Kuri – Zig based agent-browser alternative

Hacker News Top 04/22/26, 02:15 AM Tools

Summary

Kuri is a Zig-based browser-automation toolkit targeting AI agents, offering a 464 KB binary with ~3 ms cold start and 16% lower token usage per workflow cycle versus agent-browser.

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Cached at: 04/22/26, 05:43 AM

justrach/kuri

Source: https://github.com/justrach/kuri

Kuri

Kuri 🌰

Browser automation & web crawling for AI agents. Written in Zig. Zero Node.js.

CDP automation · A11y snapshots · HAR recording · Standalone fetcher · Interactive terminal browser · Agentic CLI · Security testing

Quick Start · Benchmarks · kuri-agent · Security Testing · API · Changelog

Why teams switch to Kuri: 464 KB binary, ~3 ms cold start. On Google Flights, a full agent loop (go→snap→click→snap→eval) costs 4,110 tokens vs 4,880 for agent-browser — 16% less per cycle, compounding across multi-step tasks.

Why Kuri Wins for Agents

Most browser tooling was built for QA engineers. Kuri is built for agent loops: read the page, keep token cost low, act on stable refs, and move on.

The product story is not “most commands.” It is “useful state from real pages at the lowest model cost.”
A tiny output only counts if the page actually rendered. Empty-shell output is a failure mode, not a win.
The best proof is same-page, same-session, same-tokenizer comparisons.

Snapshot tokens: Google Flights `SIN → TPE`

Same Chrome session, measured with tiktoken cl100k_base. Run ./bench/token_benchmark.sh to reproduce.

Tool / Mode	Bytes	Tokens	vs `kuri`	Note
`kuri snap` (compact)	13,479	4,328	baseline
`kuri snap --interactive`	7,024	1,927	0.4x	Best for agent loops
`kuri snap --json`	102,124	31,280	7.2x	Old default
`agent-browser snapshot`	17,103	4,641	1.1x
`agent-browser snapshot -i`	8,704	2,425	0.6x
`lightpanda semantic_tree`	67,830	26,244	6.1x	⚠ no JS — raw DOM
`lightpanda semantic_tree_text`	1,909	507	0.1x	⚠ no JS — empty shell

Full workflow cost: `go → snap → click → snap → eval`

Tool	Tokens per cycle
kuri-agent	4,110
agent-browser	4,880

kuri saves 16% tokens per workflow cycle — compounding across multi-step tasks.

Action responses are flat JSON ({"ok":true}) instead of nested CDP, which adds up: click = 9 tokens, back = 5 tokens, scroll = 5 tokens.

Why lightpanda scores low: Lightpanda can’t execute JS-heavy SPAs. Google Flights renders via client-side fetch() — lightpanda returns a 507-token empty nav shell with zero flight data. The low token count is a failed render, not efficiency.

Small binary, fast start

Measured on Apple M3 Pro, macOS 15.3. kuri built with -Doptimize=ReleaseFast. agent-browser v0.20.0.

                        agent-browser        kuri             delta
                        (v0.20)              (v0.2)
─────────────────────────────────────────────────────────────────────
CLI binary              6.0 MB               464 KB           13× smaller
Cold start (--version)  3.4 ms               3.0 ms           ~same
Install (npm)           33 MB                3.3 MB (3 bins)  10× smaller
Commands                140+                 40+ endpoints    different focus
Standalone fetcher      ❌                    ✅ kuri-fetch     no Chrome needed
Terminal browser        ❌                    ✅ kuri-browse    interactive REPL
JS engine (no Chrome)   ❌                    ✅ QuickJS        SSR-style DOM
HTTP API server         ❌ (CLI only)         ✅ kuri           thread-per-conn

agent-browser exposes a broader browser-control surface. Kuri is intentionally narrower: a lightweight HTTP API and CLI stack optimized for agent integration, token economy, and deployment simplicity.

