Godberry Studios | Web Scraping & Automation Tools

Google Reviews Scraper

Mon, 01 Jan 0001 00:00:00 +0000

Pull Google Maps reviews for any business â€” ideal for reputation monitoring, competitor analysis, market research, and sentiment analysis. Point it at a business and get structured review data back, fast: a typical run finishes in under a minute.

Pay-as-you-go on the Apify Store â€” $0.05 per batch of up to 50 reviews, $0.25 for a standard batch of 51 or more. No subscription.

TerrainForge

Mon, 01 Jan 0001 00:00:00 +0000

Generate full landscapes in one click. Six biomes — Islands, Mountains, Plains, Desert, Tundra, Volcanic — built from multi-octave Perlin noise, thermal erosion, per-biome material layers, water, and procedural vegetation.

Everything is seed-reproducible, so you can dial in a world and recreate it exactly. The first piece of the world-builder suite: TerrainForge shapes the land, RoadForge lays the roads, ScatterForge dresses it with props.

Google Maps Leads Scraper

Mon, 01 Jan 0001 00:00:00 +0000

Give it a search â€” “dentists in Vilnius”, “plumbers near Manchester” â€” and get back a structured lead list: business name, category, rating, review count, address, coordinates, and opening hours. Built for agencies and sales teams who need a territory mapped in minutes rather than an afternoon.

Extraction is card-only by design, which is what keeps the price this low: no per-business detail-page visit, so a thousand leads costs about the same as a coffee.

RoadForge

Mon, 01 Jan 0001 00:00:00 +0000

Draw smooth spline roads across any terrain — set control points and RoadForge handles banking, width, resolution, and automatic conforming to the ground. The fastest way to lay believable roads, paths, and race tracks.

The second piece of the world-builder suite — pairs perfectly with TerrainForge (land) and ScatterForge (props).

ScatterForge

Mon, 01 Jan 0001 00:00:00 +0000

Scatter believable prop and foliage layouts in one pass. Build a weighted palette of props, then scatter with surface-normal alignment and flush seating (nothing floats or sinks), minimum-distance spacing for even distribution, slope and height masks, exclusion zones to keep scatter off roads and water, decorative physics for thousands of props with no lag, tagging, and reusable presets.

The third piece of the world-builder suite — dresses the world TerrainForge and RoadForge build.

Yelp Scraper

Mon, 01 Jan 0001 00:00:00 +0000

Full Yelp business profile + every review (auto-expanded, ISO dates) + menu + photo gallery — in a single call. Worldwide: works on any yelp.<tld> country domain (~31 pre-verified: US, UK, DE, FR, IT, ES, AU, JP, BR, …), parses dates across ~15 languages, and normalizes phone numbers to E.164.

No Yelp Fusion API key, no 3-review cap, GDPR-aware. Pay-per-event on the Apify Store: $0.001 / business, $0.0002 / review, $0.0001 / menu item — no start fee.

Google Play Reviews Scraper

Mon, 01 Jan 0001 00:00:00 +0000

Point it at any Google Play app and pull its reviews — rating, review text, date, and app version — in one run. Built for app teams watching sentiment move after a release, and for competitor research where you need thousands of reviews rather than the handful an app page will show you.

Volume is the point here: runs regularly deliver thousands of reviews in a single pass at 100% success rate.

MaterialForge

Mon, 01 Jan 0001 00:00:00 +0000

Build and apply rich PBR materials without leaving Studio. Combine color, surface, and texture into reusable looks, then apply them across a whole selection in a click — no hunting through properties part by part.

LightForge

Mon, 01 Jan 0001 00:00:00 +0000

One-click cinematic lighting. Apply hand-tuned presets — time of day, atmosphere, color grading, and post-processing — to set the mood of any scene in seconds, instead of fiddling with Lighting properties by hand.

The Architect

Mon, 01 Jan 0001 00:00:00 +0000

A free code generator for Studio — 26 ready-to-use snippets and scaffolds covering common gameplay, data, and systems patterns, so you start from working code instead of a blank script.

