AginxBrowser
AginxBrowser
The Browser for AI Agents. See the live web. Read it. Act on it. Remember it.
A browser built for agents from the first line of code — not a human browser bolted onto automation. See the world, read it, search it, act on it, and keep what you read: one Rust binary with built-in V8, no Chromium required.
Humans have Chrome. Agents have AginxBrowser.
One binary, zero dependencies, instant service. HTTP API + native MCP + CDP — agents plug in and go, and existing Playwright / Puppeteer / browser-use code attaches directly.
Real pages rendered by AginxBrowser's diting engine (no Chromium) — Wikipedia, this repo, Rust. Screenshot it yourself →

Why Agents Need Their Own Browser
Measured against headless Chrome on the same 20 pages, same network (bench, 2026-08-28): 7.6× faster to agent-usable text (p50 532 ms vs 4 053 ms), ~10× less memory (227 MB for the whole process vs ~2.1 GB per Chrome page), and 0 hard failures where Chrome's --dump-dom produced no DOM on 5 of 40 loads. An agent's total cost is browser efficiency × model efficiency — this is the browser half.
Existing "browser automation" was built for humans or for one-shot scraping — not for agents:
AginxBrowser | Puppeteer/Playwright | Firecrawl | Browser-use | |
Designed for | Agents first | Human debugging | Scraping service | LLM wrapper |
Dependencies | Single binary, no Chromium | Chromium ~500MB | Docker ~1GB | Chromium |
Sees (screenshots) | ✅ built-in diting rendering engine | Needs Chromium | ❌ | Needs Chromium |
Reads | markdown + js_extract + fetch receipts | DIY | markdown | DIY |
Writes documents | ✅ | ❌ | ❌ | ❌ |
Finds (search) | ✅ 15 engines, 7 categories, merged | ❌ | ❌ | ❌ |
Acts | indexed session interaction | DevTools API | ❌ | LLM-driven |
Remembers | ✅ local fetch/search cache (SQLite FTS5) | ❌ | crawl cache | ❌ |
Protocol | HTTP + native MCP + CDP | Node API | HTTP | Python |
TLS fingerprints | ✅ Chrome/Firefox/Safari/Edge | Plugin required | ❌ | ❌ |
CAPTCHA | ✅ detect + auto-wait + optional 2captcha | DIY | ❌ | ❌ |
Interactive sessions | ✅ persistent | ✅ | ❌ | ✅ |
An agent needs five things from a browser: see, read, find, act, remember. One binary covers them all — systemd-friendly, MCP-native for Claude/Cursor, zero dependencies.
Core advantage: no Chromium. AginxBrowser inlines a full browser engine (V8 + Rust HTTP stack + the diting CSS/layout/paint rendering engine, with the Blitz/Stylo/Taffy lineage as its reference implementation). No Puppeteer, no Chrome, no Docker. One Rust binary under systemd is your agent browsing infrastructure.
Three Things Stateless Renderers Can't Do
Most new "agent browsers" are stateless, fingerprint-less one-shot renderers — fine for public pages, dead on arrival against Cloudflare or login flows. AginxBrowser goes the opposite way:
🔐 Real TLS fingerprints — stealth mode replicates the complete Chrome145 / Firefox133 / Safari / Edge TLS handshakes via BoringSSL (not just a UA string), switchable per request; Cloudflare Turnstile challenges wait automatically for
cf_clearance. Fingerprint-less engines eat 403s — we get through.🤝 Stateful interactive sessions — login state injectable and exportable (
session_create(cookies=...)↔session_cookies), surviving pagination and multi-step flows;persistent: trueeven survives idle eviction and server restarts — the same session id comes back logged in. One-shot engines throw state away.🔌 MCP native — 31 tools as first-class citizens (not a CDP shim). Claude Code / Cursor / Claude Desktop connect in one line. HTTP + MCP dual protocol — plus a CDP bridge, so the DevTools ecosystem works too.
Reference point: Cloudflare's Kitesurf explicitly ships neither real TLS-fingerprint negotiation nor persistent auth sessions — anti-bot and login territory is exactly where AginxBrowser plays.
Apache-2.0 open source, single binary — self-host today, no cloud lock-in.