The Problem

Every browser automation tool drags in Playwright (~300 MB), a Node.js runtime, and a cascade of npm dependencies. Your AI agent just wants to read a page, click a button, and move on. Kuri is a single Zig binary. Four modes, zero runtime:

kuri           →  CDP server (Chrome automation, a11y snapshots, HAR)
kuri-fetch     →  standalone fetcher (no Chrome, QuickJS for JS, ~2 MB)
kuri-browse    →  interactive terminal browser (navigate, follow links, search)
kuri-agent     →  agentic CLI (scriptable Chrome automation + security testing)

⚡ Quick Start

Requirements: Zig ≥ 0.15.1 · Chrome/Chromium (for CDP mode)

git clone https://github.com/justrach/kuri.git
cd kuri

zig build              # build everything
zig build test         # run 230+ tests

# CDP mode — launches Chrome automatically
./zig-out/bin/kuri

# Standalone mode — no Chrome needed
./zig-out/bin/kuri-fetch https://example.com

# Interactive browser — browse from your terminal
./zig-out/bin/kuri-browse https://example.com

First run, shortest path

# start the server; if CDP_URL is unset, kuri launches managed Chrome for you
./zig-out/bin/kuri

# discover tabs from that managed browser
curl -s http://127.0.0.1:8080/discover

# inspect the discovered tab list
curl -s http://127.0.0.1:8080/tabs

If you already have Chrome running with remote debugging, set CDP_URL to either the WebSocket or HTTP endpoint:

CDP_URL=ws://127.0.0.1:9222/devtools/browser/... ./zig-out/bin/kuri
# or
CDP_URL=http://127.0.0.1:9222 ./zig-out/bin/kuri

Browse vercel.com in 4 commands

# 1. Discover Chrome tabs
curl -s http://localhost:8080/discover
# → {"discovered":1,"total_tabs":1}

# 2. Get tab ID
curl -s http://localhost:8080/tabs
# → [{"id":"ABC123","url":"chrome://newtab/","title":"New Tab"}]

# 3. Navigate
curl -s "http://localhost:8080/navigate?tab_id=ABC123&url=https://vercel.com"

# 4. Get accessibility snapshot (token-optimized for LLMs)
curl -s "http://localhost:8080/snapshot?tab_id=ABC123&filter=interactive"
# → [{"ref":"e0","role":"link","name":"VercelLogotype"},
#    {"ref":"e1","role":"button","name":"Ask AI"}, ...]

🌐 HTTP API

All endpoints return JSON. Optional auth via KURI_SECRET env var.

Core

Path	Description
`GET /health`	Server status, tab count, version
`GET /tabs`	List all registered tabs
`GET /discover`	Auto-discover Chrome tabs via CDP
`GET /browdie`	🌰 (easter egg)

Browser Control

Path	Params	Description
`GET /navigate`	`tab_id`, `url`	Navigate tab to URL
`GET /tab/new`	`url`	Create a new tab
`GET /window/new`	`url`	Create a new window/tab target
`GET /snapshot`	`tab_id`, `filter`, `format`	A11y tree snapshot with `@eN` refs
`GET /text`	`tab_id`	Extract page text
`GET /screenshot`	`tab_id`, `format`, `quality`	Capture screenshot (base64)
`GET /action`	`tab_id`, `ref`, `kind`	Click/type/scroll by ref
`GET /evaluate`	`tab_id`, `expression`	Execute JavaScript
`GET /close`	`tab_id`	Close tab + cleanup

Content Extraction

Path	Description
`GET /markdown`	Convert page to Markdown
`GET /links`	Extract all links
`GET /dom/query`	CSS selector query
`GET /dom/html`	Get element HTML
`GET /pdf`	Print page to PDF

HAR Recording & API Replay

Path	Description
`GET /har/start?tab_id=`	Start recording network traffic
`GET /har/stop?tab_id=`	Stop + return HAR 1.2 JSON
`GET /har/status?tab_id=`	Recording state + entry count
`GET /har/replay?tab_id=&filter=api&format=all`	API map with curl/fetch/python code snippets

Navigation & State

Path	Description
`GET /back`	Browser back
`GET /forward`	Browser forward
`GET /reload`	Reload page
`GET /cookies`	Get cookies
`GET /cookies/delete`	Delete cookies
`GET /cookies/clear`	Clear all cookies
`GET /storage/local`	Get localStorage
`GET /storage/session`	Get sessionStorage
`GET /storage/local/clear`	Clear localStorage
`GET /storage/session/clear`	Clear sessionStorage
`GET /session/save`	Save browser session
`GET /session/load`	Restore browser session
`GET /session/list`	List saved browser sessions
`GET /auth/profile/save`	Save cookies + storage as a named auth profile
`GET /auth/profile/load`	Restore a named auth profile into a tab
`GET /auth/profile/list`	List saved auth profiles
`GET /auth/profile/delete`	Delete a saved auth profile
`GET /debug/enable`	Enable in-page debug HUD and optional freeze mode
`GET /debug/disable`	Disable in-page debug HUD
`GET /headers`	Set custom request headers
`GET /perf/lcp`	Capture Largest Contentful Paint timing, optionally after navigation

On macOS, auth profile secrets are stored in the user Keychain. On other platforms, Kuri falls back to .kuri/auth-profiles/.

url and expression query params are percent-decoded by the server, so encoded values like https%3A%2F%2Fexample.com are accepted.

