Getting it into your agent
One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.
npx agentmods add agents/sbhooley/ainativelang/indexgit clone --depth 1 https://github.com/sbhooley/ainativelangWhat it costs to keep this loaded
Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5 | $0.00000 | $0.00640 |
| Opus 5 | $0.00000 | $0.00320 |
| Sonnet 5 | $0.00000 | $0.00128 |
| Haiku 4.5 | $0.00000 | $0.00064 |
Grade A, and why
INDEX scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 3d ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Nothing flagged
None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.
How it starts
The opening of the file, as written. The whole thing — 48 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Agent guides — index
If you are an AI agent that just needs AINL installed into your host
stack, do not read these guides. Run the one-step install from the top
of ../../AGENTS.md or ../../README.md:
pipx install 'ainativelang[mcp]' && ainl setup --auto
That command auto-detects every supported host (Claude Code, Cursor, Cline, Codex CLI/Desktop, Claude Desktop, OpenClaw, Hermes, ArmaraOS, or any generic MCP host) and registers AINL's MCP server with each. No further reading is required.
The guides below are for agents that have already installed AINL and need deeper context for specific operator workflows or debugging.
Index
| Guide | Audience | What it covers |
|---|---|---|
openclaw-quickstart.md |
Agents authoring AINL workflows for OpenClaw | Zero-to-first-workflow path; required reading list before implementation work |
openclaw-overview.md |
Agents new to the OpenClaw integration | Conceptual overview of how AINL plugs into OpenClaw |
openclaw-operator.md |
OpenClaw operators tuning the integration | Day-to-day operator commands, status checks, doctor output reading |
continuity.md |
Agents in long-running sessions | Session-continuity patterns, handoff packets, agent-to-agent communication |
Where to find install-time info
- One-step install: top of
../../AGENTS.mdand../../README.md - Per-host details (advanced, manual paths): "Per-host details" section in
../../README.md - Machine-readable spec:
../../.agent-install.json - Design contract:
../architecture/2026-05-05-agent-install-simplification.md
Migration notes
These four guides previously lived at top-level / docs/ paths. They were
consolidated under docs/agents/ so the repo presents one canonical place
for agent-specific operator content. Stubs at the original paths point
here, so external links continue to resolve through one extra hop.
What this file has done since we first saw it
Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.
- 3d ago First seen · 48 lines · 0 tokens per session scan A b09b0ef8d32a
INDEX is an agent published in the GitHub repository sbhooley/ainativelang (671 stars, last pushed 2mo ago), licensed Apache-2.0. It costs nothing until one of its globs matches a file; then it loads 640 tokens. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.
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