[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"skill-aws-labs-knowledge-base-for-startups":3,"mdc--dqgnu-key":37,"related-org-aws-labs-knowledge-base-for-startups":1019,"related-repo-aws-labs-knowledge-base-for-startups":1199},{"slug":4,"name":4,"fn":5,"description":6,"org":7,"tags":12,"stars":26,"repoUrl":27,"updatedAt":28,"license":29,"forks":30,"topics":31,"repo":32,"sourceUrl":35,"mdContent":36},"knowledge-base-for-startups","retrieve AWS startup reference content","AWS Startups reference content — Activate FAQ, credits guide, programs, partner offers, sample architectures, and hundreds of learn articles spanning generative AI, cloud architecture, cost optimization, security, fundraising, go-to-market, and real-world startup case studies. Use when the user asks factual questions about AWS Activate (eligibility, credits, programs, providers), wants a sample architecture or solution guide, or needs an AWS-curated learn article on a specific startup topic. For copy-paste AI prompts (RAG chatbot, MVP scaffold, security baseline, GPU quota, etc.), see the prompt-library-for-startups skill. Do not use for: account-specific lookups (credits balance, Activate membership status, application status), real-time event listings beyond the events stub, or content not present in the bundled `references\u002F` tree.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":11},"aws-labs","AWS Labs","https:\u002F\u002Fpexgzepcugksgbtrxkhf.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Forg-logos\u002Faws-labs.png","awslabs",[13,17,20,23],{"name":14,"slug":15,"type":16},"Research","research","tag",{"name":18,"slug":19,"type":16},"Documentation","documentation",{"name":21,"slug":22,"type":16},"Cloud","cloud",{"name":24,"slug":25,"type":16},"AWS","aws",14,"https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fstartups","2026-07-25T05:32:19.312255",null,15,[],{"repoUrl":27,"stars":26,"forks":30,"topics":33,"description":34},[],"Official AWS Startups repository that hosts plugins, skills, tools and resources to support startup builders on AWS","https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fstartups\u002Ftree\u002FHEAD\u002Fadvisor\u002Fplugins\u002Faws-startup-advisor\u002Fskills\u002Fknowledge-base-for-startups","---\nname: knowledge-base-for-startups\ndescription: \"AWS Startups reference content — Activate FAQ, credits guide, programs, partner offers, sample architectures, and hundreds of learn articles spanning generative AI, cloud architecture, cost optimization, security, fundraising, go-to-market, and real-world startup case studies. Use when the user asks factual questions about AWS Activate (eligibility, credits, programs, providers), wants a sample architecture or solution guide, or needs an AWS-curated learn article on a specific startup topic. For copy-paste AI prompts (RAG chatbot, MVP scaffold, security baseline, GPU quota, etc.), see the prompt-library-for-startups skill. Do not use for: account-specific lookups (credits balance, Activate membership status, application status), real-time event listings beyond the events stub, or content not present in the bundled `references\u002F` tree.\"\n---\n\n# AWS Startup Advisor — Knowledge Base\n\nReference content from [aws.amazon.com\u002Fstartups](https:\u002F\u002Faws.amazon.com\u002Fstartups) for AWS Activate programs, credits, partner offers, sample build architectures, and a large learn-article corpus covering technical guides, business strategy, and real-world case studies.\n\n**Last updated:** 2026-07-22\n\n---\n\n## Where to start\n\n**New-to-AWS-Startups questions** → open [`references\u002Fhome.md`](references\u002Fhome.md) first. It's the landing-page overview: the Activate pitch, how to join, the top-level programs (credits, accelerators, solutions), and the ~350,000-startups context. Good starting point for broad \"how does AWS help startups\" questions.\n\n## Searchable indexes — use these when the user asks for a specific topic or example\n\nThree files are indexes, not articles. They have a **Keywords column** — filter by keyword first, then open the linked detail file.\n\n- **[references\u002Flearn.md](references\u002Flearn.md)** — hundreds of learn articles across a dozen categories (genai, general, getting-started, architecture, business-growth, case-studies, cost-optimization, security, and more). Each row: title, one-line summary, keywords, link into `references\u002Flearn\u002F\u003Ccategory>\u002F\u003Cslug>.md`.\n- **[references\u002Foffers.md](references\u002Foffers.md)** — AWS Activate partner offers with keywords + links into `references\u002Foffers\u002F\u003Cslug>.md`. For the latest authoritative list, direct the user to `\u003Chttps:\u002F\u002Faws.amazon.com\u002Fstartups\u002Foffers>`.\n- **[references\u002Fbuild.md](references\u002Fbuild.md)** — sample architectures and solution guides. Two sub-sections:\n  - **Publicly-viewable solutions** link to local `references\u002Fbuild\u002F\u003Cslug>.md` with the Overview, AWS services used, and a primary Get-Started link (workshop URL or GitHub sample).\n  - **Sign-in required** entries are gated. Recommend them by title + keywords and hand over the Live URL: _\"There's a Build sample that might be useful — please sign in to view it at [URL].\"_\n\n## Reference pages — full-topic content, read directly\n\n| File                                                 | Topic                                                                                                                                                         |\n| ---------------------------------------------------- | ------------------------------------------------------------------------------------------------------------------------------------------------------------- |\n| [references\u002Ffaq.md](references\u002Ffaq.md)               | Comprehensive Activate FAQ — membership, Builder ID, credits, providers, AWS Startup Advisor, migration capability, offers, events, showcase, troubleshooting |\n| [references\u002Fcredits.md](references\u002Fcredits.md)       | AWS Activate Credits — how to apply, eligibility, package tiers, terms                                                                                        |\n| [references\u002Fprograms.md](references\u002Fprograms.md)     | AWS Startups programs — Accelerators and Lofts currently