# LLMs.txt instructions for schematical.com
# Reference: https://llmstxt.org/

version: 1

# Data to load
- load: https://schematical.com/api/posts.md?page=1
- load: https://schematical.com/api/events.md?page=1
- Community: https://schematical.com/api/md-pages/community2
- ChatGPT: Instant Checkout and the Agentic Commerce Protocol: https://schematical.com/api/md-pages/agent-payment
- Schematical - Helping CTOs running on AWS sleep at night: https://schematical.com/api/md-pages/home

# Main navigation
- Home: https://schematical.com/
- Consulting: https://schematical.com/consulting
- Coaching: https://schematical.com/community
- Events: https://schematical.com/events
- Speaking: https://schematical.com/speaking
- Free Resources: https://schematical.com/free

# Social links
- Twitter: https://twitter.com/schematical
- LinkedIn: https://www.linkedin.com/in/schematical
- AngelList: https://angel.co/company/schematical
- Discord: https://discord.gg/zUEacFT
- YouTube: https://www.youtube.com/schematical
- Buy Me a Coffee: https://www.buymeacoffee.com/schematical/membership
- Email newsletter: https://schematical.ck.page/c03195f573
- Product Hunt: https://www.producthunt.com/@schematical
- Reddit: https://www.reddit.com/user/schematical
- Mastodon: https://mastodon.social/@schematical
# Recent Posts:
- What I plan to do after AI steals my job: https://schematical.com/posts/ai-steals-my-job_20251204
- Are you sick of maintaining old Windows infrastructure that isn’t being supported anymore?: https://schematical.com/posts/aws-transform_20251204
- How to use Multi-Tenant Architecture when your client has their own AWS account: https://schematical.com/posts/mta-4aws_20251202
- CTO Coffee Hour: Schematical Consulting Process: https://schematical.com/posts/cto-coffee0312_20251201
- Context Aware Search: https://schematical.com/posts/context-aware-search_20251130
- Black Friday: https://schematical.com/posts/comic-black-friday_20251127
- Need extreme security/privacy? Take Multi-Tenant Architecture to the next level: https://schematical.com/posts/mta-3_20251125
- Data Science at Home episode with Matt Lea : https://schematical.com/posts/data-science-at-home_20251124
- How I run my Consulting Office Hours : https://schematical.com/posts/schematicals-consulting-process_20251123
- When Security counts and when it doesn’t: https://schematical.com/posts/when-security-counts_20251120
- How to manage your AWS infrastructure like the hacker 1337 (leet): https://schematical.com/posts/githubcom-keidarcy_20251119
- Improve your search results using Index Versioning and A/B testing: https://schematical.com/posts/msas-releasing-an-index_20251118
- How many search pipeline stages should there be?: https://schematical.com/posts/search-pipelines-2_20251117
- Your Next Job Applicant Could Be Hacking Your AWS Account: https://schematical.com/posts/job-application-coding_20251116
- Multi-Tenant Architecture: How deep down the rabbit hole should you go?: https://schematical.com/posts/multitenantarchitecture_20251113
- Why caching sucks!: https://schematical.com/posts/caching-vs-pre-populating_20251112
- Perplexity Shopping Agent Gets Sued By Amazon: https://schematical.com/posts/amazon-sues-perplexity_20251111
- CTO Coffee Hour: Amazon sues Perplexity over Agentic AI Shopping: https://schematical.com/posts/ctocoffee-1125_20251110
- How this CTO built a business that sells millions of dollars a day with the help of Schematical: https://schematical.com/posts/ben-testimonial_20251109
- Mastering random: https://schematical.com/posts/mastering-random_20251106
- Search Pipeline Stages: https://schematical.com/posts/search-pipelines-1_20251105
- How is searching by a text key more efficient than a wildcard/regex search? : https://schematical.com/posts/regex-searches_20251104
- CTO Coffee Hour: Game Day Bingo: My latest 48 hour MVP: https://schematical.com/posts/ctocoffee-0411_20251103