Advanced

Path	Description
`GET /diff/snapshot`	Delta diff between snapshots
`GET /emulate`	Device emulation
`GET /geolocation`	Set geolocation
`POST /upload`	File upload
`GET /script/inject`	Inject JavaScript
`GET /intercept/start`	Start request interception
`GET /intercept/stop`	Stop interception
`GET /screenshot/annotated`	Screenshot with element annotations
`GET /screenshot/diff`	Visual diff between screenshots
`GET /screencast/start`	Start screencast
`GET /screencast/stop`	Stop screencast
`GET /video/start`	Start video recording
`GET /video/stop`	Stop video recording
`GET /console`	Get console messages
`GET /stop`	Stop page loading
`GET /get`	Direct HTTP fetch (server-side)
`GET /scrollintoview`	Scroll a referenced element into view
`GET /drag`	Drag from one ref to another
`GET /keyboard/type`	Type text with key events
`GET /keyboard/inserttext`	Insert text directly
`GET /keydown`	Dispatch a keydown event
`GET /keyup`	Dispatch a keyup event
`GET /wait`	Wait for ready state or element conditions
`GET /tab/close`	Close a tab
`GET /highlight`	Highlight an element by ref or selector
`GET /errors`	Get page/runtime errors
`GET /set/offline`	Toggle offline network emulation
`GET /set/media`	Set emulated media features
`GET /set/credentials`	Set HTTP basic auth credentials
`GET /find`	Find text matches in the current page
`GET /trace/start`	Start Chrome tracing
`GET /trace/stop`	Stop tracing and return trace data
`GET /profiler/start`	Start JS profiler
`GET /profiler/stop`	Stop JS profiler
`GET /inspect`	Inspect an element or page state
`GET /set/viewport`	Set viewport size
`GET /set/useragent`	Override user agent
`GET /dom/attributes`	Get element attributes
`GET /frames`	List frame tree
`GET /network`	Inspect network state/requests

🛡️ Stealth & Bot Evasion

Kuri applies anti-detection patches automatically on startup — no manual config needed.

What’s applied

Page.addScriptToEvaluateOnNewDocument — stealth patches run before any page JS
navigator.webdriver = false — hides automation flag at Chromium level (--disable-blink-features=AutomationControlled)
WebGL/Canvas/AudioContext spoofing — defeats fingerprint-based detection
UA rotation — 5 realistic Chrome/Safari/Firefox user agents
chrome.csi/chrome.loadTimes — stubs for Akamai-specific checks

Bot block detection

Navigate auto-detects blocks and returns structured fallback:

curl -s "http://localhost:8080/navigate?tab_id=ABC&url=https://protected-site.com"
# If blocked:
# {"blocked":true,"blocker":"akamai","ref_code":"0.7d...",
#  "fallback":{"suggestions":["Open URL directly in browser","Use KURI_PROXY"]}}
# If ok: normal CDP response

Detects: Akamai, Cloudflare, PerimeterX, DataDome, generic captcha.

Proxy support

KURI_PROXY=socks5://user:pass@residential-proxy:1080 ./zig-out/bin/kuri
KURI_PROXY=http://proxy:8080 ./zig-out/bin/kuri

Tested sites

Site	Protection	Result
Singapore Airlines	Akamai WAF	✅ Bypassed (was blocked before v0.4)
Shopee SG	Custom anti-fraud	✅ Page loads, redirects to login
Google Flights	None	✅ Full interaction
Booking.com	PerimeterX	⚠️ Needs proxy

🔧 kuri-fetch

Standalone HTTP fetcher — no Chrome, no Playwright, no npm. Ships as a ~2 MB binary with built-in QuickJS for JS execution.

