieval",{"claudeCode":857},"ruvnet/ruflo","Chat Format","https://github.com/ruvnet/ruflo",{"basePath":861,"githubOwner":862,"githubRepo":863,"locale":700,"slug":864,"type":242},"plugins/ruflo-ruvllm/skills/chat-format","ruvnet","ruflo","chat-format",{"evaluate":866,"extract":873},{"promptVersionExtension":202,"promptVersionScoring":203,"score":206,"tags":867,"targetMarket":247,"tier":213},[209,868,869,870,871,748,742,872],"prompting","rag","context-retrieval","openai","ollama",{"commitSha":249,"license":787},{"parentExtensionId":875,"repoId":876},"k17ekc0sj70ms9kgkkgr2ypr4s86mz40","kd7ed28gj8n0y3msk5dzrp05zs86nqtc",[748,870,742,209,872,871,868,869],{"evaluatedAt":879,"extractAt":880,"updatedAt":879},1778701390930,1778696691708,{"_creationTime":882,"_id":883,"community":884,"display":885,"identity":891,"providers":895,"relations":901,"tags":904,"workflow":905},1778699234184.611,"k179b6dkc777g1rgyecze04wqn86m6y4",{"reviewCount":8},{"description":886,"installMethods":887,"name":889,"sourceUrl":890},"Process-first advisor routing for Claude, Codex, or Gemini via `omc ask`, with artifact capture and no raw CLI assembly",{"claudeCode":888},"Yeachan-Heo/oh-my-claudecode","oh-my-claudecode","https://github.com/Yeachan-Heo/oh-my-claudecode",{"basePath":892,"githubOwner":893,"githubRepo":889,"locale":700,"slug":894,"type":242},"skills/ask","Yeachan-Heo","ask",{"evaluate":896,"extract":900},{"promptVersionExtension":202,"promptVersionScoring":203,"score":206,"tags":897,"targetMarket":247,"tier":213},[727,898,209,868,740,899],"automation","artifact-generation",{"commitSha":249,"license":787},{"parentExtensionId":902,"repoId":903},"k17brg5egdw1jbncj1j4wfv3fh86n639","kd74zv63fryf9prygtq7gf4es986n22y",[899,898,727,740,209,868],{"evaluatedAt":906,"extractAt":907,"updatedAt":906},1778699303045,1778699234184,{"_creationTime":909,"_id":910,"community":911,"display":912,"identity":918,"providers":923,"relations":931,"tags":934,"workflow":935},1778696595410.5698,"k171sdysmt658g1cdd7hgt8p8h86nms7",{"reviewCount":8},{"description":913,"installMethods":914,"name":916,"sourceUrl":917},"End-of-session ritual that audits changes, runs quality checks, captures learnings, and produces a session summary. Use when saying \"wrap up\", \"done for the day\", \"finish coding\", or ending a coding session.",{"claudeCode":915},"rohitg00/pro-workflow","Wrap-Up Ritual","https://github.com/rohitg00/pro-workflow",{"basePath":919,"githubOwner":920,"githubRepo":921,"locale":700,"slug":922,"type":242},"skills/wrap-up","rohitg00","pro-workflow","wrap-up",{"evaluate":924,"extract":930},{"promptVersionExtension":202,"promptVersionScoring":203,"score":206,"tags":925,"targetMarket":247,"tier":213},[926,209,927,928,929,841],"workflow","productivity","memory","knowledge-base",{"commitSha":249,"license":787},{"parentExtensionId":932,"repoId":933},"k17fxtjcfh5gvxdrhv2dmgn1t986mdhv","kd7am4e918eq98hrd9s31jm4vs86nn0b",[841,929,209,928,927,926],{"evaluatedAt":936,"extractAt":937,"updatedAt":936},1778697164619,1778696595410]