Content to Social MCP

Mon, 01 Jan 0001 00:00:00 +0000

This one didn’t work out. It shipped on 2026-04-12, found no paying users, and I stopped marketing it two weeks later. The listing stays online because a few people still run it, but it gets no new features and I wouldn’t build on it today. I’ve written up what it cost me and why — the plumbing was never the problem, the wedge was.

What it does, for the record: feed it a URL, an article, or raw text and it returns formatted posts for Twitter/X, LinkedIn, Facebook and more, in one call. It runs as an MCP server, so it plugs into Claude, ChatGPT, or any MCP-compatible client.

How to Make Money with AI in 2026: 12 Ways People Actually Do It

Fri, 22 May 2026 00:00:00 +0000

In Q1 2026, Gallup found that half of US employees use AI at work in some form — a landmark first. But the headline hides the real split: only about 13% use it daily, and most of those people use AI to do their existing job a little faster. A much smaller group uses it to build income that didn’t exist before.

The difference usually isn’t talent. It’s knowing which opportunities are real, which tools actually deliver, and what the economics look like before you sink weeks into something.

How to Monetize MCP Servers in 2026: The Developer's Revenue Playbook

Mon, 18 May 2026 00:00:00 +0000

PulseMCP indexes thousands of public MCP servers. The overwhelming majority of them are free. That gap — a protocol everyone builds on, almost nobody charges for — is the opportunity. It is also the trap I walked into when I shipped my own.

I run Godberry Studios on Apify and shipped Content-to-Social MCP at $0.07 per transformation on 2026-04-12. Two weeks later, Sprint 1 closed with zero paying users. I kept the listing live, killed the marketing, and moved on. That experience is the spine of this guide.

The Apify Pay-Per-Event Migration Playbook: Save Your Revenue Before October 2026

Mon, 18 May 2026 00:00:00 +0000

If you rent out an actor on the Apify (affiliate) Store, a clock is running. On October 1, 2026 every remaining rental actor gets auto-migrated to pay-per-usage — a model that, on most scraping workloads, rounds your payout down to a few cents per run. New rental actors have been blocked since April 1, 2026, and pricing on existing rentals is frozen. The way out is to migrate to pay-per-event (PPE) yourself, on your own schedule, before Apify does it for you on worse terms.

Yelp Scraper — what one business profile costs, what 60 seconds returns, and the anti-bot reality

Mon, 18 May 2026 00:00:00 +0000

Why I built this

Yelp’s official API stopped returning full review text in 2018. Their Fusion API now returns 140-180 character excerpts — useful for nobody serious about reputation analysis. Every workaround I tried as a buyer was a SaaS dashboard at $99-$299/month that wrapped scraped Yelp data, marked it up heavily, and charged me per seat.

So I built Yelp Scraper for myself first — published it to the Apify Store on 2026-05-12 under categories LEAD_GENERATION and TRAVEL. Pay-per-event pricing, no Yelp API key, worldwide (any yelp.<tld>), full review text, menu extraction, full-resolution photo gallery — in a single call.

AWS Bedrock AgentCore Payments: The 2026 Operator Playbook for MCP, API, and Scraper Sellers Who Want Agents to Actually Pay

Wed, 13 May 2026 00:00:00 +0000

“Sell an API to a robot” stopped being a joke this month. Amazon Bedrock AgentCore Payments launched in preview on 2026-05-07, built with Coinbase and Stripe — the rails for charging autonomous agents now exist at AWS scale. When an agent hits a paid endpoint and gets back an HTTP 402, AgentCore handles the x402 negotiation, wallet authentication, USDC settlement on Base, and proof delivery — all without breaking the agent’s reasoning loop. So if you sell an MCP server, an API, or a scraped-data product, this is my operator’s playbook: the decision tree for adding x402 to what you already sell, the wallet stack to pick, and the per-endpoint pricing math.

The 2026 Multi-Platform Restaurant Intelligence Stack: Google Maps + Yelp + TripAdvisor + OpenTable Combined

Sun, 10 May 2026 00:00:00 +0000

Short answer: one platform is one audience. If you advise restaurants — running a franchise group, scoring an acquisition, expanding into new metros, or just deciding whether to relocate a single shop — you need Google Maps for casual-diner volume, Yelp for foodie sentiment depth, TripAdvisor for the traveler audience, and OpenTable for verified-diner behavior. Each captures a different slice of demand and each lies in distinct ways. Combine them and a real chunk of competitive briefs end up changing verdict once the missing 60% of the picture shows up.