zig build fetch    # build + run

# Default: convert to Markdown
kuri-fetch https://example.com

# Extract links
kuri-fetch -d links https://news.ycombinator.com

# Structured JSON output
kuri-fetch --json https://example.com

# Execute inline scripts via QuickJS
kuri-fetch --js https://example.com

# Write to file, quiet mode
kuri-fetch -o page.md -q https://example.com

# Pipe-friendly: content → stdout, status → stderr
kuri-fetch -d text https://example.com | wc -w

Features

5 output modes — markdown, html, links, text, json
QuickJS JS engine — --js executes inline <script> tags
DOM stubs — document.querySelector, getElementById, window.location, document.title, console.log, setTimeout (SSR-style)
SSRF defense — blocks private IPs, metadata endpoints, non-HTTP schemes
Colored output — respects NO_COLOR, TERM=dumb, --no-color, TTY detection
File output — -o / --output with byte count + timing summary
Custom UA — --user-agent flag
Quiet mode — -q suppresses stderr status

🌐 kuri-browse

Interactive terminal browser — browse the web from your terminal. No Chrome needed.

zig build browse   # build + run

kuri-browse https://example.com

🌰 kuri-browse — terminal browser
→ loading https://example.com

# Example Domain
This domain is for use in documentation examples...
Learn more [1]

───── Links ─────
  [1] https://iana.org/domains/example

✓ 528 bytes, 1 links (133ms)
[nav] https://example.com> 1     ← type 1 to follow the link

Commands

Command	Action
`<number>`	Follow link [N]
`<url>`	Navigate (if contains `.`)
`:go <url>`	Navigate to URL
`:back`, `:b`	Go back in history
`:forward`, `:f`	Go forward
`:reload`, `:r`	Re-fetch current page
`:links`, `:l`	Show link index
`/<term>`	Search in page (highlights matches)
`:search <t>`	Search in page
`:n`, `:next`	Re-highlight search
`:history`	Show navigation history
`:help`, `:h`	Show all commands
`:quit`, `:q`	Exit

Features

Colored markdown rendering — headings, links, code blocks, bold, blockquotes
Numbered links — every link gets [N], type the number to follow it
Navigation history — back/forward like a real browser
In-page search — /term highlights all matches
Relative URL resolution — follows links naturally across pages
Smart filtering — skips javascript: and mailto: hrefs

🤖 kuri-agent

Scriptable CLI for Chrome automation — drives the browser command-by-command from your terminal or shell scripts. Shares session state across invocations via ~/.kuri/session.json.

zig build agent   # build kuri-agent

# 1. Find a Chrome tab
kuri-agent tabs
# → ws://127.0.0.1:9222/devtools/page/ABC123  https://example.com

# 2. Attach to it
kuri-agent use ws://127.0.0.1:9222/devtools/page/ABC123

# 3. Navigate + interact
kuri-agent go https://example.com
kuri-agent snap --interactive        # → [{"ref":"e0","role":"link","name":"More info"}]
kuri-agent click e0
kuri-agent shot                      # saves ~/.kuri/screenshots/<ts>.png

Commands

Command	Description
`tabs [--port N]`	List Chrome tabs
`use <ws_url>`	Attach to a tab (saves session)
`status`	Show current session
`go <url>`	Navigate to URL
`snap [--interactive] [--text] [--depth N]`	A11y snapshot, saves `@eN` refs
`click <ref>`	Click element by ref
`type <ref> <text>`	Type into element
`fill <ref> <text>`	Fill input value
`select <ref> <value>`	Select dropdown option
`eval <js>`	Evaluate JavaScript
`text [selector]`	Get page text
`shot [--out file.png]`	Screenshot
`cookies`	List cookies with security flags
`headers`	Check security response headers
`audit`	Full security audit

🔒 Security Testing

kuri-agent supports browser-native security trajectories — log in once, then run reconnaissance and header/cookie audits without leaving the terminal.