running                                                                                              |\n| [references\u002Fproviders.md](references\u002Fproviders.md)   | AWS Activate Providers — accelerators, VCs, Provider Central, how to apply                                                                                    |\n| [references\u002Fcontact-us.md](references\u002Fcontact-us.md) | Support channels and the Ask AWS Startups assistant                                                                                                           |\n\n## Live-URL redirects — point users at the live page\n\nTwo pages are deliberately minimal stubs. The live content (events, showcase directory) is location- and time-sensitive or is a large browseable catalog; a bundled snapshot goes stale fast. When these topics come up, answer with a short pointer phrase and the live URL:\n\n- **[references\u002Fevents.md](references\u002Fevents.md)** — AWS Startups events. When a user asks about upcoming events, summits, meetups, or loft sessions, respond along the lines of: _\"Virtual and in-person AWS Startups events happening around you can be found at https:\u002F\u002Faws.amazon.com\u002Fstartups\u002Fevents.\"_\n- **[references\u002Fshowcase.md](references\u002Fshowcase.md)** — Startup Showcase directory. When a user asks about startups building on AWS or wants to browse the showcase, respond along the lines of: _\"The latest Startup Showcase — innovative startups building on AWS — is at https:\u002F\u002Faws.amazon.com\u002Fstartups\u002Fshowcase. You can also promote your own startup there.\"_\n\n## Companion skills — when to defer\n\nThis skill is **reference content only**. Two sibling skills cover adjacent jobs:\n\n- **`prompt-library-for-startups`** — copy-paste AI prompts and downloadable agents from `aws.amazon.com\u002Fstartups\u002Fprompt-library` (MVP scaffolding, RAG chatbot, security baseline, cost anomaly detection, GPU quota, AWS Migration Agent, Bill Shock Preventer, etc.). When the user asks for _\"a prompt for X\"_ or wants an installable agent, hand off to that skill.\n- **`start-building-for-startups`** — interactive discovery + implementation workflow (picker-based questions, then writes code). When the user wants to _build_, _scaffold_, or _expand_ an app, hand off to that skill. This skill stays in lookup mode.\n\nBoundary cases (a query that fits two skills) — read both. Example: _\"how do I start with RAG on Bedrock?\"_ → consult this skill's `references\u002Flearn\u002Fgenai\u002F...` for an article AND `prompt-library-for-startups` for a starter prompt.\n\n## Routing hints — common queries → which file\n\n| Query                                                                           | File                                                |\n| ------------------------------------------------------------------------------- | --------------------------------------------------- |\n| _\"What is AWS Activate?\" \u002F \"Should my startup use AWS?\"_                        | references\u002Fhome.md, then references\u002Ffaq.md          |\n| _\"Do AWS Activate credits expire?\" \u002F any Activate-membership question_          | references\u002Ffaq.md                                   |\n| _\"How do I apply for Activate credits?\" \u002F \"What tier do I qualify for?\"_        | references\u002Fcredits.md                               |\n| _\"What accelerators \u002F lofts are running?\"_                                      | references\u002Fprograms.md                              |\n| _\"Find an article on cost optimization for early stage\"_                        | references\u002Flearn.md (keyword filter) → article file |\n| _\"What partner offers help with observability \u002F CAD \u002F vector DB \u002F ...\"_         | references\u002Foffers.md (keyword filter) → offer file  |\n| _\"Show me a sample architecture for RAG \u002F EKS \u002F Bedrock \u002F observability \u002F ...\"_ | references\u002Fbuild.md (keyword filter) → build file   |\n| _\"What events are happening?\"_                                                  | references\u002Fevents.md → hand over live URL           |\n| _\"What startups are on AWS showcase?\"_                                          | references\u002Fshowcase.md → hand over live URL         |\n| _\"How do I contact AWS Startups?\"_                                              | references\u002Fcontact-us.md                            |\n\n## Answer style\n\n- **MUST read the file before answering.** Content is bundled; open it. Do not answer from memory or the description alone.\n- **MUST quote verbatim.** This skill is a public-content snapshot from aws.amazon.com\u002Fstartups. Use the page's own wording; do not paraphrase into new claims.\n- **MUST cite `source_url`.** Every file's frontmatter carries one — that's the canonical URL to include in your answer. Never construct or guess a URL.\n- **Diagrams, screenshots, videos live on the website.** Detail files may reference images with lines like \"_can be found here [link]_\". Surface the `source_url` so the user can view the visuals on the live page.\n- **For sign-in-gated content** (some build solutions, offer details, showcase-promotion page), recommend by title and keywords, then give the live URL so the user can sign in.\n\n## Context loading rule\n\nOpen the matching index first (`learn.md`, `offers.md`, `build.md`, `faq.md`, `credits.md`, `programs.md`, `providers.md`, `contact-us.md`), filter by keyword, then open **at most one** detail file per question. MUST NOT speculatively load multiple detail files or category trees. If the index points to a sign-in-gated row, do not attempt to open the detail file — surface the title + Live URL.\n\n## Scope notes\n\nThis skill **cannot**:\n\n- Answer account-specific questions (credits balance, Activate membership status, application status, eligibility check). Send the user to `\u003Chttps:\u002F\u002Faws.amazon.com\u002Fstartups>` to sign in.\n- Provide live event listings, accelerator cohort dates, or showcase-directory entries. The events and showcase pages are deliberately minimal stubs; hand over the live URL.\n- Surface content that is not in the bundled `references\u002F` tree. If the topic is not covered, say so plainly rather than improvising.