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

version: 1

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

# Main navigation
- Home: http://schematical.com/
- Consulting: http://schematical.com/consulting
- Coaching: http://schematical.com/community
- Events: http://schematical.com/events
- Speaking: http://schematical.com/speaking
- Free Resources: http://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:
- MCP gets an upgrade: http://schematical.com/posts/mcp-next-version_20260811
- CTO Coffee Hour: Did AI Models Really "Escape" Air-Gapped Labs?: http://schematical.com/posts/ctocoffee-081126_20260810
- AWS adds S3 Annotations, allowing you to query S3 objects from your Athena Data Lake: http://schematical.com/posts/781-s3-annotations_20260809
- Tin Foil Hat Time: Why are AI Models hacking the internet - Part 1: http://schematical.com/posts/what-caused-the-model-hacks-part-1_20260806
- AWS Continuum: http://schematical.com/posts/aws-continuum_20260805
- AWS Lambda MicroVMs: http://schematical.com/posts/aws-lambda-microvms_20260804
- CTO Coffee Hour: Giving AI Access to Your Databases (Without Breaking Production): http://schematical.com/posts/cto-coffee080426_20260803
- AWS Data Processing MCP Server: http://schematical.com/posts/athena-mcp_20260802
- Scientists create robotic muscle fibers: http://schematical.com/posts/scientists-create-robotic_20260730
- AWS Interconnect makes multi-cloud easy: http://schematical.com/posts/aws-interconnect-multicloud_20260729
- Looking to save $$$ while keeping your AWS Account secure?: http://schematical.com/posts/aws-cloudtrail-advanced-event-selectors_20260728
- CTO Coffee Hour: TechDebt 0.0.50: http://schematical.com/posts/cto-coffee20260728_20260727
- TechDebt Devlog 0.0.50: http://schematical.com/posts/techdebt-devlog-0050_20260726
- Augmented Reality meets Wifi/RF: http://schematical.com/posts/wifi-ar_20260723
- AWS Quick introduces a mobile layout: http://schematical.com/posts/machine-learning-introducing_20260722
- Something is fishy with “Data Retention” of Anthropic models on AWS Bedrock: http://schematical.com/posts/aws-bedrock-data-retention_20260721
- CTO Coffee Hour - Data Retention: http://schematical.com/posts/cto-coffee07212026_20260720
- Did you see a $1.5 Trillion dollar AWS bill last week?: http://schematical.com/posts/trillion-dollar-aws-bill_20260719
- Looking for a computer vision model not created by giant evil tech overlords?: http://schematical.com/posts/roboflow-supervision_20260716
- AWS Local Zones: http://schematical.com/posts/aws-global-infrastructure_20260715
- Amazon ECS Express Mode: http://schematical.com/posts/ecs-express-mode_20260714
- CTO Coffee Hour: Malicious Hackers Hiding Backdoors in Tech Assessments: http://schematical.com/posts/ctocoffee-07142026_20260713
- Malicious hackers are now hiding backdoors in technical skill assessment tests targeting job seekers: http://schematical.com/posts/linkedin-backdoor-credit_20260712
- Meta’s SAM 3D - Creating 3D models from photos: http://schematical.com/posts/720-sam-3d_20260709
- Ford just rehired 300 human engineers: http://schematical.com/posts/ford-hires-engineers_20260708
- Poison Data: http://schematical.com/posts/poisondata-foss-crawlflare_20260707
- CTO Coffee Hour: Poison Data: http://schematical.com/posts/ctocoffee-070726_20260706
- Sick of bots spamming your website? Start making a profit from them instead: http://schematical.com/posts/aws-waf-adds-ai-traffic_20260705
- I’m going offline… for one week… kinda…: http://schematical.com/posts/taking-the-week-off_20260625
- Want to host Docker Containers on your on-premise servers with the ease and simplicity of ECS?: http://schematical.com/posts/43-ecs-anywhere_20260624
- AWS ElastiCache Valkey “Durability”: http://schematical.com/posts/729-valkey-durability_20260623
- CTO Coffee Hour: Tech Debt The Video Game updates + Trailer : http://schematical.com/posts/ctocoffee-062326_20260622
