Lamda

Lamda

FIRERPA (formerly Lamda) gives you browser control of real Android hardware — ADB terminal, Frida hooking, per-app MITM, Python automation, and MCP endpoints

76/100Safe BetFree · from $29/moFreemium

If your work lives below the UI layer — Frida hooks, per-app MITM, Python-dispatched scripts across a pool of real Android phones — FIRERPA bundles what you'd otherwise stitch together from Appium plus a separate proxy stack, and the MCP endpoints for Claude and Cursor (plus the OpenAI/Anthropic/Ollama support libraries added in 10.8) are still uncommon. The entry cost is genuine: docs recommend root or Shizuku, ADB literacy, and Python, and it's Android-only. The listed Free and Pro plans are $0/mo and $29/mo with Enterprise quoted custom, but we could not reach the pricing page this run, so verify current figures with the vendor. Buy it for low-level fleet reach; skip it if you want a

Verified 2d ago · liveness 76/100 · cite: rightaichoice.com/tools/lamda

Best for
  • Security researchers and reverse engineers who need Frida hooks and per-app MITM capture on hardware they control
  • Automation engineers building device-level Python pipelines with selectors, OCR, and image matching
  • Android QA teams reproducing network-specific bugs using the device network as the proxy exit
  • Fleet operators managing cross-network device pools across offices and data centers via STARLINK
Not ideal for
  • Non-technical users who want a simple screen mirroring app they can install and forget
  • Anyone who needs iOS devices managed alongside Android in the same tool
  • Buyers who want a managed cloud device farm they don't own, patch, or keep online
Visit Website

AdvancedSecurity researcher: roughly an hour to install the service, get root or Shizuku working, and capture the first MITM session. Automation engineer: half a day to first dispatched Python script, longer to wire selectors and OCR. Fleet operator: days to weeks, since STARLINK reach across offices and data centers depends on device autostart whitelists and network tunnels.Web · Mobile · API · CLIAPI availableVerified 2d ago
Pricing
Free · from $29/mo
FreemiumFree tier3 plans3 hidden costs
Learning curve
Advanced
Security researcher: roughly an hour to install the service, get root or Shizuku working, and capture the first MITM session. Automation engineer: half a day to first dispatched Python script, longer to wire selectors and OCR. Fleet operator: days to weeks, since STARLINK reach across offices and data centers depends on device autostart whitelists and network tunnels.
Runs on
WebMobileAPICLI
API available · 10 integrations
Who it's for
Security researcherAutomation engineerQA lead reproducing a network bug
Live sentiment
Is Lamda actually worth it?

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  • Real pros & cons from real users
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Skip it if

Skip FIRERPA if your team won't run ADB, Python, and root or Shizuku on every device — or if you need iOS and Android managed in one tool rather than Android-only low-level control.

The 30-second take
Biggest gripe

Full functionality is documented around root; running non-root via Shizuku leaves some privileged functions unavailable rather than costing extra, but the fallback changes what your scripts can do.

Price reality

Last-known published tiers were Free at $0/mo and Pro at $29/mo, with Enterprise quoted custom; we could not reach the pricing page this run, so confirm figures before budgeting. At that level it undercuts per-device rented device clouds where you don't own the hardware, but only if you already carry the phones and the engineering time.

In short

Lamda — FIRERPA (formerly Lamda) gives you browser control of real Android hardware — ADB terminal, Frida hooking, per-app MITM, Python automation, and MCP endpoints. Best for Security researchers and reverse engineers who need Frida hooks and per-app MITM capture on hardware they control, Automation engineers building device-level Python pipelines with selectors, OCR, and image matching, Android QA teams reproducing network-specific bugs using the device network as the proxy exit. Free to start; paid plans from $29/mo.

What's new in Lamda

Checked 2 days ago

Across the latest 5 updates: 5 changelog entries.

What people actually say about Lamda — is it worth it?

We scanned public community sources for Lamda on Jul 3, 2026 and could not establish that the discussion we found is about this tool rather than something else sharing its name. Our own analysis of that scan says the posts were off-subject. Rather than publish a sentiment score built on the wrong subject, we publish nothing here and re-run the scan.

