# Agent mode > Looking for a step-by-step walkthrough instead of a reference? > See [agent-tutorial.md](agent-tutorial.md) — it builds one end-to-end > Hacker News scenario covering the REPL, recording, replay, > `--self-heal`, and the MCP roundtrip. `lightpanda agent` runs a browsing agent backed by Lightpanda's headless engine. It can act as: - an **LLM agent** that drives the browser with tool calls (`--provider`), - a **scripted runner** that replays a `.lp` script deterministically, - a **basic REPL** for hand-driven PandaScript with no LLM at all, - a **one-shot task runner** that prints a single answer to stdout (`--task`). All four modes share the same browser tools (`goto`, `click`, `fill`, `tree`, `markdown`, `search`, ...). The same set is exposed over MCP via `lightpanda mcp`, so an agent script and an MCP client see the same surface — that is also the way to drive Lightpanda from an external LLM agent (Claude Code, etc.) without giving Lightpanda its own API key. ## Quick start ```console # Interactive REPL — auto-detects an API key from your environment ./lightpanda agent # Force a specific provider ./lightpanda agent --provider anthropic # Basic REPL (no LLM, PandaScript only) ./lightpanda agent --no-llm # Replay a recorded script ./lightpanda agent session.lp # Replay then continue interactively, appending new commands to the file ./lightpanda agent -i session.lp # One-shot: ask a question, capture the answer on stdout ./lightpanda agent --task "what is on the front page of hn?" ``` ## Providers and API keys | Provider | Flag | API key env | |-------------|------------------------|--------------------------------------| | Anthropic | `--provider anthropic` | `ANTHROPIC_API_KEY` | | OpenAI | `--provider openai` | `OPENAI_API_KEY` | | Gemini | `--provider gemini` | `GOOGLE_API_KEY` or `GEMINI_API_KEY` | | Ollama | `--provider ollama` | none (local) | Defaults: `--model` falls back to a sensible per-provider default; `--base-url` overrides the API endpoint (Ollama defaults to `http://localhost:11434/v1`). ### Provider auto-detection When `--provider` is omitted, lightpanda inspects the environment and picks one: - **No keys set** → falls back to the basic REPL (PandaScript only). Natural language, `/login`, `/acceptCookies`, and `--self-heal` will reject. A one-line notice is printed so you know which mode you landed in. - **Exactly one key set** → that provider is used. A one-line notice identifies the env var that won. - **Multiple keys set, on a TTY** → a numbered prompt asks which to use. - **Multiple keys set, non-interactive** → the agent fails fast and tells you to pass `--provider` explicitly. Ollama is never auto-detected (no env var to look at) — pass `--provider ollama` if you want it. `--no-llm` is the explicit bypass: it forces the basic REPL even when an API key is present or `--provider` is set. Use it to test PandaScript without burning tokens, or to disable the LLM in a saved command without editing the existing flags. `--no-llm` wins over `--provider`. ## PandaScript PandaScript is a tiny, line-oriented DSL for browser actions. Each line is a slash command (`/ [args]`), a `#` comment, or blank. There is no other syntax: anything that doesn't match those three forms is a parse error. Slash commands accept any of: - a single positional value, when the tool has exactly one required field — `/goto 'https://example.com'`, `/extract '{"karma":"#karma"}'`; - `key=value` pairs — values may be bare or quoted; strings with whitespace must be quoted (`/fill selector='#email' value='user@x.com'`); - a raw `{json}` blob — handed straight to the tool (`/findElement {"role":"button"}`). Tools whose selector is optional (e.g. `/click`, `/hover`, `/findElement`) have zero required fields, so they don't take a positional and must be written as `key=value`: `/click selector='Login'`, not `/click 'Login'`. Quoting is content-aware: `'…'`, `"…"`, and triple-quoted `'''…'''` / `"""…"""` for values that mix both quote styles or span multiple lines. Recorded scripts round-trip through the parser without escapes. Two slash commands have no underlying tool — they trigger an LLM turn that the agent translates into actual tool calls: | Command | Notes | |------------------|------------------------------------------------------| | `/login` | LLM-driven: fills credentials from `$LP_*` env vars. | | `/acceptCookies` | LLM-driven: dismiss the consent banner. | Both require an LLM. `--no-llm` rejects them. In the REPL (and only the REPL), a line that isn't a slash command and doesn't start with `#` is sent to the LLM as a natural-language prompt. In `.lp` scripts and through MCP `script_step`, the same input is a