ScaleDockHQ

Agent Network Protocol (ANP) 1.2: identify, authenticate, describe, discover and negotiate with agents using the community ANP specifications (track posture): did:wba DIDs with e1_ Ed25519 key-fingerprint paths, eddsa-jcs-2022 DID Document proofs, key…

Open Agentic Schema Framework (OASF): describe AI agents, their skills and domains in standard records. Covers OASF 1.1.0, OASF 1.2 (track preview). Use when describing agent capabilities with OASF. Triggers: OASF.

IETF aipref AI usage preferences: publish and read Content-Usage statements (train-ai, ai-use, search) in the HTTP Content-Usage header and the robots.txt Content-Usage rule, following draft-ietf-aipref-vocab-08 and draft-ietf-aipref-attach-05 (working group…

DNS-AID (DNS for AI Discovery): publish and discover AI agents in DNS with SVCB records, following draft-mozleywilliams-dnsop-dnsaid-02 (individual Internet-Draft for dnsop, name posture): an agent SVCB RRset at its primary owner name, one record per agent…

Machine Payments Protocol (MPP): add and consume HTTP 402 payments with the "Payment" HTTP authentication scheme of draft-httpauth-payment-01 (individual Internet-Draft, build posture): WWW-Authenticate Payment challenges with id, realm, method, intent and…

robots.txt RFC 9309 Robots Exclusion Protocol: write, parse and review robots.txt files and crawler logic with correct matching, fetching and caching. Use when writing or auditing a site's /robots.txt, building or reviewing a crawler or robots.txt parser, or…

x402 v2 payment protocol: HTTP 402 Payment Required for agent and machine payments. Build and review resource servers, clients and facilitators for x402 v2 (current), and upgrade from x402 v1 (legacy). Covers PaymentRequired and accepts[],…

Agent Client Protocol (ACP): build or review editor clients and coding agents that talk JSON-RPC 2.0 over stdio, following ACP v1 (stable protocolVersion 1, schema v1.24.1) with the ACP v2 draft (schema v2.0.0-alpha.7) as a gated preview and a v1 to v2…

Langfuse, open-source LLM observability with traces, prompt management, evals and scores. Use to self-host it (Docker Compose, Helm), send traces from Python/JS SDKs, OTLP or LiteLLM, manage prompts and datasets, set retention and masking, upgrade v3 to v4,…

Serve NVIDIA Nemotron open models (3.5 Lightning, 3 Nano, Super, Ultra, Nano 4B, Nano Omni, Llama-Nemotron). Gives vLLM, SGLang, TensorRT-LLM, llama.cpp, Ollama and TensorFold flags, nemotron_v3 and qwen3_coder parsers, enable_thinking, NVFP4 on DGX Spark,…

Serve LLMs on a Ray cluster with Ray Serve LLM (ray.serve.llm, LLMConfig, build_openai_app, `serve run|deploy|status`, rayproject/ray-llm) and run it on Kubernetes with KubeRay (RayService, RayCluster). Use for vLLM replicas with autoscaling,…

Plan, set up, operate, update, benchmark, optimize and clean up a self-hosted LLM and generative-AI serving stack on your own Linux servers with NVIDIA GPUs, with NVIDIA DGX Spark (GB10, single or dual node over ConnectX-7) as the first-class profile. Builds…

Vercel AI SDK (npm `ai`, @ai-sdk/*), the TypeScript toolkit for LLM apps, pointed at self-hosted endpoints. Use to wire generateText, streamText, tools or Output.object to vLLM, llama.cpp, Ollama, LiteLLM or llama-swap through createOpenAICompatible or…

Install, serve and tune vLLM, the OpenAI-compatible LLM inference server (`vllm serve`, `vllm bench`, vllm/vllm-openai, nvcr.io/nvidia/vllm). Use for pip/uv, Docker, NGC, ROCm or CPU installs, serve flags, tool-call and reasoning parsers, structured outputs,…

Install, serve and operate Xorbits Inference (Xinference), the Python model server and cluster for LLM, embedding, rerank, image, audio and video models behind OpenAI, Responses and Anthropic APIs. Use for xinference-local, xinference launch,…

Fine-tune open-weight LLMs locally (NVIDIA DGX Spark unified memory, consumer RTX GPUs) or on rented cloud GPUs. Covers deciding whether to fine-tune vs prompting or RAG, dataset prep (chat templates, messages JSONL, ShareGPT/Alpaca, preference pairs, dedup,…

Build HTTP APIs, Edge Functions and MCP servers on Supabase with better-supabase adapters. Use when adding a route, REST resource, oRPC procedure, Edge Function, MCP tool, AI chat route, knowledge or memory, stored agent, MCP connector, eve agent, Chat SDK…

Query and write Supabase data with better-supabase's typed repositories, Results and codegen. Use when code imports better-supabase, when adding a table, query or mutation, when a Supabase type is out of date, or after upgrading better-supabase.