Every Fetch Is a Receipt
Agents act on what a browser tells them, so the response reports what actually happened — not just "got a 200":
tier— which path served the page: plain HTTP (~100 ms) or the V8-rendered browser tier. An agent can see why a fetch was fast or slow.redirected_from— the full redirect trail.redirected_from[0]is the URL you asked for,urlis where the content actually came from — requested paired with effective, every hop visible.content_hash+changed_since_prev— every fetch is hashed; consecutive samples of the same URL can be diffed. A rate-limited origin serving the same frozen 200 body for days reads aschanged_since_prev: false— the cheapest drift detector there is.captcha_event— when a challenge page was detected (and solved, if a solver is configured), the response says so instead of handing over a challenge page as if it were content.
The local cache builds on the same idea: search hits come back with [§ heading] section prefixes so an agent knows where on the page a hit landed, and ranking fuses keyword relevance with freshness.
Capabilities
Tiered rendering: static pages over plain HTTP (~100ms); V8 spins up only when JS rendering is needed (~1-2s) — 90% of the bench page set served without spinning up V8 at all; every response reports which tier served it (
tierfield)Multi-engine meta-search: general web (Baidu / Bing / Sogou / WeChat / Google / DuckDuckGo), news (Bing News), code (Stack Overflow, GitHub), packages (npm, PyPI), academic (arXiv), AI models (Hugging Face) — 15 engines across 7 categories, queried concurrently, merged and deduplicated. Operators can plug a private Meilisearch index into the same
/search. Search → read in one stepImage search:
categories=imageshits Baidu/Bing image indexes and returns direct binaryimage_urllinks (downloadable straight to jpg/png) plussource_urlprovenanceInteractive sessions: persistent browser sessions with indexed interaction (
state/click/input/scroll/eval) — agents browse like humans do, andsession_exportturns what an agent figured out into a runnable curl replay script (zero model tokens on re-run). Session tools also cover the acting part:session_viewportsimulates device viewports (media queries respond),session_waitblocks on a selector or predicate with a timeout,session_screenshotrenders the live state,session_consolereplays the page's console ring, andsession_storageexports/restores cookies plus localStorage for login hand-offPlayback-link sniffer:
session_network(filter=media)extracts the m3u8/mp4/dash URLs a page's player actually requested at runtime — links found only in page HTML are often decoys, so the request log is the source of truth.GET /session/{id}/harexports the same traffic as HAR 1.2 (retained bodies included)CDP bridge:
/json/version+/devtools/{kind}/{id}WebSocket —chromium.connectOverCDP()from Playwright, Puppeteer, or browser-use attaches with one line (integration guide). DevTools ecosystem compatibility without becoming a CDP shimFile download: streaming to disk (no memory buffering), SHA-256 integrity, resume of interrupted transfers — for binaries, archives, datasets
Local cache that remembers: every fetch/search lands in SQLite (FTS5) at
~/.aginxbrowser/cache.db. Thecachetool re-answers from what the agent already read instead of re-paying network time: full-text search with CJK substring matching, keyword × freshness fusion ranking,[§ heading]section-aware snippets, per-URL content hashes for drift detection, TTL-bounded, per-session scoping for shared deploymentsCAPTCHA handling: type detection with automatic Cloudflare challenge wait and optional 2captcha integration — search never stalls on verification pages
JS data extraction:
js_extractpullswindow.__INITIAL_STATE__and other structured data out of SPAsDocument generation:
render_markdownturns markdown into a deterministic, self-contained HTML artifact — the document layer, so agents never write HTML by hand. Prose rides a plain offline shell (no fonts, no scripts); fencedarchifyblocks carry typed zero-coordinate diagram JSON (sequence / workflow / architecture / dataflow / lifecycle families) and render to inline SVG via the layout engine. Same input, same bytes — the receipt carries the sha256 so determinism is verifiable.theme(light/dark) andpreset(classic / signal-flow / blueprint / editorial) bake colors at generation time;quality: "showcase"is the delivery gate, grading route crossings, label clearance and rhythm without touching the artifact bytes. Guided-view tabs pluswindow.agxViewer(focus/ ego /route/reach) make the artifact interactive; withsession_idit loads into a live session and the reply grades how it fits the viewport (fits/tall/wide/oversized). Mermaid sources are the agent's job to translate into archify JSON, not the engine's. Diagram vocabulary adapted from archify (MIT)Screenshot rendering:
/screenshotendpoint (opt-in--features screenshot) paints the JS-rendered DOM with the diting rendering engine — pure CPU, no Chromium — to PNG. Vision input for agentsTimeline video:
/videoendpoint +render_videoMCP tool render a page's animation timelines to MP4 — the page's scripts register GSAP-style timelines inwindow.__timelines(duration()+pause(t)), each frame seeks tot=i/fpsand paints the viewport, and the frames pipe into ffmpeg (H.264, yuv420p). Deterministic by construction: no wall clock in the pixel values, same render twice = same MP4. Needs ffmpeg on PATHPage set (PDF/PNG/PPTX/DOCX):
/pdfendpoint +render_pdfMCP tool cut a rendered page into pages and package them — print mode paginates at top-level block boundaries (default A4 @96dpi, no half-cut text where a break can land on a block edge), slides mode makes one page per CSS-selector match sized to the element (an HTML deck with one.slideper page exports as a real deck). Image-based PDF: per-page JPEG via DCTDecode, hand-rolled PDF 1.4 writer, zero new dependencies. PPTX packages the same pages as one slide per page; DOCX as one page-sized section per page — both hand-rolled OOXML (stored-ZIP writer, fixed timestamps), byte-deterministic, zero new dependenciesTLS fingerprint spoofing: stealth mode impersonates Chrome145/Firefox133/Safari/Edge, switchable per request
MCP server:
--mcpmode exposes 31 tools (fetch/eval/search/download/cache + session + screenshot + video/pdf + docgen tools) — Claude Code / Claude Desktop / Cursor call them directlyFirecrawl compatible:
/v1/scrapeendpoint — existing Firecrawl clients migrate by changing the base URLDNS rebinding protection: built-in SSRF guard + post-resolution IP validation
A Browser, Not a Crawler
AginxBrowser exists for real-time retrieval: an agent arrives with a question, reads a handful of pages, leaves with the answer. It is not a crawling tool — and the product is shaped so it can't quietly become one:
robots.txt is not our gate. The RFC 9309 checker ships built in, but a real-time lookup layer isn't a crawler and doesn't do crawler etiquette by default; operators who want it set
AGINXBROWSER_HONOR_ROBOTS=1.No site-walking API. There is no crawl endpoint and no link-following recursion — every page load happens because an agent asked for that page.
Built-in budgets. Per-domain: 20 pages/minute. Per interactive session: 200 pages. Toggled via
AGINXBROWSER_DOMAIN_RATE_PER_MIN/AGINXBROWSER_SESSION_PAGE_LIMIT(0disables on your own instance). Generous for an agent grinding through docs or a console; fatal to the page-after-page crawl pattern, including subdomain rotation (one registrable domain, one budget).The hosted instance (browser.aginx.net) runs tighter budgets. Every user shares one egress IP, and keeping sites comfortable with that IP is part of the service. Self-host if you want different numbers.
Need to bulk-crawl a site? Use a crawler. This isn't one, and it won't become one.
What It's For
Not demos — real jobs agent browsers are doing today:
Grind through admin consoles — AWS / App Store Connect / Google Play, dozens of menu layers per task. Let the agent click; it comes back only when authorization is needed.
Batch actions behind login — fill carts, dig through order history, check pages that only render while logged in. Inject cookies, operate, export for reuse.
Past anti-bot walls — Cloudflare protection, Turnstile challenges, TLS fingerprint checks. Stealth mode pushes through instead of retreating at 403.
The Chinese internet — Baidu / Sogou / WeChat meta-search across 5 engines, correct Chinese page rendering. Not English-web-only.
On-the-spot scripting — agent reads the page, writes JS, evals it: highlighted comparison tables, reflowed content, product filters on hidden parameters. GreaseMonkey-on-steroids.
Multimodal vision — screenshots as visual input for look-and-judge flows: picking seats, recognizing layouts, verifying rendering.