- My latest random business venture: https://schematical.com/posts/game-day-bingo_20251102
- Self-hosted or off-site backups: https://schematical.com/posts/self-hosted_20251030
- Free Text vs. Filtered Search: Why Your Architecture Should Treat Them Differently: https://schematical.com/posts/pre-built-filters_20251029
- Lessons from the 10/20/2025 AWS Outage: https://schematical.com/posts/lessons-from-10-20-outage_20251028
- CTO Coffee Hour: Mastering Search At Scale: https://schematical.com/posts/ctocoffee-2810_20251027
- Speed vs. Cost vs. Quality: The Hidden Tradeoffs in Scalable Search Systems: https://schematical.com/posts/search-at-scale_20251027
- The Spatial Web: Bridging Digital and Physical Worlds Through Smart Standards: https://schematical.com/posts/spatial-web-standard_20251023
- What is a database index as explained to a 1930s non technical person: https://schematical.com/posts/what-is-an-index_20251022
- AWS us-east-1 - The internet’s Achilles heel: https://schematical.com/posts/aws-us-east-1_20251021
- CTO Coffee Hour: AWS Outage takes the internet down: https://schematical.com/posts/ctocoffeehour-1022_20251020
- How to calculate the ROI of your search engine: https://schematical.com/posts/roi-of-your-search-engine_20251019
- Happy Cyber Security Awareness Month!: https://schematical.com/posts/cyber-security_20251016
- Comic: It’s coming from inside our infrastructure - DDoScream: https://schematical.com/posts/comic-ddoscream_20251015
- Interested in sharpening your FinOps skills? : https://schematical.com/posts/sharpening-your-finops-skills_20251014
- CTO Coffee Hour: Maximize ROI on the Technical Side of Your Business: https://schematical.com/posts/ctocoffeehour-1014_20251013
- Is adding more languages to your tech stack costing you money?: https://schematical.com/posts/add-new-languages_20251012
- Ship new features faster with Nova Act: https://schematical.com/posts/ship-new-features-faster-with-nova-act_20251009
- AWS just released another MCP server that can burn through cash fast if not properly utilized.: https://schematical.com/posts/aws-just-released-another-mcp-server_20251008
- Did you know you can grant secure access to your users using signed cookies instead of just signed URLs?: https://schematical.com/posts/using-signed-cookies_20251007
- CTO Coffee Hour: Multi Tenant Architecture (MTA): https://schematical.com/posts/ctocoffeehour-1007_20251006
- What is Multi Tenant Architecture (“MTA” for short) and how can you use it to improve security and scalability of your infrastructure?: https://schematical.com/posts/multi-tenant-architecture_20251005
- Want free AWS credits for your startup?: https://schematical.com/posts/free-aws-credits-for-your-startup_20251002
- Comic: Job Stacking: https://schematical.com/posts/comic-job-stacking_20251001
-  ChatGPT launches Instant Checkout and the Agentic Commerce Protocol: https://schematical.com/posts/the-agentic-commerce-protocol_20250930
- CTO Coffee Hour: ChatGPT Releases A New Payment Protocol - The Agentic Economy is here: https://schematical.com/posts/the-agentic-economy-is-here_20250929
- Is your business ready to participate in the new “Agentic Economy” or will you miss out?: https://schematical.com/posts/participate-in-the-new-agentic-economy_20250928
- Are you missing out on sales because your potential customers can’t find your AI tools?: https://schematical.com/posts/potential-customers-cant-find-your-ai-tools_20250925
- AWS ECS Exec Adds Console Support: https://schematical.com/posts/awsec-exec-adds-console-support_20250924
- Prompt Injection Attacks: https://schematical.com/posts/prompt-injection-attacks_20250923
- CTO Coffee Hour: Google's Agent Payment Protocol is here!: https://schematical.com/posts/ctocoffeehour-0923_20250922
- The protocol to allow AI Agents to make payments is here!: https://schematical.com/posts/protocol-to-allow-ai-agents-to-make-payments_20250922