ChatGPT Atlas Agent Mode vs. Your Scraping Stack: Can the AI Browser Actually Replace a Real Scraper in 2026?

Fri, 08 May 2026 00:00:00 +0000

A scraper that thinks before every click sounds like an upgrade. In practice, it’s a 6-to-9-minute errand runner — and that single fact decides whether ChatGPT Atlas belongs anywhere near your scraping stack.

Here’s the honest version. Atlas Agent Mode can replace a traditional scraper for ad-hoc, low-volume work under roughly 50 rows per session — one-off competitor price checks, travel research, cart-filling for a weekly grocery order. For production scraping on a schedule, or anything that needs thousands of rows a day, Atlas is too slow, too subscription-locked, and too easy to stall. A purpose-built scraper still wins.

Google Reviews Scraper — what a Google Maps review actually costs and looks like

Fri, 08 May 2026 00:00:00 +0000

Why I built this

If you’ve spent any time pricing reputation-monitoring software, you know the pattern: $99–$299/month for a dashboard that wraps the same Google Maps reviews you could read for free, with seat-based pricing that climbs the moment a second person logs in. The tools work. They are not cheap.

Google’s own answer isn’t much better. The Places Details API returns at most 5 reviews per request, with truncated previews — useless for anyone who actually wants to read what customers said. I kept hitting that 5-review wall in my own AI pipelines and rewriting a one-off scraper each time.

How to Scrape Google Maps for Lead Generation in 2026

Fri, 08 May 2026 00:00:00 +0000

Say you need 500 plumbers in Dallas. Or 200 coffee shops in Berlin. Or every yoga studio in Melbourne with fewer than 50 Google reviews. Where does that list come from?

Three options: pay $300 a month for ZoomInfo, hand someone a spreadsheet and three days of their life, or scrape Google Maps and have a clean list in 15 minutes. This guide is about the third one.

It covers the full pipeline — how to extract business data from Google Maps, which tools actually work in 2026, how to turn a raw CSV into CRM-ready leads, and where the legal boundaries sit, especially if you’re operating in the EU.

The 2026 AI Agency Roll-up Wave: 21 Deals Up 162% YoY — A Solo and Boutique Agency Owner's Survival + Exit Playbook

Fri, 08 May 2026 00:00:00 +0000

Your agency is a number on a spreadsheet right now. The next nine months decide which number: a 14-month payback for a PE acquirer, an independent shop with an agentic-delivery moat, or a vertical specialist nobody bothers to chase. Q1 and Q2 of 2026 booked 21 disclosed agency deals — up 162% year-over-year per Digital Applied’s tracker (one source, so treat it as directional, not industry consensus) — and the same tracker’s running M&A model forecasts 120 to 180 disclosed deals across Q3 2026 through Q2 2027. Multiples peak in Q4 2026 / Q1 2027, then compress in H1 2027 as competition for the best shops thins and the average target gets weaker. Most founders meet a decision tree like this for the first time in the deck a broker shows them six months too late. This is the version I’d want before that meeting.

10 Business Tasks You Should Automate with AI Right Now (2026 Guide)

Wed, 06 May 2026 00:00:00 +0000

A week holds 168 hours. If you run a small business, at least 20 of them disappear into work AI can already do for you — not next year, today, with tools that have free tiers and take an afternoon to wire up.

The numbers are hard to ignore. Businesses running AI automation report 30–50% efficiency gains and save 10–12 hours a week. An AI customer interaction costs $0.50–$0.70 against $6–$8 for a human agent. Teams using AI marketing automation push out 42% more content and convert 27% better.

Zoom Solopreneur 50 AI Stack Teardown: What 50 Top Solo Operators Actually Run (12 Industries, Real Tools, Cost-Per-Outcome Math)

Wed, 06 May 2026 00:00:00 +0000

Zoom’s inaugural Solopreneur 50 dropped on May 4, 2026 — fifty AI-powered businesses of one, picked by an independent jury from nearly 3,000 applicants across 48 states and 400+ cities, with five winners taking $30,000 each. The coverage so far is all the same: who won, what they said, how nice the trend is. Nobody has answered the only question an operator actually has — what do these people run, and what does it cost at $5K, $15K, or $40K a month? That’s the teardown below.

