@gguf/claw
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Multi-channel AI gateway with extensible messaging integrations
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Markdown
---
summary: "CLI backends: text-only fallback via local AI CLIs"
read_when:
- You want a reliable fallback when API providers fail
- You are running Claude Code CLI or other local AI CLIs and want to reuse them
- You need a text-only, tool-free path that still supports sessions and images
title: "CLI Backends"
---
# CLI backends (fallback runtime)
OpenClaw can run **local AI CLIs** as a **text-only fallback** when API providers are down,
rate-limited, or temporarily misbehaving. This is intentionally conservative:
- **Tools are disabled** (no tool calls).
- **Text in → text out** (reliable).
- **Sessions are supported** (so follow-up turns stay coherent).
- **Images can be passed through** if the CLI accepts image paths.
This is designed as a **safety net** rather than a primary path. Use it when you
want “always works” text responses without relying on external APIs.
## Beginner-friendly quick start
You can use Claude Code CLI **without any config** (OpenClaw ships a built-in default):
```bash
openclaw agent --message "hi" --model claude-cli/opus-4.6
```
Codex CLI also works out of the box:
```bash
openclaw agent --message "hi" --model codex-cli/gpt-5.3-codex
```
If your gateway runs under launchd/systemd and PATH is minimal, add just the
command path:
```json5
{
agents: {
defaults: {
cliBackends: {
"claude-cli": {
command: "/opt/homebrew/bin/claude",
},
},
},
},
}
```
That’s it. No keys, no extra auth config needed beyond the CLI itself.
## Using it as a fallback
Add a CLI backend to your fallback list so it only runs when primary models fail:
```json5
{
agents: {
defaults: {
model: {
primary: "anthropic/claude-opus-4-6",
fallbacks: ["claude-cli/opus-4.6", "claude-cli/opus-4.5"],
},
models: {
"anthropic/claude-opus-4-6": { alias: "Opus" },
"claude-cli/opus-4.6": {},
"claude-cli/opus-4.5": {},
},
},
},
}
```
Notes:
- If you use `agents.defaults.models` (allowlist), you must include `claude-cli/...`.
- If the primary provider fails (auth, rate limits, timeouts), OpenClaw will
try the CLI backend next.
## Configuration overview
All CLI backends live under:
```
agents.defaults.cliBackends
```
Each entry is keyed by a **provider id** (e.g. `claude-cli`, `my-cli`).
The provider id becomes the left side of your model ref:
```
<provider>/<model>
```
### Example configuration
```json5
{
agents: {
defaults: {
cliBackends: {
"claude-cli": {
command: "/opt/homebrew/bin/claude",
},
"my-cli": {
command: "my-cli",
args: ["--json"],
output: "json",
input: "arg",
modelArg: "--model",
modelAliases: {
"claude-opus-4-6": "opus",
"claude-opus-4-5": "opus",
"claude-sonnet-4-5": "sonnet",
},
sessionArg: "--session",
sessionMode: "existing",
sessionIdFields: ["session_id", "conversation_id"],
systemPromptArg: "--system",
systemPromptWhen: "first",
imageArg: "--image",
imageMode: "repeat",
serialize: true,
},
},
},
},
}
```
## How it works
1. **Selects a backend** based on the provider prefix (`claude-cli/...`).
2. **Builds a system prompt** using the same OpenClaw prompt + workspace context.
3. **Executes the CLI** with a session id (if supported) so history stays consistent.
4. **Parses output** (JSON or plain text) and returns the final text.
5. **Persists session ids** per backend, so follow-ups reuse the same CLI session.
## Sessions
- If the CLI supports sessions, set `sessionArg` (e.g. `--session-id`) or
`sessionArgs` (placeholder `{sessionId}`) when the ID needs to be inserted
into multiple flags.
- If the CLI uses a **resume subcommand** with different flags, set
`resumeArgs` (replaces `args` when resuming) and optionally `resumeOutput`
(for non-JSON resumes).
- `sessionMode`:
- `always`: always send a session id (new UUID if none stored).
- `existing`: only send a session id if one was stored before.
- `none`: never send a session id.
## Images (pass-through)
If your CLI accepts image paths, set `imageArg`:
```json5
imageArg: "--image",
imageMode: "repeat"
```
OpenClaw will write base64 images to temp files. If `imageArg` is set, those
paths are passed as CLI args. If `imageArg` is missing, OpenClaw appends the
file paths to the prompt (path injection), which is enough for CLIs that auto-
load local files from plain paths (Claude Code CLI behavior).
## Inputs / outputs
- `output: "json"` (default) tries to parse JSON and extract text + session id.
- `output: "jsonl"` parses JSONL streams (Codex CLI `--json`) and extracts the
last agent message plus `thread_id` when present.
- `output: "text"` treats stdout as the final response.
Input modes:
- `input: "arg"` (default) passes the prompt as the last CLI arg.
- `input: "stdin"` sends the prompt via stdin.
- If the prompt is very long and `maxPromptArgChars` is set, stdin is used.
## Defaults (built-in)
OpenClaw ships a default for `claude-cli`:
- `command: "claude"`
- `args: ["-p", "--output-format", "json", "--dangerously-skip-permissions"]`
- `resumeArgs: ["-p", "--output-format", "json", "--dangerously-skip-permissions", "--resume", "{sessionId}"]`
- `modelArg: "--model"`
- `systemPromptArg: "--append-system-prompt"`
- `sessionArg: "--session-id"`
- `systemPromptWhen: "first"`
- `sessionMode: "always"`
OpenClaw also ships a default for `codex-cli`:
- `command: "codex"`
- `args: ["exec","--json","--color","never","--sandbox","read-only","--skip-git-repo-check"]`
- `resumeArgs: ["exec","resume","{sessionId}","--color","never","--sandbox","read-only","--skip-git-repo-check"]`
- `output: "jsonl"`
- `resumeOutput: "text"`
- `modelArg: "--model"`
- `imageArg: "--image"`
- `sessionMode: "existing"`
Override only if needed (common: absolute `command` path).
## Limitations
- **No OpenClaw tools** (the CLI backend never receives tool calls). Some CLIs
may still run their own agent tooling.
- **No streaming** (CLI output is collected then returned).
- **Structured outputs** depend on the CLI’s JSON format.
- **Codex CLI sessions** resume via text output (no JSONL), which is less
structured than the initial `--json` run. OpenClaw sessions still work
normally.
## Troubleshooting
- **CLI not found**: set `command` to a full path.
- **Wrong model name**: use `modelAliases` to map `provider/model` → CLI model.
- **No session continuity**: ensure `sessionArg` is set and `sessionMode` is not
`none` (Codex CLI currently cannot resume with JSON output).
- **Images ignored**: set `imageArg` (and verify CLI supports file paths).