pie-ai-agent
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- process.env — Environment variable access in eval/runner/cli.ts
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Bu listing icin henuz AI raporu yok.
Browser-automation agent for Chrome — natural-language tasks executed through native tool calling, scoped Skills, CDP keyboard control, and a confirm-before-act security model. BYOK across 8 LLM providers (Claude, GPT, Gemini, DeepSeek + 4 China-region).
Pie
Browser-automation agent for Chrome — natural-language tasks executed through native tool calling, scoped Skills, CDP keyboard control, and a sandboxed, prompt-injection-resistant execution model.
English · 简体中文
Install · Configure · Privacy · Changelog · Roadmap · Architecture · Archive
Why Pie
Pie turns Chrome into a browser-automation agent. Describe a task in
natural language; the LLM plans steps and executes them through a typed
tool registry — DOM actions, cross-tab orchestration, and CDP-level
keyboard input for canvas editors that don't honor standard DOM events.
Workflows can be saved as Skills with explicit tool whitelists. Tools
run without per-action approval prompts; page content reaches the model
only inside <untrusted_*> wrappers, tools are split into read vs. write
classes with cross-session locks, and each session is sandboxed — so
automation stays contained. BYOK: paste your own API key from any of eleven
LLM providers — encrypted locally, no Pie backend, no telemetry.
- Browser automation through native tool calling. The LLM uses
Anthropictool_useblocks or OpenAIfunction_callingto drive a
typed tool registry — DOM actions (click, type, select, scroll,
structured snapshot), cross-tab orchestration (list / activate / close /
group / move / fetch readable content), and opt-in CDP keyboard
injection (Input.dispatchKeyEvent,Input.insertText) for canvas
editors like Lark Docs and Google Docs. - Skills as a first-class object. Save a prompt template with a scoped
tool whitelist; run it as/skill_name. The agent can author its own
skills too — gated by an 8-guard capability boundary so they cannot
expand their own privileges. - Contained by design. Tools run without a per-action approval click.
Containment comes from defense in depth: page and third-party content
reaches the model only inside<untrusted_*>wrappers (prompt-injection
defense), tools are classified read vs. write with cross-session write
locks, and each session is sandboxed (its own port, pinned tabs, and CDP
owner token). CDP keyboard injection is off until you opt in. - Multi-session, durable. Conversations survive Service Worker
restarts; archived sessions evict on storage pressure (LRU + 30-day hard
delete). - Side panel, not pop-up. Pie lives in Chrome's side panel and stays
open while you browse — chat, run agent tasks, manage tabs without
losing context. - BYOK. Bring your own API key from any of eleven LLM providers.
Encrypted at rest with AES-GCM inchrome.storage.local. No Pie
backend, no telemetry, no proxy. See PRIVACY.md.
Features
Page understanding
Ask questions about the page you're on. Pie extracts visible text (with
hardened scrubbing of credential fields) and sends only that to the LLM.
Page snippets are wrapped in <untrusted_*> markers in the prompt to
defeat prompt-injection attempts from page DOM.
Agent automation with tool calling
Describe a task in natural language. The LLM plans steps and executes
them through Pie's tool registry, using your provider's native
tool-calling protocol — Anthropic tool_use blocks for Claude, OpenAIfunction_calling for everyone else. The built-in toolset covers:
- DOM actions — click, type, select, scroll, structured snapshot of
interactive elements (links, buttons, inputs) - Cross-tab tools — list, activate, close, group / ungroup, move,
fetch readable content from another tab - CDP keyboard (opt-in, off by default) —
Input.dispatchKeyEvent
andInput.insertTextfor canvas-based editors like Lark Docs and
Google Docs, where standard DOM events are not honored - Skill meta-tools — the agent can create / update / delete / list
its own skills (see Skill system below)
Three cross-tab skills ship built-in: auto_group_tabs,close_duplicate_tabs, close_inactive_tabs.
Skill system
Skills are saved prompt templates with explicit tool whitelists. Open
Settings → Skills to create, edit, or delete your own — name, prompt
template, parameter JSON schema, and the exact set of tools that skill
is allowed to call. Run any skill from chat by typing /skill_name.
The agent itself can author skills via create_skill / update_skill /delete_skill meta-tools — useful for capturing a workflow the model
just walked through, so it can be replayed in the next session. An
agent-authored skill is tagged with author='agent' and is bound by the
same capability-grant invariants below — it can only call tools it was
explicitly granted and cannot widen its own privileges.
A skill cannot escape its declared tool whitelist. Eight capability-grant
invariants are enforced on every skill mutation — hard size caps (≤8 KB
prompt template, ≤2 KB parameter schema), forbidden meta-tool nesting,
1 MB per-installation storage budget, name validation against the live
tool registry — so a runaway skill cannot widen its own privileges.
Safety model
Pie runs tools directly — there is no per-action approval card in the hot
path. Safety is layered instead:
- Prompt-injection containment. Page content, tab metadata, and skill
arguments reach the model only inside<untrusted_*>wrappers, and never
in the system prompt — so text in a page's DOM can't be read as a trusted
instruction. - Read vs. write tool classes. Every tool is declared read or write at
build time. Write-class tools are blocked from touching a tab another
session has pinned (cross-session write lock), so concurrent sessions
can't corrupt each other. - Per-session sandbox. Each session has its own streaming port, its own
set of pinned tabs, and a CDP owner token, so one task can't hijack
another's tab or debugger session. - CDP keyboard injection is off by default — you opt in from Settings
before it can attach at all. - Skills can't self-escalate — enforced by the capability-grant
invariants above.