Meta Ads AI Connectors: Run Your Whole Ad Account From ChatGPT or Claude (Setup Walkthrough + 8 Prompts That Save Agencies 5+ Hours a Week)

Mon, 04 May 2026 00:00:00 +0000

Meta opened its official MCP server to outside AI tools on April 29, 2026. Any advertiser with a Meta Business account can connect Claude Desktop or ChatGPT, paste one URL, sign in once, and run their ad account in plain English — no developer app, no token, no app review. Five minutes of setup, and 29 tools come live the moment the OAuth handshake completes.

I run my own ads against the Apify Store actors I ship, so I went through this the day it opened. Below is the setup that worked, the eight prompts I’d keep if I could only keep eight, and the account-shutdown trap already burning early adopters. If you run Meta ads — solo, agency, in-house — read the safety section before the prompt section.

How to Scrape Google Reviews in 2026: Methods and Real Costs

Sat, 02 May 2026 00:00:00 +0000

A business with 500 Google reviews holds 500 data points about what its customers actually think — and Google’s own API hands you exactly 5 of them. That gap is the whole reason this post exists.

Scraping Google reviews pulls structured records — author names, star ratings, review text, dates, owner responses — out of any Google Maps listing without copying a single line by hand. Businesses use that data for reputation monitoring, competitor analysis, sentiment tracking, and lead generation. The cheapest no-code route I run costs $0.05 per batch of up to 50 reviews; Google’s official Places API charges about $0.025 per call and still caps you at 5 reviews.

The 2026 AI Local SEO + Google Reviews Stack: Merchynt vs Birdeye vs Podium vs GoHighLevel vs NiceJob

Sat, 02 May 2026 00:00:00 +0000

If you manage Google Business Profiles for more than a couple of locations, the last six weeks have rewritten your job. Google shipped a review-extortion reporting workflow, verified-reviewer badges, reviewer nicknames, AI-powered review summaries inside profiles, and Gemini-driven enforcement that strips fake reviews before they publish. AI Overviews now pull review sentiment straight into the local pack. The old quarterly cadence of bulk requests and template replies still matters, but it is no longer enough.

Claude Now Lives Inside Photoshop, Blender, Fusion, Ableton, Splice, Affinity, SketchUp, and Resolume: 9 Connectors, Explained (2026)

Thu, 30 Apr 2026 00:00:00 +0000

On April 28, 2026 Anthropic shipped nine official Claude connectors for Adobe Creative Cloud, Blender, Autodesk Fusion, Ableton Live, Splice, Affinity by Canva, SketchUp, Resolume Arena, and Resolume Wire. Overnight, Claude moved from a chat window you paste into to something that sits inside the software a working creative already opens every day. Adobe alone reports around 41 million Creative Cloud subscribers; the other eight tools cover millions more 3D artists, architects, producers, and VJs.

ChatGPT vs Claude vs Copilot Agents: I Tested All 3 on 5 Workflows

Wed, 29 Apr 2026 00:00:00 +0000

Three tech giants shipped enterprise AI agent platforms inside a three-week window, and the buying decision lands on someone’s desk this quarter. OpenAI’s Workspace Agents launched April 22, 2026 — free until May 6, then credit-priced inside ChatGPT Business and Enterprise. Anthropic’s Claude Managed Agents entered public beta on April 9 at $0.08 per session-hour plus token costs. Microsoft’s Copilot Studio is the incumbent — over 120,000 custom agents deployed across enterprises by Q1 2026 — billed on tenant-wide credit packs of $200 per 25,000 credits, with the new Agent 365 governance plane shipping May 1 at $15 per user per month.