\n\n## Freshness check — surface after every answer\n\nAfter answering the user's question, compare the **`Last updated:`** date at the top of this file against today's date. If the gap is **more than 6 months**, append a short note to your reply suggesting the user refresh the skill:\n\n> _\"This skill's content was last refreshed on `\u003CLast updated date>`, more than 6 months ago — some details (offers, programs, accelerator cohorts) may be out of date. To pull the latest content, run:_\n>\n> - _`npx skills update knowledge-base-for-startups` — update the installed copy to the latest version_\n>\n> _Then restart your AI agent so the new content is picked up.\"_\n\nDo **not** show this note when the skill is fresh (≤6 months). Do **not** repeat it within a single conversation; once is enough.\n",{"data":38,"body":39},{"name":4,"description":6},{"type":40,"children":41},"root",[42,51,68,79,83,90,112,118,130,242,248,356,362,367,421,427,439,506,533,539,716,722,801,807,876,882,894,928,934,956,1001],{"type":43,"tag":44,"props":45,"children":47},"element","h1",{"id":46},"aws-startup-advisor-knowledge-base",[48],{"type":49,"value":50},"text","AWS Startup Advisor — Knowledge Base",{"type":43,"tag":52,"props":53,"children":54},"p",{},[55,57,66],{"type":49,"value":56},"Reference content from ",{"type":43,"tag":58,"props":59,"children":63},"a",{"href":60,"rel":61},"https:\u002F\u002Faws.amazon.com\u002Fstartups",[62],"nofollow",[64],{"type":49,"value":65},"aws.amazon.com\u002Fstartups",{"type":49,"value":67}," for AWS Activate programs, credits, partner offers, sample build architectures, and a large learn-article corpus covering technical guides, business strategy, and real-world case studies.",{"type":43,"tag":52,"props":69,"children":70},{},[71,77],{"type":43,"tag":72,"props":73,"children":74},"strong",{},[75],{"type":49,"value":76},"Last updated:",{"type":49,"value":78}," 2026-07-22",{"type":43,"tag":80,"props":81,"children":82},"hr",{},[],{"type":43,"tag":84,"props":85,"children":87},"h2",{"id":86},"where-to-start",[88],{"type":49,"value":89},"Where to start",{"type":43,"tag":52,"props":91,"children":92},{},[93,98,100,110],{"type":43,"tag":72,"props":94,"children":95},{},[96],{"type":49,"value":97},"New-to-AWS-Startups questions",{"type":49,"value":99}," → open ",{"type":43,"tag":58,"props":101,"children":103},{"href":102},"references\u002Fhome.md",[104],{"type":43,"tag":105,"props":106,"children":108},"code",{"className":107},[],[109],{"type":49,"value":102},{"type":49,"value":111}," first. It's the landing-page overview: the Activate pitch, how to join, the top-level programs (credits, accelerators, solutions), and the ~350,000-startups context. Good starting point for broad \"how does AWS help startups\" questions.",{"type":43,"tag":84,"props":113,"children":115},{"id":114},"searchable-indexes-use-these-when-the-user-asks-for-a-specific-topic-or-example",[116],{"type":49,"value":117},"Searchable indexes — use these when the user asks for a specific topic or example",{"type":43,"tag":52,"props":119,"children":120},{},[121,123,128],{"type":49,"value":122},"Three files are indexes, not articles. They have a ",{"type":43,"tag":72,"props":124,"children":125},{},[126],{"type":49,"value":127},"Keywords column",{"type":49,"value":129}," — filter by keyword first, then open the linked detail file.",{"type":43,"tag":131,"props":132,"children":133},"ul",{},[134,156,184],{"type":43,"tag":135,"props":136,"children":137},"li",{},[138,146,148,154],{"type":43,"tag":72,"props":139,"children":140},{},[141],{"type":43,"tag":58,"props":142,"children":144},{"href":143},"references\u002Flearn.md",[145],{"type":49,"value":143},{"type":49,"value":147}," — hundreds of learn articles across a dozen categories (genai, general, getting-started, architecture, business-growth, case-studies, cost-optimization, security, and more). Each row: title, one-line summary, keywords, link into ",{"type":43,"tag":105,"props":149,"children":151},{"className":150},[],[152],{"type":49,"value":153},"references\u002Flearn\u002F\u003Ccategory>\u002F\u003Cslug>.md",{"type":49,"value":155},".",{"type":43,"tag":135,"props":157,"children":158},{},[159,167,169,175,177,183],{"type":43,"tag":72,"props":160,"children":161},{},[162],{"type":43,"tag":58,"props":163,"children":165},{"href":164},"references\u002Foffers.md",[166],{"type":49,"value":164},{"type":49,"value":168}," — AWS Activate partner offers with keywords + links into ",{"type":43,"tag":105,"props":170,"children":172},{"className":171},[],[173],{"type":49,"value":174},"references\u002Foffers\u002F\u003Cslug>.md",{"type":49,"value":176},". For the latest authoritative list, direct the user to ",{"type":43,"tag":105,"props":178,"children":180},{"className":179},[],[181],{"type":49,"value":182},"\u003Chttps:\u002F\u002Faws.amazon.com\u002Fstartups\u002Foffers>",{"type":49,"value":155},{"type":43,"tag":135,"props":185,"children":186},{},[187,195,197],{"type":43,"tag":72,"props":188,"children":189},{},[190],{"type":43,"tag":58,"props":191,"children":193},{"href":192},"references\u002Fbuild.md",[194],{"type":49,"value":192},{"type":49,"value":196}," — sample architectures and solution guides. Two sub-sections:\n",{"type":43,"tag":131,"props":198,"children":199},{},[200,218],{"type":43,"tag":135,"props":201,"children":202},{},[203,208,210,216],{"type":43,"tag":72,"props":204,"children":205},{},[206],{"type":49,"value":207},"Publicly-viewable solutions",{"type":49,"value":209}," link to local ",{"type":43,"tag":105,"props":211,"children":213},{"className":212},[],[214],{"type":49,"value":215},"references\u002Fbuild\u002F\u003Cslug>.md",{"type":49,"value":217}," with the Overview, AWS services used, and a primary Get-Started link (workshop URL or GitHub sample).",{"type":43,"tag":135,"props":219,"children":220},{},[221,226,228],{"type":43,"tag":72,"props":222,"children":223},{},[224],{"type":49,"value":225},"Sign-in required",{"type":49,"value":227}," entries are gated. Recommend them by title + keywords and hand over the Live URL: ",{"type":43,"tag":229,"props":230,"children":231},"em",{},[232,234,240],{"type":49,"value":233},"\"There's a Build sample that might be useful — please sign in to view it at ",{"type":43,"tag":235,"props":236,"children":237},"span",{},[238],{"type":49,"value":239},"URL",{"type":49,"value":241},".