Discover how AINL turns AI agents (Cursor, Claude Code, OpenClaw, ZeroClaw, Hermes-Agent, etc.) into reliable full-stack builders. Compile once, emit production artifacts for FastAPI + React + Prisma, and keep your logic deterministic and auditable while staying entirely in .ainl files.
Move from clever one-off prompts to full, reactive AI workflows that combine LLMs, databases, memory, queues, HTTP, and realtime events in auditable graphs.
Get an OpenRouter API key step by step, plug it into OpenClaw (openclaw.json or env), and use $0 / :free models. Same OpenRouter API works with Hermes-Agents and other OpenRouter-capable stacks.
Build a production X/Twitter promoter with AINL and apollo-x-bot: incremental search, LLM classification, gating, dedupe, and OpenClaw or ZeroClaw scheduling—without burning tokens on every poll or maintaining fragile Python control flow.
Install AINL's MCP server and connect it to any MCP-compatible AI coding agent — Cursor, Claude Code, or Gemini CLI. Covers install, tool descriptions, security posture, and first calls.
Use AINL's http adapter to call Anthropic's Claude API from a deterministic workflow. Covers auth, request construction, and handling the response.
Use AINL's http adapter to call the OpenAI Chat Completions API from a deterministic workflow. Covers auth headers, request body, response handling, and branching.
If openclaw update shows 'SKIPPED / not-git-install', your install came from npm. Here's the one-command fix and how to confirm everything is running on the latest version.
Write, validate, compile, and run your first AINL program using the CLI. Goes from a two-line hello world to a real branching workflow in under 15 minutes.
A practical walkthrough for cloning AINL, installing dependencies safely, and validating your first programs.