parse error. To leave the REPL, use the `/quit` meta command. ### Example script ```pandascript # Log into the demo and grab the dashboard title and visible cards. # Site-scoped vars (LP__) avoid collisions when you have # credentials for several sites; the unprefixed form is the fallback. /goto 'https://demo-browser.lightpanda.io/' /acceptCookies /fill selector='#email' value='$LP_DEMO_USERNAME' /fill selector='#password' value='$LP_DEMO_PASSWORD' /click selector='button[type="submit"]' /waitForSelector '.dashboard' /extract '{"title": ".dashboard h1", "cards": [".dashboard .card .name"]}' ``` `/extract` takes a JSON schema object — each value tells the extractor what to lift off the page, and the whole result is printed to stdout as a single JSON object. Supported value forms: - `""` — `textContent.trim()` of the first match (string or `null`). - `""` — the matched element's own text (only inside a `fields` block). - `[""]` — text of every match (string array). - `{"selector": "", "attr": ""}` — attribute of the first match. - `[{"selector": "", "fields": {…}}]` — array of records, each `fields` value resolved relative to the matched element. Use `/extract '''…'''` (or `"""…"""`) to spread a schema across multiple lines. The schema is parsed in Zig before the page-side walker runs, so a malformed schema fails with `Error: invalid /extract schema JSON` rather than a V8 stack trace. See [agent-tutorial.md](agent-tutorial.md) section 3 for a worked example against Hacker News. ### Recording Interactive sessions can write back to a `.lp` file: ```console ./lightpanda agent -i session.lp ``` State-mutating commands (`/goto`, `/click`, `/fill`, `/scroll`, `/hover`, `/selectOption`, `/setChecked`, `/waitForSelector`, `/press`, `/eval`, `/extract`) are appended; read-only commands (`/tree`, `/markdown`, `/links`, `/findElement`, …) and the natural-language turns that produced them are not. Natural-language turns are recorded as `# ` comments above the resulting slash commands so the script stays readable. ### Replay and self-healing `./lightpanda agent script.lp` replays without making any LLM call. With `--self-heal --provider

`, a failed command (typically a stale selector after the page changed) triggers a short LLM turn that inspects the current page and emits a replacement command. The healed command runs, and the original script line is rewritten in place so the next replay succeeds deterministically. Self-heal is constrained: at most one replacement per failure, capped LLM budget, no navigation away from the current page. It is meant to recover from selector drift, not to redesign the script. ## REPL features - **Tab completion** (case-insensitive): cycles through `/` and meta slash commands. The dim grey suffix shown after the cursor is the first match. - **Persistent history**: stored in `.lp-history` in the working directory. - **Meta slash commands**: `/help` lists tools (`/help ` prints the JSON schema), `/quit` exits the REPL, `/verbosity ` tunes the log level. These are REPL-only and never recorded. ``` > /goto https://example.com > /findElement role=button name=Submit > /eval {"script": "document.title"} > /quit ``` - **Stdout vs stderr**: the final assistant answer and data-producing slash commands (`/extract`, `/eval`, `/markdown`, `/tree`, …) write to stdout. Tool calls, progress, and errors go to stderr, so `lightpanda agent --task ... > out.txt` captures a clean answer. ## One-shot mode (`--task`) ```console ./lightpanda agent --provider gemini \ --task "what is the top story on news.ycombinator.com?" ``` `--task` runs a single user turn, prints the final answer on stdout, and exits. Combine with `-a ` / `--attach ` (repeatable) to feed local files to providers that accept attachments. Text files are inlined into the prompt (max 512 KiB each); binary files (`image/*`, `audio/*`, `pdf`) are base64-encoded inline (max 20 MiB each). Unsupported MIME types error out before any browser work runs. ## Driving Lightpanda from an external LLM agent When the calling agent already has its own LLM (e.g. Claude Code), use `lightpanda mcp` rather than `lightpanda agent`. The MCP server exposes the same browser tools (`goto`, `click`, `fill`, ...) listed below, so the external agent does the planning while Lightpanda only drives the browser. No `--provider` or API key is required on the Lightpanda side. ```json { "mcpServers": { "lightpanda": { "command": "/path/to/lightpanda", "args": ["mcp"] } } } ``` For sub-task delegation in the other direction — calling Lightpanda's own LLM-driven agent in a one-shot fashion — use `--task` on stdin instead. ### Recording PandaScript over MCP `lightpanda mcp` exposes three recording tools so an external agent can capture a session as a `.lp` script for later deterministic replay: | Tool | Args | Effect | |------------------|-----------------------|-------------------------------------------------------------------------------------------------| | `record_start` | `{ path: string }` | Begin appending state-mutating tool calls to `path` (relative, no `..