Quick Start
Try the hosted instance first: https://browser.aginx.net/
One-command full install (SKILL.md trigger surface + MCP tools + verification):
# Download -> inspect the contents -> run only after review (never blind-run network scripts)
curl -fsSL https://raw.githubusercontent.com/yinnho/aginxbrowser/main/skill.sh -o skill.sh
less skill.sh
bash skill.shRegister MCP only:
claude mcp add aginxbrowser --transport http https://browser.aginx.net/mcpInstall the skill trigger surface via skills.sh:
npx skills add yinnho/aginxbrowserSelf-hosting:
# macOS / Linux via Homebrew
brew install yinnho/aginxbrowser/aginxbrowser
aginxbrowser doctor # features + fonts + egress self-check
# Docker (Docker Hub, mirrored on GHCR)
docker run -p 8089:8089 yinnho/aginxbrowser:latest
# (or ghcr.io/yinnho/aginxbrowser:latest)
# Or the prebuilt binary (platform detect + sha256 + mirror fallback + doctor self-check)
# macOS / Linux / Windows (git-bash; prebuilt Windows ships from v0.3.1, full `stealth`+`screenshot` feature set from v0.4.0)
# Cautious: download -> inspect -> run (never blind-run network scripts)
curl -fsSL https://browser.aginx.net/install.sh -o install.sh
less install.sh && bash install.sh
# Or straight in, if you trust the repo:
# curl -fsSL https://browser.aginx.net/install.sh | sh
# GitHub slow/blocked? AGINXBROWSER_GH_PROXY=https://ghfast.top/ bash install.sh
aginxbrowser doctor # features + fonts + egress self-check
# Or build from source (--features stealth,screenshot or you lose both)
cargo build --release --features stealth,screenshot
# Start the service
./target/release/aginxbrowser
# → Listening on 0.0.0.0:8089
# Verify
curl http://127.0.0.1:8089/health
# → {"status":"ok","engine":"diting"}
# Fetch a page
curl -sS -X POST http://127.0.0.1:8089/fetch \
-H "Content-Type: application/json" \
-d '{"url":"https://example.com"}'
# Search (snippets only by default; fetch_top grabs page bodies for the top N)
curl -sS -X POST http://127.0.0.1:8089/search \
-H "Content-Type: application/json" \
-d '{"q":"macbook price","max_results":5,"fetch_top":2,"max_chars_per":2000}'
# Create an interactive session
curl -sS -X POST http://127.0.0.1:8089/session/create \
-H "Content-Type: application/json" \
-d '{"url":"https://example.com"}'
# → {"session_id":"s_1","url":"https://example.com/"}
# MCP mode (for AI agents)
./target/release/aginxbrowser --mcpREST Routes
Every capability is plain HTTP — no SDK required. There is no /openapi.json (the routes are few enough to list here); full request/response fields for each route are in docs/API.md.
Method | Path | What it does |
GET |
| Liveness + build commit, UA, TLS, capabilities |
GET |
| Deep self-check: engines live, fonts, egress |
GET |
| Search engine catalog with live suspension state |
POST |
| Fetch a page → text/markdown/html. Params: |
POST |
| Multi-engine meta-search. Params: |
POST |
| Click a CSS selector on a page |
POST |
| Evaluate JavaScript on a page |
POST |
| Stream a file to disk (sha256, resume) |
POST |
| Render page → PNG ( |
POST |
| Render animation timelines → MP4 ( |
POST |
| Paginate page → PDF/PNG/PPTX/DOCX ( |
POST |
| Firecrawl-compatible scrape (+ |
POST |
| Start an interactive session (cookies/UA carried across calls) |
POST |
| Create a logged-in session from a DevTools "Copy as cURL" |
GET |
| Live sessions |
POST |
| Session actions |
GET |
| Session inspection |
GET |
| CDP bridge (Playwright/Puppeteer connect here) |
POST |
| MCP endpoint ( |
Two MCP tools have no REST route: cache (query the local fetch/search cache) and render_markdown (markdown → deterministic HTML artifact). Everything an agent does through MCP is callable over REST above.