Trajectories

Enumerate → Inspect — after authenticating, dump auth cookies and check security flags:

kuri-agent go https://target.example.com/login
kuri-agent snap --interactive
kuri-agent fill e2 myuser
kuri-agent fill e3 mypassword
kuri-agent click e4                  # submit login

kuri-agent cookies
# cookies (3):
#   session_id  domain=.example.com path=/  [Secure] [HttpOnly] [SameSite=Strict]
#   csrf_token  domain=.example.com path=/  [Secure] [!HttpOnly]
#   tracking    domain=.example.com path=/  [!Secure] [!HttpOnly]

Header audit — check what security headers the target sends:

kuri-agent go https://target.example.com
kuri-agent headers
# → {"url":"https://...","status":200,"headers":{
#     "content-security-policy":"default-src 'self'",
#     "strict-transport-security":"max-age=31536000",
#     "x-frame-options":"(missing)",
#     "x-content-type-options":"nosniff", ...}}

Full audit — HTTPS, missing headers, JS-visible cookies in one shot:

kuri-agent audit
# → {"protocol":"https:","url":"https://...","score":6,
#     "issues":["MISSING:x-frame-options","COOKIES_EXPOSED_TO_JS:2"],
#     "headers":{"content-security-policy":"default-src 'self'", ...}}

Cross-account trajectory — use eval to replay API calls with different tokens:

# After login, grab the auth token from localStorage
kuri-agent eval "localStorage.getItem('token')"

# Probe a resource ID with the current session
kuri-agent eval "fetch('/api/assessments/42').then(r=>r.status)"

# Check for IDOR: does a different user's resource return 200 or 403?
kuri-agent eval "fetch('/api/assessments/99').then(r=>r.status)"

Trajectory Report Format

kuri-agent outputs JSON suitable for pipeline integration. Each security command emits a single JSON line — pipe through jq for triage:

kuri-agent audit | jq '.issues[]'
kuri-agent cookies | head -20
kuri-agent headers | jq '.headers | to_entries[] | select(.value == "(missing)") | .key'

🏗 Architecture

┌──────────────────────────────────────────────────────────┐
│                     HTTP API Layer                        │
│         (std.http.Server, thread-per-connection)          │
├──────────────┬──────────────────┬────────────────────────┤
│   Browser    │  Crawler Engine  │   kuri-fetch / browse   │
│   Bridge     │                  │   (standalone CLIs)     │
├──────────────┼──────────────────┼────────────────────────┤
│ CDP Client   │ URL Validator    │ std.http.Client         │
│ Tab Registry │ HTML→Markdown    │ QuickJS JS Engine       │
│ A11y Snapshot│ Link Extractor   │ DOM Stubs (Layer 3)     │
│ Ref Cache    │ Text Extractor   │ SSRF Validator          │
│ HAR Recorder │                  │ Colored Renderer        │
│ Stealth JS   │                  │ History + REPL          │
├──────────────┴──────────────────┴────────────────────────┤
│  Chrome Lifecycle Manager                                 │
│  (launch, health-check, auto-restart, port detection)     │
└──────────────────────────────────────────────────────────┘

Memory Model

Arena-per-request — all per-request memory freed in one deinit() call
No GC — GeneralPurposeAllocator in debug mode catches every leak
Proper cleanup chains — Launcher → Bridge → CdpClients → HarRecorders → Snapshots → Tabs
errdefer guards — partial failures roll back cleanly

Chrome Lifecycle

Mode	Behavior
Managed (no `CDP_URL`)	Launches Chrome headless, finds free CDP port, supervises, auto-restarts on crash (max 3 retries), kills on shutdown
External (`CDP_URL` set)	Connects to existing Chrome, health-checks via `/json/version`, does NOT kill on shutdown