- AI coding agents uninstalling themselves: https://schematical.com/posts/ai-coding-agents-uninstalling-themselves_20250918
- AI Agents Will Redefine Business Online: https://schematical.com/posts/ai-agents-will-redefine-business-online_20250917
- AWS's poorly named but powerful Lakehouse for Sagemaker: https://schematical.com/posts/lakehouse-for-sagemaker_20250916
- CTO Coffee Hour: What are "Prompt Injection Attacks" and how to defend against them?: https://schematical.com/posts/ctocoffeehour-16_20250916
- What are "Prompt Injection Attacks" and how to defend against them?: https://schematical.com/posts/prompt-injection-attacks_20250915
- Moore's Law Applied To LLM's Context Windows: https://schematical.com/posts/moore-law-applied-to-llm-context-windows_20250914
- CTO Coffee Hour: A chat with the founder of Universal Tool Calling Protocol with ‪Razvan Radulescu: https://schematical.com/posts/ctocoffeehour-09_20250911
- How to manage agentic / bot traffic in the new agentic world : https://schematical.com/posts/managing-bot-traffic-part-5_20250910
- How to manage agentic / bot traffic in the new agentic world: Part 4: https://schematical.com/posts/managing-bot-traffic-part-4_20250909
- CTO Coffee Hour: What is LLMs.txt and how can it benefit your business? : https://schematical.com/posts/ctocoffeehour0817_20250909
- How to manage agentic / bot traffic in the new agentic world: Part 3: https://schematical.com/posts/managing-bot-traffic-part-3_20250907
- How to manage agentic / bot traffic in the new agentic world: Part 2: https://schematical.com/posts/managing-bot-traffic-part-2_20250904
- CTO Coffee Hour: A chat with the founder of Universal Tool Calling Protocol with ‪Razvan Radulescu: https://schematical.com/posts/ctocoffeehour-05_20250904
-  How to manage agentic/bot traffic in the new agentic world: Part 1: https://schematical.com/posts/managing-bot-traffic-part-1_20250902
- An in depth discussion on whether or not to allow bot traffic to access your website and what you can do about it: https://schematical.com/posts/depth-discussion-on-whether-or-not-to-allow-bot-traffic_20250901
- Redis and Valkey join the Vector DB battle royale: https://schematical.com/posts/redis-and-valkey-join-the-vector-db-battle-royale_20250831
- Do I even want my products/content consumable by AI? : https://schematical.com/posts/do-i-even-want-my-products-consumable-by-ai_20250828
- Github can now deploy directly to Lambda and ECS: https://schematical.com/posts/github-can-now-deploy-directly-to-lambda-and-ecs_20250827
- AWS releases a cost focused MCP: https://schematical.com/posts/aws-releases-a-cost-focused-mcp_20250826
- How to use a “Media Lake” to manage your media storage madness: https://schematical.com/posts/how-to-use-a-media-lake_20250825
- How are you optimizing your digital products and services to be consumed by AI agents?: https://schematical.com/posts/optimizing-your-digital-products_20250824
- Products I am considering building: https://schematical.com/posts/products-i-am-considering-building_20250821
- LangChain entered the agentic IDE market: https://schematical.com/posts/langchain-entered-the-agentic-ide-market_20250820
- Understanding your ideal customer persona in an “Agentic” world: https://schematical.com/posts/agentic-world_20250819
- Introducing NLWeb: https://schematical.com/posts/introducing-nlweb_20250818
- S3 jumps on the Vector DB bandwagon: https://schematical.com/posts/s3-vectorDB_20250817
- ChatGPT's half ass MCP implementation: https://schematical.com/posts/chatgpts-half-ass-mcp-implementation_20250814
- Need to do surgery on your Docker images?: https://schematical.com/posts/need-to-do-surgery-on-your-docker-images_20250813
- CTO Coffee Hour: Chat about the latest trends in tech to keep you on top of your game: https://schematical.com/posts/ctocoffeehour2_20250813