A2A protocol: publish Agent Cards and talk agent to agent over the Agent2Agent (A2A) 1.0 specification from the Linux Foundation, upgrade 0.3 and 0.2 agents to 1.0, and track the A2A 1.1 preview (task generation and timeline). Use when building or reviewing…

AG-UI: stream agent runs to user-facing apps with the Agent-User Interaction Protocol 1.0, upgrade 0.x integrations to 1.0, and track the AG-UI 1.1 working draft. Use when building or reviewing an AG-UI agent endpoint (producer), a client or UI that consumes…

Agent Skills spec 2026-08-04 (agentskills.io): write, review and validate SKILL.md skills, and load them in an agent. Covers the skill folder layout, the SKILL.md frontmatter (name, description, license, compatibility, metadata, allowed-tools) with its length…

AGENTS.md site 2026-03-10 (agents.md): write, place, migrate and review AGENTS.md agent instruction files. The open, unversioned Markdown format for guiding coding agents, stewarded by the Agentic AI Foundation (Linux Foundation). Covers placement (repository…

AP2 Agent Payments Protocol: authorize AI agent payments with signed Checkout and Payment Mandates (SD-JWT verifiable digital credentials), following AP2 v0.2 (current, draft posture build; no preview). Use when building or reviewing a shopping agent,…

AsyncAPI 3.1: describe event-driven and message-based APIs with servers, channels, operations, messages, protocol bindings and security schemes. Covers AsyncAPI 3.1 (current) and 3.0 (supported), and upgrades from 2.x; no 4.0 preview exists. Use when writing,…

Adds PermDock authorization to a TypeScript app, from definitions to the first guard. Use when installing permdock, adding permissions, roles, plans, RBAC or access control, writing definePermissions, definePolicy or createPermDock, guarding a route, Server…

Resolves PermDock subjects from access tokens, API keys and share links. Use when verifying OAuth or OIDC access tokens with subjectFromJwt or an introspection response with subjectFromIntrospection, issuing personal access tokens, API keys or service…

Build HTTP APIs, Edge Functions and MCP servers on Supabase with better-supabase adapters. Use when adding a route, REST resource, oRPC procedure, Edge Function, MCP tool, AI chat route, knowledge or memory, stored agent, MCP connector, eve agent, Chat SDK…

RFC 9421 HTTP Message Signatures: sign and verify HTTP requests and responses with the Signature-Input and Signature fields, and protect content with RFC 9530 Content-Digest and Repr-Digest. Use when adding, reviewing or debugging message signing between…

OpenFGA schema 1.1: write, test and review relationship-based authorization models in the OpenFGA DSL and JSON, and call the OpenFGA API. Targets the OpenFGA modeling language schema 1.1, OpenFGA schema 1.2 (modular models with fga.mod, module and extend…

OWASP API Security Top 10 2023: review HTTP, GraphQL and RPC APIs against API1:2023 to API10:2023, with upgrades from the legacy 2019 edition (no preview). Walks each risk's vulnerability checks, attack scenarios and prevention: broken object level…

OWASP LLM Top 10: review LLM-powered apps against the OWASP Top 10 for LLM Applications 2026 (LLM01:2026 to LLM10:2026, current), with the 2025 edition supported and v1.1 (2023) legacy; no preview. Use when designing, threat modelling or reviewing a chatbot,…

Use when working in a project that depends on @prisma/orm-postgres, @prisma/orm-sqlite, or @prisma/orm-mongo (Prisma 8, formerly Prisma Next): editing contract.prisma or a contract.ts builder, running `prisma contract emit`, planning or applying migrations,…

Run and consume LLMs in the cloud - pick a tier, provision, deploy, connect to one gateway endpoint, secure, set budgets, benchmark, scale, update and tear down. Covers frontier APIs (OpenAI, Anthropic Claude, Google Gemini), managed open-model APIs (Together…

Fine-tune open-weight LLMs locally (NVIDIA DGX Spark unified memory, consumer RTX GPUs) or on rented cloud GPUs. Covers deciding whether to fine-tune vs prompting or RAG, dataset prep (chat templates, messages JSONL, ShareGPT/Alpaca, preference pairs, dedup,…

Connect coding agents, IDE extensions, chat UIs and SDK apps to any OpenAI- or Anthropic-compatible LLM endpoint (local engine, self-hosted server, gateway such as LiteLLM, or cloud API). Use when configuring Claude Code (ANTHROPIC_BASE_URL,…

Evaluate LLMs on your own tasks against any OpenAI-compatible endpoint (local llama.cpp/Ollama, self-hosted vLLM/SGLang behind LiteLLM or llama-swap, or a cloud API). Use when choosing between models or endpoints, building a golden set from real prompts, A/B…

Put one OpenAI- and Anthropic-compatible endpoint in front of many local and cloud LLM providers. Use when choosing an LLM gateway (LiteLLM proxy, OpenRouter, Portkey, Envoy AI Gateway / Agent Router, Kong AI Gateway, Cloudflare AI Gateway), installing the…

Metrics, tracing, logging, cost tracking and alerting for LLM serving and LLM apps. Use when instrumenting or debugging vLLM, SGLang, llama.cpp server, TGI or llama-swap /metrics endpoints; scraping them with Prometheus and building Grafana dashboards (TTFT,…

Run LLMs locally on a laptop or desktop (macOS, Windows, Linux) with Ollama, LM Studio, llama.cpp (llama-server) or MLX (mlx-lm). Use when the user wants to install a local runtime, pick and size a model or GGUF/MLX quant for their RAM or VRAM (weights + KV…

Produce quantized LLM checkpoints and publish them. Covers GGUF (llama.cpp convert_hf_to_gguf.py, llama-quantize, llama-imatrix; Q4_K_M, Q8_0, IQ4_XS), EXL3 (ExLlamaV3 convert.py, TabbyAPI), AWQ / GPTQ / FP8 / NVFP4 with LLM Compressor (oneshot,…