The one approval you'll still see is at resume time: if you pause a
task and its pinned tab was closed or navigated to a different origin, Pie
shows a drift card before continuing rather than acting on the wrong page.
Supported providers
| Provider | Notes |
|---|---|
| Anthropic Claude | Native API + native tool_use |
| OpenAI | OpenAI function_calling |
| Gemini | Native API |
| OpenRouter | OpenAI-compatible |
| DeepSeek | Anthropic-compatible |
| MiniMax | Anthropic-compatible |
| GLM(Zhipu) | OpenAI-compatible |
| Bailian | OpenAI-compatible |
| Mimo(Xiaomi) | Anthropic-compatible |
| Moonshot(Kimi) | OpenAI-compatible · International api.moonshot.ai / China api.moonshot.cn (pick the matching entry to select region) |
| StepFun | Anthropic-compatible |
Adding a provider is a registry entry plus a host permission. Local
Ollama is on the roadmap.
Install
Pie ships in two end-user channels and one source-build channel. Pick
whichever fits.
Requires a Chromium-based browser with side-panel support — Chrome 114+,
Edge, Brave, Arc, etc.
Option 1 — Chrome Web Store (recommended)
Install from the Chrome Web Store — click Add to Chrome, then pin Pie to the toolbar. Chrome keeps it up to date automatically.
Option 2 — GitHub Release zip (unpacked install)
For users who prefer to install the same artifact without the Web Store
(e.g. an offline, self-managed, or policy-restricted setup):
- Download the latest
pie-x.y.z.zipfrom the
Releases page - Unzip it to a directory you'll keep around (Chrome reads from this
directory at runtime — don't delete it after install) - Open
chrome://extensions - Enable Developer mode (top right)
- Click Load unpacked and select the unzipped directory
- Pin Pie to the toolbar; click the icon to open the side panel
Upgrading without data loss
Chrome derives the extension ID from the unpacked directory's path, and
your sessions / encrypted API keys / Skills are scoped to that ID inchrome.storage.local. To carry them across releases, upgrade in
place — don't unzip the new release to a different folder.
- Open
chrome://extensionsand find Pie's card. Note the unpacked
directory path (shown under the card, or via Details → "Source") - Delete the contents of that directory, but keep the directory itself
- Unzip the new
pie-x.y.z.zipinto that same directory - Click the ↻ reload icon on Pie's card
⚠️ Do not click Remove on the old card. Remove drops the
extension'schrome.storage.localalong with the encrypted API keys
and chat history. If you already removed it, re-add provider keys
from Settings; chat history can't be recovered.
Web Store users (Option 1) skip this section — Chrome auto-updates the
extension and storage carries over automatically.
Option 3 — Build from source (contributors)
If you want HMR, are sending a PR, or just don't trust prebuilt
binaries:
git clone https://github.com/WiseriaAI/pie-ai-agent.git
cd Pie
pnpm install
pnpm build
Then load the generated dist/ directory as an unpacked extension
(steps 3–6 above). For the inner dev loop see Development
below.
Configuration
- Open the side panel and switch to the Settings tab
- Add a provider entry — paste your API key, choose a model
- Switch back to Chat and send a message
Your key is encrypted before it lands in chrome.storage.local. The
encryption key itself is generated locally on first run and never leaves
the device.
Privacy & security
- BYOK: your API key never leaves the device, except as an
Authorization
header on direct provider API calls - All page content delivered to the LLM is wrapped in
<untrusted_*>tags,
hardening against prompt injection from page DOM - Tools run without a per-action approval prompt; containment comes from
read/write tool classes with cross-session write locks and per-session
sandboxing (isolated port, pinned tabs, CDP owner token) - No telemetry, no analytics, no third parties
Full policy: PRIVACY.md.
Development
pnpm install
pnpm dev # Vite dev server with HMR
pnpm test # Vitest, single run
pnpm test:watch # Vitest, watch mode
pnpm build # Production build to dist/
When developing, load the unpacked extension from dist/ (after the firstpnpm dev run), and click the Reload button in chrome://extensions
after each service-worker change.
Tech stack
- Chrome Extension Manifest V3
- React 19 + TypeScript 6
- TailwindCSS 4 (Vite plugin, no config file)
- Vite 8 +
@crxjs/vite-plugin2.4 - pnpm
Project layout
| Path | Purpose |
|---|---|
src/background/ |
Service Worker — message routing, agent loop dispatch, keep-alive |
src/sidepanel/ |
React side-panel UI (Chat, Settings, session drawer) |
src/lib/model-router/ |
Unified LLM interface; per-provider streaming + tool calling |
src/lib/agent/ |
ReAct loop, tool registry, read/write tool classification, untrusted-content wrappers, prompt builder |
src/lib/dom-actions/ |
Self-contained DOM action functions injected via executeScript |
src/lib/skills/ |
Skill framework: types, storage, built-in skills |
src/lib/sessions/ |
Session lifecycle: persistence, archive, multi-session sandbox |
Architectural notes and invariant traces live in docs/solutions/. The
project's compound-engineering notes and contributor guidance are inCLAUDE.md.
Roadmap
See docs/ROADMAP.md for the deferred-milestone
backlog. Highlights:
- Local model support via Ollama
- Keyboard shortcuts
- Page-URL-matched skill auto-trigger
- Operation recording → skill autogeneration
Versioning & releases
Pie follows Semantic Versioning. Release notes live
in CHANGELOG.md.
License
Licensed under the Apache License, Version 2.0 — © 2026 Pie Project Contributors.
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