Gemini 3.1 Pro vs Claude Opus 4.7: Which Frontier Model Is Actually Cheaper to Ship With in 2026? (10 Tasks, Real Cost Per Task Measured)

Sat, 25 Apr 2026 00:00:00 +0000

Sticker price says Gemini 3.1 Pro is the obvious pick: $2 per million input tokens and $12 out, against Claude Opus 4.7’s $5 and $25. Two-and-a-half times cheaper on input, roughly two times on output. But sticker price is not what lands on the invoice. Opus 4.7 ships a new tokenizer that counts the same prompt as 1.0× to 1.35× more tokens — Anthropic’s own range — and Gemini bills every “thinking” token at the full output rate, so a HIGH-effort answer that reasons through 4,000 tokens before writing a 500-token reply charges you for 4,500 output tokens. The cheaper rate card and the cheaper bill are not the same thing.

Byparr vs FlareSolverr: I Tested Both on 6 Blocked Sites

Fri, 24 Apr 2026 00:00:00 +0000

Short answer: FlareSolverr still clears light JavaScript challenges, but Cloudflare Turnstile and 2026 Managed Challenges are where it breaks. Byparr is the Camoufox-backed drop-in replacement â€” same API, same port, better success rate. Scrapling is the Python framework that gives you three fetchers in one library: plain HTTP with TLS impersonation, Camoufox with an auto-Turnstile solver, or full Playwright.

On the six-site test I ran this week, a Byparr-plus-Scrapling stack cleared every target where FlareSolverr timed out â€” at 2â€“5Ã— the latency and zero proxy spend. Past a few tens of thousands of requests per day, a managed actor or residential rotation still wins on cost. I ship two Apify Store actors that hit this exact wall in production, so this isn’t theoretical for me â€” it’s the same problem I solve every time I update the Yelp Scraper and watch DataDome’s defenses move.

llms.txt vs robots.txt: The New AI Web Standards Every Site Owner Needs to Know (2026)

Thu, 23 Apr 2026 00:00:00 +0000

Short answer: robots.txt tells AI crawlers whether they can access your site. llms.txt tries to tell AI models how to read it once they’re there. Only one of them actually does anything measurable in April 2026 — and it’s the one that’s been around since 1994.

That’s the honest version, and it’s not what most “AI SEO” articles will tell you. llms.txt has been sold as the new robots.txt for the AI era — the must-have file, the secret handshake that gets you cited by ChatGPT. The data says otherwise. SE Ranking audited 300,000 domains and pegged adoption at 10.13%, then ran the citation numbers and found no correlation: among the 50 most AI-cited domains, exactly one had an llms.txt. Google’s Gary Illyes told a room full of SEOs in July 2025 that Google doesn’t support the file and isn’t planning to. John Mueller called it “the modern keywords meta tag” — a comparison every working SEO over 35 will wince at, because the keywords meta tag is the canonical example of a signal that got gamed into worthlessness.

47 Free Tools That Replace Expensive Software in 2026

Wed, 22 Apr 2026 00:00:00 +0000

I run a one-person studio out of Lithuania — a Hugo blog on Cloudflare Pages, three scrapers on the Apify Store, a couple of MCP servers. Total monthly software spend is under $30, most of that the domain. Everything below is what I actually use or what I’d swap to if my current tool tripled in price tomorrow.

47 free tools across 12 categories, with the paid software each replaces and the annual savings. Most are AI tools; a handful are AI-adjacent free software I’d never run a business without — Photopea, the Hemingway Editor, Pandas, Vercel, Slack — so the list is honestly “free tools,” not strictly “free AI.” Every one has a usable free tier, not a 7-day trial. For the broader pattern these fit into, see 10 business tasks to automate with AI.

Chrome Skills: My 10-Skill Starter Library You Can Steal

Wed, 22 Apr 2026 00:00:00 +0000

Google Chrome Skills lets you save any Gemini prompt as a one-click workflow that runs on the page you’re viewing, plus any other tabs you select. You trigger a saved Skill by typing / in the Gemini side panel. It began rolling out April 14, 2026 (US English first), is free on desktop, ships pre-loaded with a 50+ prompt library at chrome://skills/browse, and currently requires Chrome language set to English (US) on Mac, Windows, or ChromeOS.