Project Layout
aginxbrowser/
├── Cargo.toml
├── build.rs # V8 snapshot generation
├── js/
│ └── bootstrap.js # V8 bootstrap script
├── README.md
├── docs/
│ ├── API.md # Full API reference (HTTP + MCP)
│ └── integrations.md # CDP bridge: Playwright / Puppeteer / browser-use
├── bench/ # Benchmark harness + results (vs headless Chrome)
│ ├── README.md # methodology + numbers
│ ├── pages.txt # fixed 20-page set
│ ├── run.py # harness
│ ├── summarize.py # TSV → results table
│ └── results/ # raw run data
└── src/
├── main.rs # HTTP service entry & routing
├── server.rs # Business layer (fetch/click/eval/search)
├── session.rs # Interactive browser sessions
├── mcp.rs # MCP server (31 tools)
├── docgen/ # Document layer: markdown → deterministic HTML + inline-SVG diagrams
├── render.rs # Tiered rendering (HTTP direct → diting browser engine)
├── store.rs # Local fetch/search cache (SQLite FTS5, drift hashes)
├── download.rs # Streaming file download (sha256, resume)
├── robots.rs # RFC 9309 robots.txt checker (opt-in gate)
├── rate.rs # Per-domain + per-session budgets
├── captcha.rs # CAPTCHA detection & auto-solve
├── firecrawl_compat.rs # Firecrawl-compatible /v1/scrape endpoint
├── video.rs # Timeline video pump (__timelines seek → ffmpeg → MP4)
├── pages.rs # Page pump (print/slides pagination → PDF/PNG)
├── ooxml.rs # OOXML containers (image-based PPTX/DOCX, stored-ZIP writer)
├── diting_cdp/ # CDP bridge (DevTools HTTP + WebSocket)
├── doctor_cli.rs # `aginxbrowser doctor` self-check
├── browser.rs # Top-level API: Browser, BrowserBuilder
├── page.rs # Top-level API: Page, Element
├── config.rs # BrowserConfig
├── cookie.rs # CookieStore
├── error.rs # Error types
├── search/ # 15 native search engines, 7 categories
│ ├── mod.rs # SearchEngine trait, Registry, merge/dedupe, progressive backoff
│ ├── baidu.rs # Baidu (JSON API, wreq stealth)
│ ├── baidu_images.rs # Baidu Images (acjson API, images category)
│ ├── bing.rs # Bing (HTML parsing, plain reqwest)
│ ├── bing_images.rs # Bing Images (images/async endpoint, images category)
│ ├── bing_news.rs # Bing News RSS (news category; proxy-first)
│ ├── sogou.rs # Sogou web (HTML parsing, plain reqwest)
│ ├── sogou_wechat.rs # Sogou WeChat (HTML parsing + /link resolution)
│ ├── duckduckgo.rs # DuckDuckGo (html.duckduckgo.com, general; direct-first)
│ ├── google.rs # Google (HTML parsing, wreq stealth + proxy)
│ ├── stackexchange.rs # Stack Overflow (SE API v2.3, code category)
│ ├── github_repos.rs # GitHub repos (api.github.com, code category)
│ ├── arxiv.rs # arXiv (Atom API, academic category)
│ ├── huggingface.rs # HF Hub models/datasets/spaces (ai category)
│ ├── npm.rs # npm packages (npms.io API, packages category)
│ ├── pypi.rs # PyPI name resolution (JSON API, packages)
│ └── meilisearch.rs # Private-index adapter (env-configured)
│
├── diting_dom/ # HTML parsing, DOM tree, CSS selectors
├── diting_css/ # CSS parsing + cascade
├── diting_net/ # HTTP client, cookies, encoding, proxies
├── diting_js/ # V8 runtime, JS ops, module loading
├── diting_layout/ # Taffy-based layout, floats, hit-testing
├── diting_fonts/ # Bundled CJK font subset, fallback
└── diting_browser/ # Page navigation, lifecycle, browser contextBuild
# Standard build (no stealth; TLS fingerprint features inactive)
cargo build --release
# With stealth (requires go + cmake + C++ toolchain; enables TLS fingerprint spoofing)
cargo build --release --features stealth
# With screenshot rendering (enables /screenshot; adds the rendering stack, +30-40MB)
cargo build --release --features screenshot
# Full featured (recommended for production)
cargo build --release --features stealth,screenshotRequirements: Rust 1.78+; the V8 static library downloads automatically on first build. The stealth feature additionally needs go, cmake, and a C++ compiler. The screenshot feature ships with a bundled CJK font subset (GB2312 + common symbols) — no system fonts required for correct Chinese rendering.
If your network can't reach the rusty_v8 CDN (build hangs with zero progress after "downloading v8"), pre-fill ~/.cache/rusty_v8 with the librusty_v8.a.gz for your version (fetch it from any reachable mirror/host and gunzip into place) and the build script skips the download.