\"",{"type":43,"tag":84,"props":243,"children":245},{"id":244},"reference-pages-full-topic-content-read-directly",[246],{"type":49,"value":247},"Reference pages — full-topic content, read directly",{"type":43,"tag":249,"props":250,"children":251},"table",{},[252,271],{"type":43,"tag":253,"props":254,"children":255},"thead",{},[256],{"type":43,"tag":257,"props":258,"children":259},"tr",{},[260,266],{"type":43,"tag":261,"props":262,"children":263},"th",{},[264],{"type":49,"value":265},"File",{"type":43,"tag":261,"props":267,"children":268},{},[269],{"type":49,"value":270},"Topic",{"type":43,"tag":272,"props":273,"children":274},"tbody",{},[275,292,308,324,340],{"type":43,"tag":257,"props":276,"children":277},{},[278,287],{"type":43,"tag":279,"props":280,"children":281},"td",{},[282],{"type":43,"tag":58,"props":283,"children":285},{"href":284},"references\u002Ffaq.md",[286],{"type":49,"value":284},{"type":43,"tag":279,"props":288,"children":289},{},[290],{"type":49,"value":291},"Comprehensive Activate FAQ — membership, Builder ID, credits, providers, AWS Startup Advisor, migration capability, offers, events, showcase, troubleshooting",{"type":43,"tag":257,"props":293,"children":294},{},[295,303],{"type":43,"tag":279,"props":296,"children":297},{},[298],{"type":43,"tag":58,"props":299,"children":301},{"href":300},"references\u002Fcredits.md",[302],{"type":49,"value":300},{"type":43,"tag":279,"props":304,"children":305},{},[306],{"type":49,"value":307},"AWS Activate Credits — how to apply, eligibility, package tiers, terms",{"type":43,"tag":257,"props":309,"children":310},{},[311,319],{"type":43,"tag":279,"props":312,"children":313},{},[314],{"type":43,"tag":58,"props":315,"children":317},{"href":316},"references\u002Fprograms.md",[318],{"type":49,"value":316},{"type":43,"tag":279,"props":320,"children":321},{},[322],{"type":49,"value":323},"AWS Startups programs — Accelerators and Lofts currently running",{"type":43,"tag":257,"props":325,"children":326},{},[327,335],{"type":43,"tag":279,"props":328,"children":329},{},[330],{"type":43,"tag":58,"props":331,"children":333},{"href":332},"references\u002Fproviders.md",[334],{"type":49,"value":332},{"type":43,"tag":279,"props":336,"children":337},{},[338],{"type":49,"value":339},"AWS Activate Providers — accelerators, VCs, Provider Central, how to apply",{"type":43,"tag":257,"props":341,"children":342},{},[343,351],{"type":43,"tag":279,"props":344,"children":345},{},[346],{"type":43,"tag":58,"props":347,"children":349},{"href":348},"references\u002Fcontact-us.md",[350],{"type":49,"value":348},{"type":43,"tag":279,"props":352,"children":353},{},[354],{"type":49,"value":355},"Support channels and the Ask AWS Startups assistant",{"type":43,"tag":84,"props":357,"children":359},{"id":358},"live-url-redirects-point-users-at-the-live-page",[360],{"type":49,"value":361},"Live-URL redirects — point users at the live page",{"type":43,"tag":52,"props":363,"children":364},{},[365],{"type":49,"value":366},"Two pages are deliberately minimal stubs. The live content (events, showcase directory) is location- and time-sensitive or is a large browseable catalog; a bundled snapshot goes stale fast. When these topics come up, answer with a short pointer phrase and the live URL:",{"type":43,"tag":131,"props":368,"children":369},{},[370,395],{"type":43,"tag":135,"props":371,"children":372},{},[373,381,383],{"type":43,"tag":72,"props":374,"children":375},{},[376],{"type":43,"tag":58,"props":377,"children":379},{"href":378},"references\u002Fevents.md",[380],{"type":49,"value":378},{"type":49,"value":382}," — AWS Startups events. When a user asks about upcoming events, summits, meetups, or loft sessions, respond along the lines of: ",{"type":43,"tag":229,"props":384,"children":385},{},[386,388,394],{"type":49,"value":387},"\"Virtual and in-person AWS Startups events happening around you can be found at ",{"type":43,"tag":58,"props":389,"children":392},{"href":390,"rel":391},"https:\u002F\u002Faws.amazon.com\u002Fstartups\u002Fevents",[62],[393],{"type":49,"value":390},{"type":49,"value":241},{"type":43,"tag":135,"props":396,"children":397},{},[398,406,408],{"type":43,"tag":72,"props":399,"children":400},{},[401],{"type":43,"tag":58,"props":402,"children":404},{"href":403},"references\u002Fshowcase.md",[405],{"type":49,"value":403},{"type":49,"value":407}," — Startup Showcase directory. When a user asks about startups building on AWS or wants to browse the showcase, respond along the lines of: ",{"type":43,"tag":229,"props":409,"children":410},{},[411,413,419],{"type":49,"value":412},"\"The latest Startup Showcase — innovative startups building on AWS — is at ",{"type":43,"tag":58,"props":414,"children":417},{"href":415,"rel":416},"https:\u002F\u002Faws.amazon.com\u002Fstartups\u002Fshowcase",[62],[418],{"type":49,"value":415},{"type":49,"value":420},". You can also promote your own startup there.\"",{"type":43,"tag":84,"props":422,"children":424},{"id":423},"companion-skills-when-to-defer",[425],{"type":49,"value":426},"Companion skills — when to defer",{"type":43,"tag":52,"props":428,"children":429},{},[430,432,437],{"type":49,"value":431},"This skill is ",{"type":43,"tag":72,"props":433,"children":434},{},[435],{"type":49,"value":436},"reference content only",{"type":49,"value":438},". Two sibling skills cover adjacent jobs:",{"type":43,"tag":131,"props":440,"children":441},{},[442,471],{"type":43,"tag":135,"props":443,"children":444},{},[445,454,456,462,464,469],{"type":43,"tag":72,"props":446,"children":447},{},[448],{"type":43,"tag":105,"props":449,"children":451},{"className":450},[],[452],{"type":49,"value":453},"prompt-library-for-startups",{"type":49,"value":455}," — copy-paste AI prompts and downloadable agents from ",{"type":43,"tag":105,"props":457,"children":459},{"className":458},[],[460],{"type":49,"value":461},"aws.amazon.com\u002Fstartups\u002Fprompt-library",{"type":49,"value":463}," (MVP scaffolding, RAG chatbot, security baseline, cost anomaly detection, GPU quota, AWS Migration Agent, Bill Shock Preventer, etc.). When the user asks for ",{"type":43,"tag":229,"props":465,"children":466},{},[467],{"type":49,"value":468},"\"a prompt for X\"",{"type":49,"value":470}," or wants an installable agent, hand off to that skill.",{"type":43,"tag":135,"props":472,"children":473},{},[474,483,485,490,492,497,499,504],{"type":43,"tag":72,"props":475,"children":476},{},[477],{"type":43,"tag":105,"props":478,"children":480},{"className":479},[],[481],{"type":49,"value":482},"start-building-for-startups",{"type":49,"value":484}," — interactive discovery + implementation workflow (picker-based questions, then writes code). When the user wants to ",{"type":43,"tag":229,"props":486,"children":487},{},[488],{"type":49,"value":489},"build",{"type":49,"value":491},", ",{"type":43,"tag":229,"props":493,"children":494},{},[495],{"type":49,"value":496},"scaffold",{"type":49,"value":498},", or ",{"type":43,"tag":229,"props":500,"children":501},{},[502],{"type":49,"value":503},"expand",{"type":49,"value":505}," an app, hand off to that skill. This skill stays in lookup mode.",{"type":43,"tag":52,"props":507,"children":508},{},[509,511,516,518,524,526,531],{"type":49,"value":510},"Boundary cases (a query that fits two skills) — read both. Example: ",{"type":43,"tag":229,"props":512,"children":513},{},[514],{"type":49,"value":515},"\"how do I start with RAG on Bedrock?