Documentation
Everything you need to build with AINL.
216 documents synced from the AI Native Lang repository — language reference, runtime, adapters, operations guides, case studies, and more.
Showing Adapters only. Clear filter
OpenClaw CLI (v1.3.0+): ainl install openclaw, ainl status (--json / --summary), ainl cron add, ainl dashboard (needs run_tests_and_emit — see quickstart), ainl doctor --ainl. Quickstart · README (CLI polish table) · Easy install.
Start here
What is AINL?
Start here
OpenClaw quickstart (5 min)
install openclaw, status, cron add, dashboard, doctor — v1.3.0+
Release notes
Current v1.8.0+ (MCP wizard, HTTP payments) — full history in changelog
Competitive & comparisons
LangGraph, Temporal, OpenClaw savings worksheet, comparison tables
Architecture Overview
Graph IR & pipeline
Grammar Reference
Language ops & syntax
Adapter Registry
Adapters, verbs, tiers
Capability Grants
Security model
Orchestration Guide
Runner + MCP integration
90-day roadmap
Milestones, community goals, and growth priorities
Growth plan
Mirofish-inspired strategy and risk mitigations
Validation deep dive
Reachability, strict diagnostics, and execution tape
MCP host integrations
install-mcp --host …, PyPI version; A2A via adapters (not exposure profile alone)
A2A (Agent-to-Agent) adapter
Opt-in a2a for ainl run + MCP; allowlists, strict_ssrf, wire profile 1.0
ZeroClaw integration
Skill, MCP, ainl-run bootstrap
OpenClaw integration
Skill, install-mcp --host openclaw, openclaw.json MCP
Hermes Agent integration
hermes-install, config.yaml MCP, emit hermes-skill, ainl_run
Hermes hub (one-pager)
Quickstart + link to full Hermes guide
OpenClaw monitoring
Token budget, weekly trends, memory path
Whitepaper
Full technical paper
Benchmarks
Size tables (tiktoken cl100k_base, synced)
Benchmarks hub
Metrics, CI, make targets
For Platform Teams
Prioritize docs that reduce routine monitoring cost and improve reliability: compile-once economics, deterministic runtime behavior, and MCP integration patterns.
Open monitoring guide →For Enterprise Audit
Focus on strict compiler checks, policy gates, and JSONL execution tape for auditability and incident reconstruction across production workflows.
Read validation deep dive →Adapters
OpenClaw adapters, Memory Contract v1 + v1.1, opt-in access-aware helpers (LACCESS_*).
Adapter contract vs compiler (AINL)
- Compiler / ainl validate / ainl compile — graph shape, opcodes, strict policy, and manifest-declared adapter names and…
AI Native Lang (AINL) for OpenClaw - Integration Guide
This document sketches how to expose OpenClaw actions as AINL adapters so that AINL programs can drive OpenClaw workflow…
AINL graph memory (`ainl_graph_memory`)
JSON-backed node/edge graph memory for the ArmaraOS ↔ AINL bridge (episodic, semantic, procedural, persona). Distinct fr…
AIRTABLE
Status: runtime adapter implementation + strict contract wiring.
Code context adapter (`code_context`)
code_context is an optional AINL runtime adapter for tiered codebase context: index a local tree into a JSON file, then …
Export workflow advisory results to JSONL
> OpenClaw (MCP skill): ../OPENCLAW_INTEGRATION.md(../OPENCLAW_INTEGRATION.md) — skills/openclaw/, ainl install-mcp --ho…
or
Status: runtime adapter implementation + strict contract wiring.
or
Status: runtime adapter implementation + strict contract wiring.