Runtime Environment Variables
Variable | Default | Description |
|
| Listen address |
| enabled |
|
| Linux Chrome145 | Spoofed User-Agent |
|
| Accept-Language header |
| none | Optional fallback proxy. Blocked-source engines (Google, Bing News, Hugging Face) connect directly first and fall through to this proxy only when the direct attempt fails — overseas deployments need no proxy at all; per-request |
|
| JS navigation-chain cap: documents a page may chain via |
|
|
|
| unset | robots.txt is not consulted by default on |
| unset | Opt in to |
| unset | Opt in to loopback/RFC1918/link-local fetches (the SSRF gate). Same as the |
|
| Per-host robots.txt policy cache TTL |
|
| Per-registrable-domain page budget per minute (subdomains share one budget); over-budget requests get 429 with the stance message. |
|
| Total pages one interactive session may walk (navigation-causing clicks count); over-budget navigations are refused, the current page stays interactive. |
| unset | Extra |
| on | Local fetch/search cache; |
|
| SQLite database location (created 0600) |
|
| Cached page TTL |
|
| Cached search-result-set TTL |
|
|
|
| none | 2captcha API key; enables CAPTCHA auto-solving |
|
| CAPTCHA solving provider |
| none | Meilisearch base URL; set to enable the private-index engine |
| none | Meilisearch index uid to query |
| none | Optional Bearer key for the Meilisearch instance |
API Documentation
Full API reference → docs/API.md
CDP integration guide → docs/integrations.md — Playwright / Puppeteer / browser-use one-liners
Security audit notes → docs/skills-sh-audit.md — why skills.sh shows "Critical Risk", and which real product feature each warning corresponds to
Covers:
All 35 HTTP endpoints (
/fetch,/search,/screenshot,/video,/pdf,/download,/v1/scrape,/doctor, 18 session endpoints, CDP discovery, MCP transport)All 31 MCP server tools and their parameters
Claude Code / Claude Desktop / Cursor client configuration
Environment variables, error codes, per-site scraping examples
Plugging Into Other Systems
AginxBrowser is pure attach-alongside infrastructure — like a real browser, it runs as an independent service that anything can call, without embedding host code or polluting host config. Deploy one instance per machine (under systemd) and every app needing "render + scrape" capability shares it.
Three attach points:
HTTP —
/fetch,/search,/screenshot,/downloadfor any language with an HTTP clientMCP — one line into Claude Code / Cursor / Claude Desktop (above)
CDP — point Playwright / Puppeteer / browser-use at
ws://your-host:8089/devtools/browser/<id>; seedocs/integrations.md
Integration: read the environment variable AGINXBROWSER_URL=http://127.0.0.1:8089. Unset → behavior unchanged; set → risk-controlled sites automatically route through AginxBrowser for rendering, falling back gracefully on failure.
Known Limitations
Screenshots are opt-in:
/screenshotrequirescargo build --release --features screenshot(adds the diting rendering stack). The default (and only) render engine in that build is diting — our own CSS+layout+paint stack, zero Blitz/Stylo code. The pinned-rev Blitz reference pipeline is a separate opt-in,--features blitz-reference, for comparison renders and the dual-engine cross-check tests. Complex-site CSS is approximate on both (not pixel-perfect like Chromium)Element coordinates supported:
/screenshotwithselectorreturns element page coordinates (selector_rects, CSS px);selectoralone crops directly to that element. Inline elements (<a>text</a>) get a rect too on the default diting engine — a union of their flattened inline content, strut-expanded to the element's ownline-heightlike Chrome reports for replaced-only inlines (<a><img></a>→ line-box height, not the image height). Empty inlines still have no rect — pick a block ancestor thereJS interaction broadly works; heavy-fingerprint pages may still fail: React/Vue event delegation works normally (URL-reflection attributes like
src/hrefresolve to absolute URLs so Next.js/webpack hydrate and clicks trigger handlers). Heavy-fingerprint auth pages (WorkOS/Cloudflare) probingnavigator.plugins, WebGL canvas etc. may still break until stealth fingerprint coverage completesProxy support: HTTP/HTTPS/SOCKS5 via
AGINXBROWSER_PROXYHard risk-controlled sites: Baidu Wenku unsupported; Zhihu articles need a valid
__zse_ck
Star History
If AginxBrowser saved you a headless-Chrome fleet or a scraping headache, a star is how other agents (and their humans) find the project.
License
Apache-2.0.