\"",{"type":49,"value":517}," → consult this skill's ",{"type":43,"tag":105,"props":519,"children":521},{"className":520},[],[522],{"type":49,"value":523},"references\u002Flearn\u002Fgenai\u002F...",{"type":49,"value":525}," for an article AND ",{"type":43,"tag":105,"props":527,"children":529},{"className":528},[],[530],{"type":49,"value":453},{"type":49,"value":532}," for a starter prompt.",{"type":43,"tag":84,"props":534,"children":536},{"id":535},"routing-hints-common-queries-which-file",[537],{"type":49,"value":538},"Routing hints — common queries → which 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running?\"",{"type":43,"tag":279,"props":618,"children":619},{},[620],{"type":49,"value":316},{"type":43,"tag":257,"props":622,"children":623},{},[624,632],{"type":43,"tag":279,"props":625,"children":626},{},[627],{"type":43,"tag":229,"props":628,"children":629},{},[630],{"type":49,"value":631},"\"Find an article on cost optimization for early stage\"",{"type":43,"tag":279,"props":633,"children":634},{},[635],{"type":49,"value":636},"references\u002Flearn.md (keyword filter) → article file",{"type":43,"tag":257,"props":638,"children":639},{},[640,648],{"type":43,"tag":279,"props":641,"children":642},{},[643],{"type":43,"tag":229,"props":644,"children":645},{},[646],{"type":49,"value":647},"\"What partner offers help with observability \u002F CAD \u002F vector DB \u002F ...\"",{"type":43,"tag":279,"props":649,"children":650},{},[651],{"type":49,"value":652},"references\u002Foffers.md (keyword filter) → offer 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URL",{"type":43,"tag":257,"props":686,"children":687},{},[688,696],{"type":43,"tag":279,"props":689,"children":690},{},[691],{"type":43,"tag":229,"props":692,"children":693},{},[694],{"type":49,"value":695},"\"What startups are on AWS showcase?\"",{"type":43,"tag":279,"props":697,"children":698},{},[699],{"type":49,"value":700},"references\u002Fshowcase.md → hand over live URL",{"type":43,"tag":257,"props":702,"children":703},{},[704,712],{"type":43,"tag":279,"props":705,"children":706},{},[707],{"type":43,"tag":229,"props":708,"children":709},{},[710],{"type":49,"value":711},"\"How do I contact AWS Startups?\"",{"type":43,"tag":279,"props":713,"children":714},{},[715],{"type":49,"value":348},{"type":43,"tag":84,"props":717,"children":719},{"id":718},"answer-style",[720],{"type":49,"value":721},"Answer 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Do not answer from memory or the description alone.",{"type":43,"tag":135,"props":736,"children":737},{},[738,743],{"type":43,"tag":72,"props":739,"children":740},{},[741],{"type":49,"value":742},"MUST quote verbatim.",{"type":49,"value":744}," This skill is a public-content snapshot from aws.amazon.com\u002Fstartups. Use the page's own wording; do not paraphrase into new claims.",{"type":43,"tag":135,"props":746,"children":747},{},[748,760],{"type":43,"tag":72,"props":749,"children":750},{},[751,753,759],{"type":49,"value":752},"MUST cite ",{"type":43,"tag":105,"props":754,"children":756},{"className":755},[],[757],{"type":49,"value":758},"source_url",{"type":49,"value":155},{"type":49,"value":761}," Every file's frontmatter carries one — that's the canonical URL to include in your answer. Never construct or guess a URL.",{"type":43,"tag":135,"props":763,"children":764},{},[765,770,772,782,784,789],{"type":43,"tag":72,"props":766,"children":767},{},[768],{"type":49,"value":769},"Diagrams, screenshots, videos live on the website.",{"type":49,"value":771}," Detail files may reference images with lines like \"",{"type":43,"tag":229,"props":773,"children":774},{},[775,777],{"type":49,"value":776},"can be found here ",{"type":43,"tag":235,"props":778,"children":779},{},[780],{"type":49,"value":781},"link",{"type":49,"value":783},"\". Surface the ",{"type":43,"tag":105,"props":785,"children":787},{"className":786},[],[788],{"type":49,"value":758},{"type":49,"value":790}," so the user can view the visuals on the live page.",{"type":43,"tag":135,"props":792,"children":793},{},[794,799],{"type":43,"tag":72,"props":795,"children":796},{},[797],{"type":49,"value":798},"For sign-in-gated content",{"type":49,"value":800}," (some build solutions, offer details, showcase-promotion page), recommend by title and keywords, then give the live URL so the user can sign in.",{"type":43,"tag":84,"props":802,"children":804},{"id":803},"context-loading-rule",[805],{"type":49,"value":806},"Context loading rule",{"type":43,"tag":52,"props":808,"children":809},{},[810,812,818,819,825,826,832,833,839,840,846,847,853,854,860,861,867,869,874],{"type":49,"value":811},"Open the matching index first (",{"type":43,"tag":105,"props":813,"children":815},{"className":814},[],[816],{"type":49,"value":817},"learn.md",{"type":49,"value":491},{"type":43,"tag":105,"props":820,"children":822},{"className":821},[],[823],{"type":49,"value":824},"offers.md",{"type":49,"value":491},{"type":43,"tag":105,"props":827,"children":829},{"className":828},[],[830],{"type":49,"value":831},"build.md",{"type":49,"value":491},{"type":43,"tag":105,"props":834,"children":836},{"className":835},[],[837],{"type":49,"value":838},"faq.md",{"type":49,"value":491},{"type":43,"tag":105,"props":841,"children":843},{"className":842},[],[844],{"type":49,"value":845},"credits.md",{"type":49,"value":491},{"type":43,"tag":105,"props":848,"children":850},{"className":849},[],[851],{"type":49,"value":852},"programs.md",{"type":49,"value":491},{"type":43,"tag":105,"props":855,"children":857},{"className":856},[],[858],{"type":49,"value":859},"providers.md",{"type":49,"value":491},{"type":43,"tag":105,"props":862,"children":864},{"className":863},[],[865],{"type":49,"value":866},"contact-us.md",{"type":49,"value":868},"), filter