📁 Structure

kuri/
├── build.zig                  # Build system (Zig 0.15.2)
├── build.zig.zon              # Package manifest + QuickJS dep
├── src/
│   ├── main.zig               # CDP server entry point
│   ├── fetch_main.zig         # kuri-fetch CLI entry point
│   ├── browse_main.zig        # kuri-browse CLI entry point
│   ├── js_engine.zig          # QuickJS wrapper + DOM stubs
│   ├── bench.zig              # Benchmark harness
│   ├── chrome/
│   │   └── launcher.zig       # Chrome lifecycle manager
│   ├── server/
│   │   ├── router.zig         # HTTP route dispatch (40+ endpoints)
│   │   ├── middleware.zig     # Auth (constant-time comparison)
│   │   └── response.zig      # JSON response helpers
│   ├── bridge/
│   │   ├── bridge.zig         # Central state (tabs, CDP, HAR, snapshots)
│   │   └── config.zig         # Env var configuration
│   ├── cdp/
│   │   ├── client.zig         # CDP WebSocket client
│   │   ├── websocket.zig      # WebSocket frame codec
│   │   ├── protocol.zig       # CDP method constants
│   │   ├── actions.zig        # High-level CDP actions
│   │   ├── stealth.zig        # Bot detection bypass
│   │   └── har.zig            # HAR 1.2 recorder
│   ├── snapshot/
│   │   ├── a11y.zig           # A11y tree with interactive filter
│   │   ├── diff.zig           # Snapshot delta diffing
│   │   └── ref_cache.zig      # @eN ref → node ID cache
│   ├── crawler/
│   │   ├── validator.zig      # SSRF defense, URL validation
│   │   ├── markdown.zig       # HTML → Markdown (SIMD tag counting)
│   │   ├── fetcher.zig        # Page fetching
│   │   ├── extractor.zig      # Readability extraction
│   │   └── pipeline.zig       # Parallel crawl pipeline
│   ├── storage/
│   │   ├── local.zig          # Local file writer
│   │   └── r2.zig             # R2/S3 uploader
│   ├── util/
│   │   └── json.zig           # JSON helpers
│   └── test/
│       ├── harness.zig        # Test HTTP client
│       ├── integration.zig    # Integration tests
│       └── merjs_e2e.zig      # E2E tests
└── js/
    ├── stealth.js             # Bot detection bypass
    └── readability.js         # Content extraction

⚙️ Configuration

Env Var	Default	Description
`HOST`	`127.0.0.1`	Server bind address
`PORT`	`8080`	Server port
`CDP_URL`	(none)	Connect to existing Chrome (`ws://...` or `http://127.0.0.1:9222`)
`KURI_SECRET`	(none)	Auth secret for API requests
`STATE_DIR`	`.kuri`	Session state directory
`REQUEST_TIMEOUT_MS`	`30000`	HTTP request timeout
`NAVIGATE_TIMEOUT_MS`	`30000`	Navigation timeout
`STALE_TAB_INTERVAL_S`	`30`	Stale tab cleanup interval
`NO_COLOR`	(none)	Disable colored CLI output

💰 Token Cost

For a 50-page monitoring task (from Pinchtab benchmarks):

Method	Tokens	Cost ($)	Best For
`/text`	~40,000	$0.20	Read-heavy (13× cheaper than screenshots)
`/snapshot?filter=interactive`	~180,000	$0.90	Element interaction
`/snapshot` (full)	~525,000	$2.63	Full page understanding
`/screenshot`	~100,000	$1.00	Visual verification

🤝 Contributing

Open an issue before submitting a large PR so we can align on the approach.

git clone https://github.com/justrach/kuri.git
cd kuri
zig build test         # 230+ tests must pass
zig build test-fetch   # kuri-fetch tests (66 tests)
zig build test-browse  # kuri-browse tests

See CONTRIBUTORS.md for guidelines.

Credits

Project	What we borrowed
agent-browser	`@eN` ref system, snapshot diffing, HAR recording patterns
Pinchtab	Browser control architecture for AI agents
Pathik	High-performance crawling patterns
QuickJS-ng via mitchellh/zig-quickjs-ng	JS engine for `kuri-fetch`
Lightpanda	Zig-native headless browser pioneer, CDP compatibility patterns
Zig 0.15.2	The whole stack

License

Apache-2.0

justrach/kuri

Kuri 🌰

Why Kuri Wins for Agents

Snapshot tokens: Google Flights SIN → TPE

Full workflow cost: go → snap → click → snap → eval

Small binary, fast start

The Problem

⚡ Quick Start

First run, shortest path

Browse vercel.com in 4 commands

🌐 HTTP API

Core

Browser Control

Content Extraction

HAR Recording & API Replay

Navigation & State

Advanced

🛡️ Stealth & Bot Evasion

What’s applied

Bot block detection

Proxy support

Tested sites

🔧 kuri-fetch

Features

🌐 kuri-browse

Commands

Features

🤖 kuri-agent

Commands

🔒 Security Testing

Trajectories

Trajectory Report Format

🏗 Architecture

Memory Model

Chrome Lifecycle

📁 Structure

⚙️ Configuration

💰 Token Cost

🤝 Contributing

Credits

License

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Snapshot tokens: Google Flights `SIN → TPE`

Full workflow cost: `go → snap → click → snap → eval`