- The Tech Debt trailer 0.1 is here!: http://schematical.com/posts/tech-debt-june-2026_20260621
- Meta’s Segment Anything Model 3: http://schematical.com/posts/am-3-vision-models_20260618
- AWS Cognito’s new customer-managed keys feature: http://schematical.com/posts/aws-cognito-customer_20260617
- Are malicious parties spamming your SMS application on AWS?: http://schematical.com/posts/aws-end-user-messaging_20260616
- CTO Coffee Hour - AWS End User Messaging Social: http://schematical.com/posts/ctocoffee-061626_20260615
- Do you want to engage your user base directly through WhatsApp?: http://schematical.com/posts/725-whatsapp_20260614
- It’s official - The “Dead Internet Theory” is real.: http://schematical.com/posts/cloudflare-bots-v-humans_20260611
- Do you want to give Agentic AI real memory?: http://schematical.com/posts/plastic-labs-honcho_20260610
- Back to the basics: Caching Compression: http://schematical.com/posts/715-zstandard_20260609
- CTO Coffee Hour: Amazon Bedrock AgentCore payments - Solving the microtransaction problem : http://schematical.com/posts/ctocoffee-060926_20260608
- Amazon Bedrock AgentCore payments - Solving the microtransaction problem: http://schematical.com/posts/amazon-bedrock-agentcore_20260607
- AWS Meeting Simulator (No, this is not a joke): http://schematical.com/posts/aws-meeting-simulator_20260604
- Looking for a way to emulate AWS services locally?: http://schematical.com/posts/aws-emulation-software_20260603
- Bad Actors are scamming tokens off of AI compute providers: http://schematical.com/posts/stripe-expands-fraud_20260602
- CTO Coffee Hour: Stripe has gone all in on Agentic AI: http://schematical.com/posts/ctocoffee-060226_20260601
- Stripe, one of the world's largest payment processors, has gone all in on Agentic AI: http://schematical.com/posts/stripenews-room_20260531
- Update on Matt’s Vibe Coding journey: http://schematical.com/posts/herems-agent-claud_20260528
- Amazon Workspaces now has AI Agents: http://schematical.com/posts/amazon-workspace_20260527
- Valkey GLIDE: http://schematical.com/posts/glide-valkeyio_20260526
- CTO Coffee Hour: Off-Market Data : http://schematical.com/posts/ctocoffee-260526_20260525
- “Off-Market” Data: http://schematical.com/posts/off-market-data_20260524
- “Sharding” is not a dirty word: http://schematical.com/posts/shard-is-not-a-dirty-word_20260521
- Do you have a massive amount of documents scanned that you need to extract data from? : http://schematical.com/posts/gen-ai-intelligent_20260520
- AWS Athena adds geospatial functionality: http://schematical.com/posts/oppertunity-off-market-data_20260519
- CTO Coffee Hour: ElastiCache and ValKey: http://schematical.com/posts/ctocoffee-051926_20260518
- ElastiCache mic drop moment: http://schematical.com/posts/elasticach-drops-new-features_20260517
- The "Bring Your Own Keys" Business Model: http://schematical.com/posts/bring-your-own-keys-software_20260514
- They are killing off Amazon Q Developer: http://schematical.com/posts/amazon-q-eol_20260513
- CommonCrawl.org: http://schematical.com/posts/commoncrawl-org_20260512
- CTO Coffee Hour: Hermes Agent: http://schematical.com/posts/ctocoffee-051326_20260511
- Hermes Agent - The good, the bad, and the ugly: http://schematical.com/posts/686-hermes_20260510
- Amazon GameLift Servers: http://schematical.com/posts/gametech-rapid_20260507
- EBS Volume Clones greatly decrease the time to replicate data on AWS: http://schematical.com/posts/amazon-ebs-volume_20260506
- Free Course: Agent Memory: Building Memory-Aware Agents: http://schematical.com/posts/agent-memory_20260505
- AWS Backup: http://schematical.com/posts/aws-backup_20260504
- Are your Commercial AI Agents accessing websites they shouldn't?: http://schematical.com/posts/machine-learning-control_20260503
- Tech Debt - The Video Game’s Steam page is live!: http://schematical.com/posts/75-tech-debt-update_20260430