Viability Score

76/100
Safe Bet

How well maintained and how widely used is Lamda? Built from what the vendor actually publishes (docs, changelog, tutorials, integrations, pricing), whether the site is live, and how much real users discuss it. How we calculate this

Recent activity
90
Traction
100
Site health
95
User sentiment
0
What the vendor publishes
60

Last calculated: October 2026

How we score →

Key Features

  • Browser-based Android remote desktop over WebRTC with H.264/MJPEG and hardware encoding
  • Real-time multi-touch control and audio streaming from the web UI
  • Drag-and-drop file transfer and click-to-download from the remote desktop
  • Clipboard sharing between browser and device
  • Built-in web terminal with ADB access instead of blind command execution
  • Controllable FPS and encoding parameters for the remote desktop stream
  • Python API for app operations, file I/O, command execution, KV storage, and service logs
  • UI automation with text, resourceId, and description selectors plus layout inspection and traversal
  • OCR via PaddleOCR and EasyOCR, image matching via SIFT and template matching
  • One-click MITM proxy with certificate setup, per-app capture, and upstream proxy
  • Mobile proxy mode routing traffic through the device network as an HTTP exit
  • Built-in Frida hooking, Hook RPC, reporting, persistent scripts, and spawn injection
  • MCP server endpoints so Claude, Cursor, or compatible agents control devices
  • PIGEON hybrid scripts for AI-assisted exception handling flows
  • Background virtual screen automation and non-root execution (v10.0)

About Lamda

FreemiumAdvancedAPI availableWeb · Mobile · API · CLI

FIRERPA — the Android automation platform formerly called Lamda — is built for teams that own or control real Android hardware and want programmatic reach into it. The centerpiece is browser-based remote desktop: real-time multi-touch, audio streaming, H.264/MJPEG and hardware-encoded WebRTC video, drag-and-drop file transfer, clipboard sharing, and a web terminal with ADB, with no desktop client required. Cross-network pools pulled from offices and data centers stay visible in one place through STARLINK, and tasks dispatch by device state via PIGEON. That's the difference from a rented device cloud: you keep the phones, FIRERPA keeps them reachable. Device-level instrumentation is where it earns its place. Built-in Frida covers hooking, Hook RPC, reporting, persistent scripts, and spawn injection. One-click MITM proxy handles certificate setup, per-app capture, and upstream proxying, and mobile proxy mode routes traffic out through the device's own network so remote phones hit the same conditions as local ones. The Python API spans app operations, file I/O, command execution, KV storage, system properties, device status, and service logs — the documented example imports from lamda.client, connects to a device IP, starts an app, clicks a text selector, sets text by resourceId, and saves a screenshot. UI automation supports text, resourceId, and description selectors with layout inspection and traversal, and PaddleOCR, EasyOCR, SIFT, and template matching cover non-layout scenes. AI agents connect through built-in MCP server endpoints, so Claude, Cursor, or any compatible client can observe, click, and type on devices; the 10.8 release added OpenAI, Anthropic, and Ollama support libraries. PIGEON hybrid scripts can pull AI into exception-handling flows when a deterministic selector fails. Releases move fast: 10.0 added background virtual screen automation, non-root execution, WebRTC mirroring, dark mode, and 2GB uploads; 10.2 added Android 17 and 16KB page-size support, Python 3.12, and an APK/XAPK installation API; 10.4 added sqlalchemy, paramiko, human-friendly query semantics, and fuser/killall/pstree; 10.6 upgraded openssl and ssh and bundled a mitmproxy library; 10.8 fixed the int64 parameter in start_activity and cut memory usage. The platform reports Android 6–17 coverage and 1.7M+ devices served.