- Universal Tool Calling Protocol (UTCP) - Finally a discovery protocol for Tool Calls: https://schematical.com/posts/utcp-8132025_20250812
- Why I told my client never to hire software developers again: https://schematical.com/posts/n8n-rocksolid-use-case_20250811
- GPT5 Tool Calls Improvements : https://schematical.com/posts/gpt5-tool-calls-improvements_20250810
- Schematcial.com has a MCP server wired in now: https://schematical.com/posts/schematcial-com-has-a-mcp-server_20250807
- Want to play multiple generative AI hosting providers against each other to get the lowest prices?: https://schematical.com/posts/multiple-generative-ai-hosting-providers_20250806
- Big Tech's AI Race To The Bottom: https://schematical.com/posts/big-techs-ai-race-to-the-bottom_20250805
- CTO Coffee Hour: An unscripted discussion of how to leverage AI to automate your business at scale: https://schematical.com/posts/ctocoffeehour1_20250805
- Looking for a VectorDB solution on AWS?: https://schematical.com/posts/looking-for-a-vectordb-solution-on-aws_20250804
- How to use MermaideJS to streamline communications with your new AI overlords: https://schematical.com/posts/how-to-use-mermaidejs_20250803
- Matt’s adventures using N8N to create a small army of AI Agents: https://schematical.com/posts/matts-adventures-using-n8n_20250731
- Ever wish AWS was more like GoDaddy or any other VPS?: https://schematical.com/posts/ever-wish-aws-was-more-like-godaddy-or-any-other-vps_20250730
-  Looking to save huge $$$ when hosting your generative AI models?: https://schematical.com/posts/looking-to-save-huge-when-hosting_20250729
- "Now With AI": https://schematical.com/posts/now-with-ai_20250728
- How MCPs save millions of dollars (vs hosting your own LLM models): https://schematical.com/posts/how-mcps-save-millions-of-dollars-vs-hosting-your-own-llm-models_20250727
- Cloud War Games is having its first live in person event!: https://schematical.com/posts/cloud-war-games-is-having-its-first-live-in-person-event_20250724
- The not so well known `.well-known` directory on websites: https://schematical.com/posts/the-not-so-well-known-directory-on-websites_20250723
- AI Agents can now communicate directly with other agents. This can’t go bad…: https://schematical.com/posts/ai-agents-can-now-communicate-directly-with-other-agents_20250722

# MCP servers and tools
- mcp: https://schematical.com/api/mcp
  tools:
    - list_posts: Get blog posts with optional filtering by tags, limit, and page
    - list_events: Get events with optional filtering by event type, limit, and page
    - echo: Echo a message
  calls:
    - tool: list_posts
      args:
        page: 1
        limit: 10
    - tool: list_events
      args:
        page: 1
        limit: 10
- mcp: https://schematical.com/api/public/mcp
  tools:
    - list_mcps: Get a list of MCP servers with optional filtering by tags, limit, and page
    - submit_mcp: Submit a Streamable HTTP MCP server to our database
    - list_mcp_software: Get a list of MCP Enabled Software with optional filtering by tags, limit, and page
    - ping_mcp: Ping a Streamable HTTP MCP server by URL to test connectivity and retrieve its tools
    - echo: Echo a message
- mcp: https://schematical.com/api/products/mcp
  tools:
    - search_products: Search products with optional filters, sorting, and pagination
    - search: Return generic product search results for a query
    - quota: Check remaining search quota for authenticated user
- mcp: https://schematical.com/api/inbox/mcp
  tools:
    - list_inboxes: List inboxes for the authenticated tenant
    - create_inbox: Create a new inbox
    - delete_inbox: Delete an inbox
    - list_messages: List messages for an inbox
    - create_message: Create a message in an inbox
    - get_message: Get a single message
    - mark_message_read: Mark or unmark a message as read
    - delete_message: Delete a message permanently