Agentic Commerce in 2026: How ChatGPT, Shopify, and Visa Just Rewrote the $20 Billion Retail Rulebook — And What Sellers Must Do This Quarter

Tue, 21 Apr 2026 00:00:00 +0000

Agentic commerce is the shift where AI assistants — ChatGPT, Gemini, Copilot, Perplexity — discover, compare, and buy on behalf of the shopper. eMarketer projects it will move roughly $20.6 billion of US retail spend in 2026, nearly 4× the 2025 figure. Four protocols now stitch it together: ACP, UCP, MPP, and the Trusted Agent Protocol. Shopify flipped every eligible US store into ChatGPT by default on March 24, 2026. Visa announced Intelligent Commerce Connect on April 8, 2026. And in late March 2026, OpenAI pulled its own Instant Checkout after only about twelve merchants integrated. If you sell anything online, the next month decides whether an agent will even show your product to the shopper who asked for it.

The Claude Opus 4.7 Tokenizer Tax: Why Your AI Bill Just Jumped — And How to Claw It Back in a Weekend

Tue, 21 Apr 2026 00:00:00 +0000

Same prompt, same model family, bigger bill. Claude Opus 4.7 shipped on April 16, 2026 with the sticker price of Opus 4.6 untouched — $5 per million input tokens, $25 per million output tokens — but Anthropic quietly swapped the tokenizer. Anthropic’s official range puts the same input text at 1.0× to 1.35× as many tokens; single-document measurements on technical content have landed harder, at 1.45× to 1.47×. One coding agent running 100M tokens a day jumped from $500/day to $675/day overnight with zero change in usage. Claude Pro subscribers started hitting their weekly cap after three questions. The rate card did not move. Your bill did.

AEO in 2026: What Actually Gets You Cited by ChatGPT, Perplexity, and Google AI

Mon, 20 Apr 2026 00:00:00 +0000

Getting cited by ChatGPT, Perplexity, and Google AI in 2026 comes down to four moves: answer-first opening paragraphs of 40–60 words, FAQ and Article schema, unlinked brand mentions on Reddit and Quora, and a real author byline that links to a verifiable profile. Each engine weights those differently. Everything below is something I can point a source at — no exceptions.

Why I’m being pedantic about sources: I rewrote this post after auditing the original and finding half a dozen “studies” attributed to firms I couldn’t locate anywhere. Stripping the invented ones cut the post by about a third. That ratio — roughly a third citation soup, two-thirds real data — held across most of the AEO content I read while researching this. A post about answer engines should be the most cite-able thing on the site, not the least, so this one only carries numbers you can check yourself.

Cloudflare Pay Per Crawl: What the HTTP 402 Web Means for Scrapers and AI Developers in 2026

Mon, 20 Apr 2026 00:00:00 +0000

For nearly three decades the HTTP 402 Payment Required status code sat in the spec marked “reserved for future use” — the web’s most famous never-used feature, a placeholder for micropayments that never arrived. Cloudflare Pay Per Crawl is finally cashing the cheque. It turns 402 into a live toll booth: a site owner sets a per-request price (minimum $0.01), Cloudflare returns a 402 with a crawler-price header when an AI bot asks for a page, and the crawler either retries with a signed payment header or walks away.

n8n vs Make vs Zapier: Which Automation Platform for AI Agents in 2026?

Sun, 19 Apr 2026 00:00:00 +0000

Three years on Zapier, a monthly bill that keeps creeping up, and a nagging feeling you’re paying for a meter you don’t understand — that’s the spot most people are in when they start reading a comparison like this. The honest version is harder to find than it should be: not the one written by Zapier, not the one from n8n’s growth team, and not the one that buries the real answer under an affiliate table.

Surviving Google's March 2026 Core Update: What Every AI Content Creator Must Know

Sun, 19 Apr 2026 00:00:00 +0000

Google’s March 2026 core update finished rolling out April 8, and a lot of AI content sites came out the other side at 60–80% of their old traffic. It didn’t ban AI content. It got much better at ignoring content written at scale without real editorial work. I watched the whole thing from godberrystudios.com — a four-month-old blog with about 35 posts, exactly the profile that gets caught as collateral when a quality filter runs a wide net. It didn’t catch me. The posts that held a position held, and the one that wobbled told me precisely what to rewrite.