Behind the Verdict

FIRERPA (formerly Lamda) is aimed at a narrow but real audience: people who already own Android hardware and want deep, scriptable access to it without building their own connectivity and instrumentation stack. The browser remote desktop is the entry point — WebRTC video with hardware encoding, multi-touch, audio, clipboard, drag-and-drop upload and click-to-download, plus a web terminal with ADB. That combination removes the usual desktop client and the usual "blind command execution" problem, since you can see the screen while you type into the shell. Above that sit the capabilities that justify the tool for security and QA work: built-in Frida with Hook RPC, persistent scripts and spawn injection; a one-click MITM proxy with per-app capture, certificate setup and upstream proxying; and mobile proxy mode, which exits traffic through the device's own network so a phone on a cellular link reproduces conditions a lab machine never will. The Python API is the automation surface — app operations, file I/O, command execution, KV storage, system properties, device status and service logs — with UI selectors (text, resourceId, description) and OCR/image matching (PaddleOCR, EasyOCR, SIFT, template matching) for screens that expose no usable layout. Cross-network management is handled by STARLINK for pools spread across offices and data centers, with PIGEON dispatching work by device state. The AI story is unusually concrete for this category: built-in MCP server endpoints let Claude, Cursor, or any compatible client observe and act on devices, and PIGEON can hand exception handling to a model when a deterministic selector fails. Release cadence is visible in the changelog: 10.0 (background virtual screen automation, non-root execution, WebRTC mirroring, dark mode, 2GB uploads), 10.2 (Android 17, 16KB page size, Python 3.12, APK/XAPK install API), 10.4 (sqlalchemy, paramiko, fuser/killall/pstree, human-friendly query semantics), 10.6 (openssl and ssh upgrades, bundled mitmproxy library, smaller binaries), and 10.8 (start_activity int64 fix, OpenAI/Anthropic/Ollama support libraries, lower memory use). Where it doesn't fit: it is Android-only, so iOS work needs a different tool. Setup is not trivial — you install the firerpa.apk service, handle Shizuku for non-root devices, and configure autostart whitelists so the service survives reboot; full reach means Magisk or ROM-level deployment. Automation is Python-first with no record-and-replay low-code path, which is a strength for engineers and a wall for everyone else. You supply and maintain the hardware; FIRERPA keeps it reachable. We could not reach the vendor's pricing page during this refresh, so treat the tier figures in our pricing section as last-known values rather than confirmed current ones, and confirm plan details with the vendor before you budget.

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Real-world workflow fit

Concrete scenarios for the personas Lamda actually fits — and what changes day-one when you adopt it.

Security researcher

Load the firerpa.apk service, connect the phone, open the browser remote desktop, enable the one-click MITM proxy with per-app capture, and attach Frida with a persistent hook script.

Outcome: Live traffic and method arguments are captured from a device you own, with the screen visible in the same browser tab instead of across three separate tools.

Automation engineer

Write a Python script that imports from lamda.client, connects to a device IP, starts the app, clicks a text selector, sets text by resourceId, and saves a screenshot, then dispatch the same script across a STARLINK pool.

Outcome: The same script runs against local and remote phones, with OCR and template matching covering screens that expose no usable layout.

QA lead reproducing a network bug

Switch on mobile proxy mode so the remote device exits traffic through its own cellular network, then replay the failing flow.

Outcome: The bug reproduces under the device's real network conditions rather than the lab LAN, which is the scenario a rented cloud grid cannot match.

Use Cases

Models Under the Hood

ClaudeGPTOllama

as of 2026-10-17

Limitations

  • Root access is recommended in the documentation for full functionality; shell (non-root) mode via Shizuku still allows most major features but some privileged functions are limited.
  • The platform is Android-only, so iOS work needs a separate tool.
  • Setup requires installing the firerpa.apk service (plus Shizuku for non-root devices), handling device environment and autostart whitelists so the service survives reboot, and for full reach, Magisk or ROM-level deployment.
  • Automation is Python-script driven — there is no low-code record-and-replay path.
  • You supply and maintain the hardware; FIRERPA is not a managed device cloud.
  • We could not reach the vendor's pricing page during this refresh, so plan pricing and tier limits were not re-verified.

as of 2026-10-10

Verification history

We have re-verified Lamda 10 times since . Each pass re-reads the vendor's own pages and re-checks every listed field against that evidence; passes where nothing had changed are marked as such.

  1. — re-checked, vendor evidence unchanged
  2. — re-verified summary, description, our verdict, our analysis, pricing model, pricing tiers, features, integrations, who it suits, who should skip it
  3. — re-verified summary, description, our verdict, our analysis, pricing model, pricing tiers, features, integrations, who it suits, who should skip it
  4. — re-verified summary, description, our verdict, our analysis, pricing model, pricing tiers, features, integrations, who it suits, who should skip it
  5. — re-verified summary, description, our verdict, our analysis, pricing model, pricing tiers, features, integrations, who it suits, who should skip it
  6. — re-verified summary, description, our verdict, our analysis, pricing model, pricing tiers, features, integrations, who it suits, who should skip it

Showing the 6 most recent of 10 verification passes.