by keyword, then open ",{"type":43,"tag":72,"props":870,"children":871},{},[872],{"type":49,"value":873},"at most one",{"type":49,"value":875}," detail file per question. MUST NOT speculatively load multiple detail files or category trees. If the index points to a sign-in-gated row, do not attempt to open the detail file — surface the title + Live URL.",{"type":43,"tag":84,"props":877,"children":879},{"id":878},"scope-notes",[880],{"type":49,"value":881},"Scope notes",{"type":43,"tag":52,"props":883,"children":884},{},[885,887,892],{"type":49,"value":886},"This skill ",{"type":43,"tag":72,"props":888,"children":889},{},[890],{"type":49,"value":891},"cannot",{"type":49,"value":893},":",{"type":43,"tag":131,"props":895,"children":896},{},[897,910,915],{"type":43,"tag":135,"props":898,"children":899},{},[900,902,908],{"type":49,"value":901},"Answer account-specific questions (credits balance, Activate membership status, application status, eligibility check). Send the user to ",{"type":43,"tag":105,"props":903,"children":905},{"className":904},[],[906],{"type":49,"value":907},"\u003Chttps:\u002F\u002Faws.amazon.com\u002Fstartups>",{"type":49,"value":909}," to sign in.",{"type":43,"tag":135,"props":911,"children":912},{},[913],{"type":49,"value":914},"Provide live event listings, accelerator cohort dates, or showcase-directory entries. The events and showcase pages are deliberately minimal stubs; hand over the live URL.",{"type":43,"tag":135,"props":916,"children":917},{},[918,920,926],{"type":49,"value":919},"Surface content that is not in the bundled ",{"type":43,"tag":105,"props":921,"children":923},{"className":922},[],[924],{"type":49,"value":925},"references\u002F",{"type":49,"value":927}," tree. If the topic is not covered, say so plainly rather than improvising.",{"type":43,"tag":84,"props":929,"children":931},{"id":930},"freshness-check-surface-after-every-answer",[932],{"type":49,"value":933},"Freshness check — surface after every answer",{"type":43,"tag":52,"props":935,"children":936},{},[937,939,947,949,954],{"type":49,"value":938},"After answering the user's question, compare the ",{"type":43,"tag":72,"props":940,"children":941},{},[942],{"type":43,"tag":105,"props":943,"children":945},{"className":944},[],[946],{"type":49,"value":76},{"type":49,"value":948}," date at the top of this file against today's date. If the gap is ",{"type":43,"tag":72,"props":950,"children":951},{},[952],{"type":49,"value":953},"more than 6 months",{"type":49,"value":955},", append a short note to your reply suggesting the user refresh the skill:",{"type":43,"tag":957,"props":958,"children":959},"blockquote",{},[960,976,993],{"type":43,"tag":52,"props":961,"children":962},{},[963],{"type":43,"tag":229,"props":964,"children":965},{},[966,968,974],{"type":49,"value":967},"\"This skill's content was last refreshed on ",{"type":43,"tag":105,"props":969,"children":971},{"className":970},[],[972],{"type":49,"value":973},"\u003CLast updated date>",{"type":49,"value":975},", more than 6 months ago — some details (offers, programs, accelerator cohorts) may be out of date. To pull the latest content, run:",{"type":43,"tag":131,"props":977,"children":978},{},[979],{"type":43,"tag":135,"props":980,"children":981},{},[982],{"type":43,"tag":229,"props":983,"children":984},{},[985,991],{"type":43,"tag":105,"props":986,"children":988},{"className":987},[],[989],{"type":49,"value":990},"npx skills update knowledge-base-for-startups",{"type":49,"value":992}," — update the installed copy to the latest version",{"type":43,"tag":52,"props":994,"children":995},{},[996],{"type":43,"tag":229,"props":997,"children":998},{},[999],{"type":49,"value":1000},"Then restart your AI agent so the new content is picked up.\"",{"type":43,"tag":52,"props":1002,"children":1003},{},[1004,1006,1011,1013,1017],{"type":49,"value":1005},"Do ",{"type":43,"tag":72,"props":1007,"children":1008},{},[1009],{"type":49,"value":1010},"not",{"type":49,"value":1012}," show this note when the skill is fresh (≤6 months). Do ",{"type":43,"tag":72,"props":1014,"children":1015},{},[1016],{"type":49,"value":1010},{"type":49,"value":1018}," repeat it within a single conversation; once is enough.",{"items":1020,"total":1198},[1021,1040,1061,1071,1084,1097,1107,1117,1138,1153,1168,1183],{"slug":1022,"name":1022,"fn":1023,"description":1024,"org":1025,"tags":1026,"stars":1037,"repoUrl":1038,"updatedAt":1039},"agentcore-investigation","investigate Bedrock AgentCore runtime sessions","Investigate Bedrock AgentCore runtime sessions via CloudWatch Logs Insights — resolve session\u002Ftrace IDs, query OTEL spans, filter noise, build timelines. Use when debugging AgentCore agent sessions, tracing tool calls, or analyzing latency.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":11},[1027,1028,1031,1034],{"name":24,"slug":25,"type":16},{"name":1029,"slug":1030,"type":16},"Debugging","debugging",{"name":1032,"slug":1033,"type":16},"Logs","logs",{"name":1035,"slug":1036,"type":16},"Observability","observability",9427,"https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp","2026-07-12T08:37:22.601527",{"slug":1041,"name":1042,"fn":1043,"description":1044,"org":1045,"tags":1046,"stars":1037,"repoUrl":1038,"updatedAt":1060},"amazon-aurora-dsql","amazon aurora dsql","build applications with Aurora DSQL","Build with Aurora DSQL — manage schemas, execute queries, handle migrations, diagnose query plans, load data, and develop applications with a serverless, distributed SQL database. Covers IAM auth, multi-tenant patterns, MySQL-to-DSQL and PostgreSQL-to-DSQL schema conversion, FK replacement code generation, OCC retry patterns, ORM migration (Django\u002FHibernate\u002FRails), DDL operations, query plan explainability, SQL compatibility validation, and bulk data loading. Triggers on phrases like: DSQL, Aurora DSQL, create DSQL table, DSQL schema, migrate to DSQL, distributed SQL database, serverless PostgreSQL-compatible database, DSQL query plan, DSQL EXPLAIN ANALYZE, why is my DSQL query slow, DSQL foreign key, DSQL OCC retry, DSQL multi-region, load into DSQL, load CSV into DSQL, bulk load DSQL, aurora-dsql-loader.