The 2026 Google Reviews Playbook for Local Businesses

Sun, 19 Apr 2026 00:00:00 +0000

Someone two streets over picks up their phone and asks it where to eat tonight. In 2026, Google’s Ask Maps AI answers with one name — not a list, not a page of options, one place. Your Google reviews are the single biggest reason that name is yours or your competitor’s. They stopped being a vanity metric the moment an AI started doing the recommending.

This playbook is what I’d hand a local-business owner who wants to fix that: the statistics worth knowing, an asking system that runs without you remembering it, copy-paste response templates for the situations that actually trip people up, and how to stay visible now that an AI sits between a shopper and your storefront. All of it inside Google’s rules — including the ones Google rewrote in April 2026.

Google Maps Limited View: How to Still Get Review Data

Fri, 17 Apr 2026 00:00:00 +0000

Around February 18, 2026, a lot of Google Maps scrapers started returning blank review sections — and nobody got an error. The HTML looked almost normal: place name, address, hours, star rating. But reviews, photos, popular times, and related locations were simply gone. Developers on r/webscraping assumed their selectors had broken. They hadn’t. Google had quietly rolled out a feature it called “limited view,” stripping public place pages down to the basics for anyone not signed in.

Open-Sourcing mcp-server-apify-starter: The Pay-Per-Use MCP Server I Wish I'd Had

Fri, 17 Apr 2026 00:00:00 +0000

Every Model Context Protocol tutorial ends at the same green light: a stdio server running on localhost, the Inspector showing all checks passed, and the author waving you off toward “production.” Then the tutorial stops — right where the actual work begins. The gap between that demo and a server you can charge money for is the whole job: transport, hosting, billing, distribution. Crossing that gap twice — once per product — surfaced something: the second time, I was copying the same scaffolding rather than rethinking it. That’s the signal a pattern is stable enough to extract. Today it’s open source as mcp-server-apify-starter — MIT licensed, on the Godberry Studios GitHub org.

x402 Protocol Explained: How AI Agents Pay for APIs and Data in 2026

Thu, 16 Apr 2026 08:00:00 +0300

HTTP 402 “Payment Required” sat in the spec for 28 years marked “reserved for future use.” Nobody had a good way to make the web charge a machine for a single request. x402 is that way. An AI agent hits your API, gets a 402 with a price tag, pays in USDC, and retries — all in one HTTP exchange, no human in the loop. Coinbase built and open-sourced the protocol in May 2025, with Cloudflare and Stripe as early collaborators; by late April 2026 it had carried roughly 165 million transactions and about $50 million in cumulative settled volume. On April 2, 2026, it moved to a neutral home: the x402 Foundation, a Linux Foundation project backed by Google, AWS, Microsoft, Stripe, Visa, Mastercard, and a dozen-plus other founding members.

MCP Security in 2026: Tool Poisoning, Prompt Injection, and How to Protect Your Server

Thu, 16 Apr 2026 00:00:00 +0000

In the first months of 2026, security researchers filed over 30 CVEs against Model Context Protocol implementations. One of them — CVE-2026-5058 in aws-mcp-server, disclosed in April — scored a CVSS 9.8: remote code execution through crafted input, no authentication required. If you’re running an MCP server in production right now, your attack surface is wider than you think.

I run into the practical edge of this every time I touch Content-to-Social MCP — a paid MCP server shipping on Apify at $0.07 per transformation. The threat model isn’t theoretical when a public actor accepts URLs from arbitrary callers, scrapes whatever sits behind them, and feeds the result back to a calling LLM. Three things are load-bearing in that setup: PII in the input, prompt injection riding inside scraped content, and charge-event abuse from someone probing the actor in a loop. Every section below maps to something I had to actually decide.

WebMCP Explained: What Chrome's New Web Standard Means for Scraping and AI Agents

Wed, 15 Apr 2026 00:00:00 +0000

Your AI agent is blind. It stares at a webpage the way a human stares at assembly code — it can technically parse what’s there, but it has no idea what anything means.

That’s been the fundamental problem with browser automation for two decades. Scrapers break when a button moves. AI agents hallucinate clicks on elements that don’t exist. You spend more time maintaining selectors than building features. And every site redesign sends your automation back to square one.

Building Production-Ready MCP Servers: The 2026 Deployment Playbook

Tue, 14 Apr 2026 00:00:00 +0000

Your MCP server works on your laptop. Claude connects, tools fire, results come back. Ship it, right?