Free to cite with attribution — this page re-verifies continuously.

12-month cost

Project the real annual outlay, including the implied monthly cost when only an annual tier is published.

Annual total
Free
Over 12 months
Effective monthly
Free
Billed monthly

Vendor list price only. Add-on usage, seat overages, and contract minimums are surfaced under Hidden costs & gotchas.

Plans compared

For each published Lamda tier: who it actually fits, and what it adds vs. the previous tier. Cross-reference the cost calculator above for projected annual outlay.

Free

$0/mo

Ideal for

Solo security researcher or developer experimenting with browser remote control of one or two Android phones they already own.

What this tier adds

Starting tier at $0/mo: browser remote desktop, multi-touch and audio, file transfer, web terminal with ADB, and the Python API.

Pro

$29/mo

Ideal for

Automation engineer or small QA team running scripted work across phones that sit in more than one network.

What this tier adds

Adds cross-network pool management via STARLINK, built-in Frida hooking, one-click MITM with per-app capture, mobile proxy mode, and MCP server endpoints.

Enterprise

Custom

Ideal for

Organizations running a device fleet across sites that need dispatch logic and deployment terms scoped to them.

What this tier adds

Adds fleet-scale distributed device management and dispatch by device state via PIGEON on top of Pro, with custom commercial terms.

Hidden costs & gotchas

What the public pricing page doesn't put in bold. Captured from pricing-page footnotes, contract terms, and recurring complaints.

  • Full functionality is documented around root; running non-root via Shizuku leaves some privileged functions unavailable rather than costing extra, but the fallback changes what your scripts can do.
  • You supply and maintain the phones, networking, and autostart configuration yourself — the real cost is hardware and operator time, not the subscription.
  • Because we could not reach the pricing page this run, tier limits and any usage or seat overages beyond the last-known $0/mo Free and $29/mo Pro figures were not confirmed — check current terms before budgeting.

Where the pricing makes sense

The company stage and team size where Lamda's pricing actually pencils out — and where peers do it cheaper.

Last-known published tiers were Free at $0/mo and Pro at $29/mo, with Enterprise quoted custom; we could not reach the pricing page this run, so confirm figures before budgeting. At that level it undercuts per-device rented device clouds where you don't own the hardware, but only if you already carry the phones and the engineering time.

Setup time & first value

How long it actually takes to get something useful out of Lamda — broken out by persona, not the marketing-page minute.

Security researcher: roughly an hour to install the service, get root or Shizuku working, and capture the first MITM session. Automation engineer: half a day to first dispatched Python script, longer to wire selectors and OCR. Fleet operator: days to weeks, since STARLINK reach across offices and data centers depends on device autostart whitelists and network tunnels.

Switching to or from Lamda

How to bring data in from common predecessors and how to get it back out — written for the switcher, not the buyer.

Migrating in
  • →From Appium plus a separate proxy stack: replace the driver layer with the lamda.client Python API and fold MITM capture into the built-in one-click proxy.
  • →From a rented cloud device farm: install firerpa.apk on hardware you own and register it into a STARLINK pool so devices stay reachable across networks.
  • →From ad-hoc adb scripts: move command execution into the Python API so file I/O, KV storage, and service logs live in one place.
  • →From manual Frida sessions: convert standalone hook scripts into persistent scripts with Hook RPC and reporting in the built-in Frida integration.
Migrating out
  • ↗To Appium plus a cloud grid: rewrite selector logic against a managed driver when you no longer want to patch and keep hardware online.
  • ↗To a hosted device cloud: offload hardware maintenance, accepting that you lose per-app MITM depth and device-network proxy exits.
  • ↗To separate Frida and proxy tooling: split instrumentation and capture back into standalone projects if you only need one of the two.
  • ↗To iOS tooling: pick an Apple-specific automation stack when your roadmap moves off Android.

Integrations

ClaudeCursorShizukuFridaPaddleOCREasyOCROpenVPNOpenAIAnthropicOllama

Resources & Guides

Tutorials & Learning

YouTube returned 6 videos for “Lamda”, and we withheld 6: 6 could not be judged, because “Lamda” is a single word that other videos use for other things. We are showing none, because we could not prove any of them are about Lamda.

Official links

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