- AWS CloudFront Flat Rate Pricing: http://schematical.com/posts/cloudfront-flatrate_20260429
- Amazon S3 Files: http://schematical.com/posts/awsamazoncom-s3_20260428
- CTO Coffee Hour: 20% of all retail sales in the 2025 holiday season were made by AI: http://schematical.com/posts/cto-coffee042826_20260428
- 20% of all retail sales in the 2025 holiday season were made by AI,  report says: http://schematical.com/posts/salesforcecom-news_20260426
- Amazon Bio Discovery: http://schematical.com/posts/aws-bio-discovery_20260423
- AWS Lambda Managed Instances: http://schematical.com/posts/aws-lamba-managed-instances_20260422
- AWS Elemental Inference - Convert live streaming video from vertical to horizontal in seconds: http://schematical.com/posts/aws-elemental-inference_20260421
- CTO Coffee Hour: Claude Mythos Preview: http://schematical.com/posts/ctocoffee-0421_20260421
- Amazon Bedrock now offers Claude Mythos Preview (Kinda…): http://schematical.com/posts/amazon-bedrock-now-offers-claude_20260419
- Beware of AWS Bedrock’s Legacy and End-Of-Life Models: http://schematical.com/posts/aws-bedrock-eol-legacy_20260416
- There are a lot of weird models out there that are doing increasingly obscure yet interesting tasks: http://schematical.com/posts/netflix-void-model_20260415
- GitHub Copilot is coming for your data: http://schematical.com/posts/github-training_20260414
- CTO Coffee Hour: AWS Agent Registry is now in preview: http://schematical.com/posts/ctocoffee-0414_20260414
- AWS Agent Registry is now in preview: http://schematical.com/posts/aws-agent-registery_20260412
- How do you determine legitimate bot traffic from malicious bot traffic?: http://schematical.com/posts/bot-best-practices_20260409
- S3 Express One Zone: http://schematical.com/posts/s3-express-one-zone_20260408
- AWS just dropped ECS Daemons: http://schematical.com/posts/docsawsamazoncom_20260407
- CTO Coffee Hour - Axios: JavaScript’s most popular library : http://schematical.com/posts/ctocoffee-040726_20260406
- AWS finally rolls out account/region-specific namespaces for S3 buckets: http://schematical.com/posts/account-regional_20260405
- TechDebt is coming to Steam!: http://schematical.com/posts/tech-debt-steam_20260402
- The US Government seems to think AI won’t replace software engineers. Are they right?: http://schematical.com/posts/to-think-ai-wont-replace_20260401
- One of JavaScript’s most popular modules has been compromised: http://schematical.com/posts/630-axios_20260331
- CTO Coffee Hour - RAG (Retrieval-Augmented Generation): http://schematical.com/posts/ctocoffee-033126_20260330
- You have heard of RAG (Retrieval-Augmented Generation), but have you heard of V-RAG?: http://schematical.com/posts/production-w-v-rag_20260329
- AWS Data Exchange: http://schematical.com/posts/aws-data-exchange_20260326
- Looking for free data to train …. Well, basically anything?: http://schematical.com/posts/aws-open-data_20260325
- AI Agents can not make payments on your behalf using “Stablecoins.”: http://schematical.com/posts/x402_20260324
- CTO Coffee Hour: Where is the Tech Sector job market heading?: http://schematical.com/posts/ctocofee-240326_20260323
- AWS’s new hidden `ExtendedSupportYr1_Yr2` charge for older versions of RDS and Elasticache: http://schematical.com/posts/aws-elasticache-extended_20260322
- Alternative data points to measure the volatile state of the tech industry: http://schematical.com/posts/swd-job-numbers_20260319
- AWS QuickSuite’s MCP server integration is actually… pretty decent: http://schematical.com/posts/quick-suite-mcp_20260318

# MCP servers and tools
- mcp: http://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: http://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: http://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: http://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