`). Errors if already on. | | `record_stop` | `{}` | Close the recording and return `{path, line_count}`. Errors if no recording is active. | | `record_comment` | `{ text: string }` | Write `# ` to the active recording — useful as a breadcrumb above LLM-driven steps. | While recording is active, every `goto` / `click` / `fill` / `scroll` / `hover` / `selectOption` / `setChecked` / `waitForSelector` / `eval` that succeeds is appended verbatim. Query-only tools (`tree`, `markdown`, `findElement`, `consoleLogs`, …) are not recorded. The resulting file replays without an LLM via `./lightpanda agent session.lp`. ### Replay + self-heal over MCP Self-heal is a two-tool roundtrip: lightpanda runs steps and reports structured failures, the calling agent synthesizes a replacement, and lightpanda atomically rewrites the script. | Tool | Args | Effect | |---------------|----------------------------------------------------------|-----------------------------------------------------------------------------------------------------------------------------------------------------| | `script_step` | `{ line: string }` | Parse one PandaScript line and run it on the current session. Comments and blank lines are no-ops. Returns `isError: true` with a structured message on failure. | | `script_heal` | `{ path: string, replacements: [{original_line, replacement_lines}] }` | Atomically rewrite the script in place. A `.bak` of the original is written first; each `original_line` must match verbatim. The first replacement gets a `# [Auto-healed] Original: …` header. | Typical loop on the caller side: read the script, walk lines, call `script_step` per line, on failure ask the caller's LLM for a replacement, call `script_heal` with the patch, then continue. Lines executed via `script_step` are intentionally NOT auto-recorded — replay shouldn't double-record. `/login`, `/acceptCookies`, and anything that isn't a slash command are rejected by `script_step`: those require an LLM and belong to the calling agent. ## Browser tools The agent and MCP server share the tool set defined in `src/browser/tools.zig`. Highlights: - `goto`, `search` (Google with DuckDuckGo fallback on captcha) - `tree`, `markdown`, `links`, `interactiveElements`, `structuredData`, `detectForms`, `nodeDetails`, `findElement` - `click`, `fill`, `hover`, `press`, `scroll`, `selectOption`, `setChecked`, `waitForSelector` - `eval`, `consoleLogs`, `getUrl`, `getCookies`, `getEnv` Selectors prefer CSS over `backendNodeId` for the click-family tools, since node IDs are invalidated by any DOM mutation. The system prompt enforces this for the LLM. ## Security notes - The agent treats page content as untrusted data, not instructions. URLs surfaced by a page are not followed unless they match the user's task. - `$LP_*` environment variable references in `/fill` values are resolved at execution time inside the subprocess, so credentials never enter the LLM context. Conventional naming for site-scoped values is `LP__` (e.g. `LP_HN_USERNAME`, `LP_GH_TOKEN`); the unprefixed `LP_USERNAME` / `LP_PASSWORD` form is the generic fallback. - The `getEnv` tool only reads variables whose name starts with `LP_`. Everything else (provider API keys, system env, third-party secrets) reports "not set" so the model can't probe for it. The user controls what lives under `LP_*`. Note that `getEnv` returns the *value* to the model — fine for non-secret config like base URLs, but never call it on credentials (use `$LP_*` placeholders in fill values instead). - `--obey-robots`, `--http-proxy`, `--user-agent`, and the rest of the browser-level CLI flags apply to `agent` the same way they apply to `serve`, `fetch`, and `mcp`. - REPL prompts are persisted to `.lp-history` in the current working directory in plaintext (no encryption). Anything you type at the prompt — including natural-language context that accompanies a `/login` — lands in that file. Delete it or move out of sensitive directories if you don't want it retained. - `record_start` and `script_heal` reject empty, absolute, and `..` paths, but do **not** follow-up on symlinks. On a shared filesystem, a pre-existing symlink at the recording target would be written through to whatever it points at. Prefer a fresh directory you own when recording in untrusted environments.