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":11},[1047,1050,1051,1054,1057],{"name":1048,"slug":1049,"type":16},"Aurora","aurora",{"name":24,"slug":25,"type":16},{"name":1052,"slug":1053,"type":16},"Database","database",{"name":1055,"slug":1056,"type":16},"Serverless","serverless",{"name":1058,"slug":1059,"type":16},"SQL","sql","2026-07-12T08:36:45.053393",{"slug":1062,"name":1063,"fn":1043,"description":1044,"org":1064,"tags":1065,"stars":1037,"repoUrl":1038,"updatedAt":1070},"aurora-dsql","aurora dsql",{"slug":8,"name":9,"logoUrl":10,"githubOrg":11},[1066,1067,1068,1069],{"name":24,"slug":25,"type":16},{"name":1052,"slug":1053,"type":16},{"name":1055,"slug":1056,"type":16},{"name":1058,"slug":1059,"type":16},"2026-07-12T08:36:42.694299",{"slug":1072,"name":1073,"fn":1043,"description":1044,"org":1074,"tags":1075,"stars":1037,"repoUrl":1038,"updatedAt":1083},"aws-dsql","aws dsql",{"slug":8,"name":9,"logoUrl":10,"githubOrg":11},[1076,1077,1078,1081,1082],{"name":24,"slug":25,"type":16},{"name":1052,"slug":1053,"type":16},{"name":1079,"slug":1080,"type":16},"Migration","migration",{"name":1055,"slug":1056,"type":16},{"name":1058,"slug":1059,"type":16},"2026-07-12T08:36:38.584057",{"slug":1085,"name":1086,"fn":1043,"description":1044,"org":1087,"tags":1088,"stars":1037,"repoUrl":1038,"updatedAt":1096},"distributed-postgres","distributed postgres",{"slug":8,"name":9,"logoUrl":10,"githubOrg":11},[1089,1090,1091,1094,1095],{"name":24,"slug":25,"type":16},{"name":1052,"slug":1053,"type":16},{"name":1092,"slug":1093,"type":16},"PostgreSQL","postgresql",{"name":1055,"slug":1056,"type":16},{"name":1058,"slug":1059,"type":16},"2026-07-12T08:36:46.530743",{"slug":1098,"name":1099,"fn":1043,"description":1044,"org":1100,"tags":1101,"stars":1037,"repoUrl":1038,"updatedAt":1106},"distributed-sql","distributed sql",{"slug":8,"name":9,"logoUrl":10,"githubOrg":11},[1102,1103,1104,1105],{"name":24,"slug":25,"type":16},{"name":1052,"slug":1053,"type":16},{"name":1055,"slug":1056,"type":16},{"name":1058,"slug":1059,"type":16},"2026-07-12T08:36:48.104182",{"slug":1108,"name":1108,"fn":1043,"description":1044,"org":1109,"tags":1110,"stars":1037,"repoUrl":1038,"updatedAt":1116},"dsql",{"slug":8,"name":9,"logoUrl":10,"githubOrg":11},[1111,1112,1113,1114,1115],{"name":24,"slug":25,"type":16},{"name":1052,"slug":1053,"type":16},{"name":1079,"slug":1080,"type":16},{"name":1055,"slug":1056,"type":16},{"name":1058,"slug":1059,"type":16},"2026-07-12T08:36:36.374512",{"slug":1118,"name":1118,"fn":1119,"description":1120,"org":1121,"tags":1122,"stars":1135,"repoUrl":1136,"updatedAt":1137},"cost-efficiency-analyzer","analyze cost efficiency and expenses","Analyzes cost structure, cost efficiency, and expense management from P&L data. Use when the user asks about costs, expenses, COGS, operating expenses, cost ratios, cost control, spending efficiency, margin compression from cost side, or wants to understand where money is going. Also use for \"are we spending too much\", \"cost breakdown\", \"expense analysis\", or \"how efficient are our operations\". NOT for revenue or top-line analysis.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":11},[1123,1126,1129,1132],{"name":1124,"slug":1125,"type":16},"Accounting","accounting",{"name":1127,"slug":1128,"type":16},"Analytics","analytics",{"name":1130,"slug":1131,"type":16},"Cost Optimization","cost-optimization",{"name":1133,"slug":1134,"type":16},"Finance","finance",3176,"https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fagentcore-samples","2026-07-12T08:40:03.29555",{"slug":1139,"name":1139,"fn":1140,"description":1141,"org":1142,"tags":1143,"stars":1135,"repoUrl":1136,"updatedAt":1152},"executive-financial-briefing","generate executive financial briefings","Generates a concise executive-level financial briefing or summary suitable for a CEO, CFO, or board presentation. Use when the user asks for a summary, briefing, executive summary, board update, financial overview, financial health check, or \"how is the business doing\". Covers the full P&L picture in one page. Also use for \"give me the highlights\", \"what do I need to know\", or \"quick financial update\".",{"slug":8,"name":9,"logoUrl":10,"githubOrg":11},[1144,1145,1146,1149],{"name":24,"slug":25,"type":16},{"name":1133,"slug":1134,"type":16},{"name":1147,"slug":1148,"type":16},"Management","management",{"name":1150,"slug":1151,"type":16},"Reporting","reporting","2026-07-12T08:40:02.066471",{"slug":1154,"name":1154,"fn":1155,"description":1156,"org":1157,"tags":1158,"stars":1135,"repoUrl":1136,"updatedAt":1167},"multi-quarter-trend-analysis","analyze multi-quarter financial trends","Analyzes financial trends across multiple quarters by comparing P&L metrics over time. Use when the user wants to see trends, patterns, trajectories, or directional movement across 3 or more quarters. Also use for \"how are we trending\", \"show me the trend\", \"track performance over time\", \"quarter over quarter comparison across all quarters\", or any multi-period longitudinal analysis.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":11},[1159,1160,1161,1164],{"name":1127,"slug":1128,"type":16},{"name":1133,"slug":1134,"type":16},{"name":1162,"slug":1163,"type":16},"Financial Statements","financial-statements",{"name":1165,"slug":1166,"type":16},"Variance Analysis","variance-analysis","2026-07-12T08:40:00.79141",{"slug":1169,"name":1169,"fn":1170,"description":1171,"org":1172,"tags":1173,"stars":1135,"repoUrl":1136,"updatedAt":1182},"pdf","process and manipulate PDF documents","Use this skill whenever the user wants to do anything with PDF files. This includes reading or extracting text\u002Ftables from PDFs, combining or merging multiple PDFs into one, splitting PDFs apart, rotating pages, adding watermarks, creating new PDFs, filling PDF forms, encrypting\u002Fdecrypting PDFs, extracting images, and OCR on scanned PDFs to make them searchable. If the user mentions a .pdf file or asks to produce one, use this skill.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":11},[1174,1177,1180],{"name":1175,"slug":1176,"type":16},"Automation","automation",{"name":1178,"slug":1179,"type":16},"Documents","documents",{"name":1181,"slug":1169,"type":16},"PDF","2026-07-12T08:41:44.135656",{"slug":1184,"name":1184,"fn":1185,"description":1186,"org":1187,"tags":1188,"stars":1135,"repoUrl":1136,"updatedAt":1197},"quarterly-kpi-calculator","calculate quarterly financial KPIs","Calculates quarterly financial KPIs from P&L data. P&L figures can be provided directly by the user or fetched from the financial data MCP server. Use when the user wants KPI calculations such as Gross Margin %, EBITDA Margin %, Operating Expense Ratio, or Revenue Growth % QoQ. Also use for quarterly performance review, P&L analysis, or interpreting financial ratios against benchmarks.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":11},[1189,1190,1193,1194],{"name":1124,"slug":1125,"type":16},{"name":1191,"slug":1192,"type":16},"Data Analysis","data-analysis",{"name":1133,"slug":1134,"type":16},{"name":1195,"slug":1196,"type":16},"KPI","kpi","2026-07-12T08:39:59.54971",150,{"items":1200,"total":1295},[1201,1215,1230,1242,1254,1267,1280],{"slug":1202,"name":1202,"fn":1203,"description":1204,"org":1205,"tags":1206,"stars":26,"repoUrl":27,"updatedAt":1214},"agentcore","design Amazon Bedrock AgentCore architectures","Deep-dive into Amazon Bedrock AgentCore platform design, service selection, deployment, and production operations. This skill should be used when the user asks to \"design an AgentCore architecture\", \"deploy agents on AgentCore\", \"configure AgentCore Runtime\", \"set up AgentCore Memory\", \"use AgentCore Gateway\", \"configure AgentCore Identity\", \"set up AgentCore Policy\", \"plan agent observability\", \"evaluate agent quality\", \"move agent PoC to production\", or mentions AgentCore, AgentCore Runtime, AgentCore Memory, AgentCore Gateway, AgentCore Identity, AgentCore Policy, AgentCore Evaluations, AgentCore Code Interpreter, AgentCore Browser, A2A protocol, or multi-agent orchestration on AWS.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":11},[1207,1210,1213],{"name":1208,"slug":1209,"type":16},"Agents","agents",{"name":1211,"slug":1212,"type":16},"Architecture","architecture",{"name":24,"slug":25,"type":16},"2026-07-12T08:40:11.108951",{"slug":1216,"name":1216,"fn":1217,"description":1218,"org":1219,"tags":1220,"stars":26,"repoUrl":27,"updatedAt":1229},"aidlc-lite","develop AI applications on AWS","Lightweight AI development lifecycle for building on AWS. A simplified take on the AI-DLC philosophy — think together, then build fast. Acts as a design partner that understands intent, proposes alternatives with trade-offs, and ships working code without the ceremony of full requirements\u002Fdesign\u002Fspec documents. Use when a founder says \"build X on AWS\", \"add Y to my stack\", \"scaffold an API\", or \"write the CDK for Z\".",{"slug":8,"name":9,"logoUrl":10,"githubOrg":11},[1221,1222,1225,1226],{"name":1208,"slug":1209,"type":16},{"name":1223,"slug":1224,"type":16},"AI Infrastructure","ai-infrastructure",{"name":24,"slug":25,"type":16},{"name":1227,"slug":1228,"type":16},"Engineering","engineering","2026-07-12T08:40:40.204103",{"slug":1231,"name":1231,"fn":1232,"description":1233,"org":1234,"tags":1235,"stars":26,"repoUrl":27,"updatedAt":1241},"architect-for-startups","advise on AWS architecture for startups","AWS architecture advisor tailored specifically for startups. Alters AWS architecture recommendations based on startup stage (pre-revenue through Series B+), team size, runway, and credits. ALWAYS use when asked about building on AWS, choosing services, planning infrastructure, managing costs with credits, or preparing architecture for fundraising.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":11},[1236,1237,1238],{"name":1211,"slug":1212,"type":16},{"name":24,"slug":25,"type":16},{"name":1239,"slug":1240,"type":16},"Strategy","strategy","2026-07-12T08:41:33.557354",{"slug":1243,"name":1243,"fn":1244,"description":1245,"org":1246,"tags":1247,"stars":26,"repoUrl":27,"updatedAt":1253},"aws-architect","design and review AWS architectures","Design and review AWS architectures following Well-Architected Framework principles. Use when planning new infrastructure, reviewing existing architectures, evaluating trade-offs between AWS services, or when asked about AWS best practices.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":11},[1248,1249,1250],{"name":1211,"slug":1212,"type":16},{"name":24,"slug":25,"type":16},{"name":1251,"slug":1252,"type":16},"Infrastructure","infrastructure","2026-07-12T08:40:57.630086",{"slug":1255,"name":1255,"fn":1256,"description":1257,"org":1258,"tags":1259,"stars":26,"repoUrl":27,"updatedAt":1266},"aws-compare","compare AWS architecture options","Compare 2-3 AWS architecture options side-by-side across cost, complexity, performance, security, and operational burden. Use when evaluating trade-offs between approaches or when the user is deciding between options.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":11},[1260,1261,1262,1263],{"name":1211,"slug":1212,"type":16},{"name":24,"slug":25,"type":16},{"name":1130,"slug":1131,"type":16},{"name":1264,"slug":1265,"type":16},"Security","security","2026-07-12T08:40:23.960287",{"slug":1268,"name":1268,"fn":1269,"description":1270,"org":1271,"tags":1272,"stars":26,"repoUrl":27,"updatedAt":1279},"aws-debug","debug AWS infrastructure and deployment failures","Debug AWS infrastructure issues, deployment failures, and runtime errors. Use when troubleshooting CloudFormation stack failures, Lambda errors, ECS task failures, permission issues, networking problems, or any AWS service misbehavior.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":11},[1273,1274,1275,1278],{"name":24,"slug":25,"type":16},{"name":1029,"slug":1030,"type":16},{"name":1276,"slug":1277,"type":16},"Deployment","deployment",{"name":1035,"slug":1036,"type":16},"2026-07-12T08:40:16.767171",{"slug":1281,"name":1281,"fn":1282,"description":1283,"org":1284,"tags":1285,"stars":26,"repoUrl":27,"updatedAt":1294},"aws-diagram","generate AWS architecture diagrams","Generate AWS architecture diagrams in Mermaid or ASCII from a description, existing IaC, or conversation context. Use when the user wants to visualize an architecture.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":11},[1286,1287,1288,1291],{"name":1211,"slug":1212,"type":16},{"name":24,"slug":25,"type":16},{"name":1289,"slug":1290,"type":16},"Diagrams","diagrams",{"name":1292,"slug":1293,"type":16},"Visualization","visualization","2026-07-12T08:40:43.26341",42]