An early-2026 audit of 1,847 MCP servers found 52% abandoned and only 17% meeting a production bar — the rest lightly maintained, stale, or failing silently with 200 OK responses full of parsing errors. The gap between “works locally” and “works in production” is where MCP servers go to die. The patterns below keep yours in the 17% — drawn from shipping Content-to-Social MCP to the Apify Store on 2026-04-12 and running it on real customer traffic ever since.

One Blog Post → 4 Social Drafts in One Call

Sun, 12 Apr 2026 00:00:00 +0000

Every blog post I publish needs to show up on four social platforms, each with its own tone, length, and hashtag habits. Done by hand, that is 15 to 30 minutes of rewriting the same idea four ways — the dullest part of shipping anything.

The Model Context Protocol (MCP) collapses that work. Feed a URL or any text into an AI-connected tool and get back platform-specific posts for LinkedIn, Twitter/X, Facebook, and Instagram in seconds. One blog post becomes four tailored drafts, no manual rewriting, at roughly $0.07 per transformation.

Web Scraping for Beginners: The Complete 2026 Guide

Sat, 11 Apr 2026 00:00:00 +0000

Copying data off a website by hand stops being an option somewhere around the fiftieth row. Web scraping automates that job: you point a tool at a page, tell it what you want, and it hands back structured results — JSON, CSV, or rows in a database — instead of you alt-tabbing for an afternoon. In 2026, that powers pricing intelligence, lead generation, market research, competitive analysis, and the data that trains AI models.

About Godberry Studios

Mon, 01 Jan 0001 00:00:00 +0000

Hi — Tomas here. Godberry Studios is the one-person shop I run from Lithuania.

The work is small, sharp tools that let AI agents actually do things — extract, transform, publish — without the bloat of legacy SaaS. Pay per use. No seats. No meetings.

The thesis

Agent-native beats human-native. Tools should be callable, priced per use, and boring to integrate.
Small and composable wins. One tool that does one thing well, ten times, is worth more than a platform.
Write what you ship. This blog is a working notebook — what actually got learned this week, not a marketing funnel.

What’s shipped

Products — pay-per-use on the Apify Store:

Affiliate & Editorial Disclosures

Mon, 01 Jan 0001 00:00:00 +0000

Effective date: April 17, 2026

1. What This Page Is

Godberry Studios writes tutorials, comparisons, and build logs about AI tools, automation platforms, and web-scraping tech. Some of those posts contain affiliate links. This page explains exactly what that means, what we will and will not do with them, and what rights you have as a reader.

If anything here is unclear, email hello@godberrystudios.com.

2. What Is an Affiliate Link?

An affiliate link is a normal link to a third-party product or service that includes a tracking identifier. If you click that link and later sign up or buy, the vendor pays Godberry Studios a small commission. You pay the same price either way — the commission comes out of the vendor’s margin, not your wallet.

AI Apprentice — AI Readiness Quiz

Mon, 01 Jan 0001 00:00:00 +0000

AI Explorer — AI Readiness Quiz

Mon, 01 Jan 0001 00:00:00 +0000

AI Pioneer — AI Readiness Quiz

Mon, 01 Jan 0001 00:00:00 +0000

AI Strategist — AI Readiness Quiz

Mon, 01 Jan 0001 00:00:00 +0000

Contact

Mon, 01 Jan 0001 00:00:00 +0000

Contact

I’m Tomas, and Godberry Studios is just me. Emails come to my own inbox and I answer them personally — usually within a day or two.

hello@godberrystudios.com

What people usually write about

Something’s broken, or a run failed. Send me the Apify run ID (or a link to the run) and what you expected to get back. That’s usually enough for me to reproduce it. If an actor charged you for a run that didn’t deliver, tell me — I’d rather refund it than have you find out the hard way that I don’t.

Is Your Business AI-Ready? Free Assessment

Mon, 01 Jan 0001 00:00:00 +0000

Privacy Policy

Mon, 01 Jan 0001 00:00:00 +0000

Effective date: April 14, 2026

1. Data Controller

Godberry Studios is a sole proprietorship operated from the Republic of Lithuania and is the data controller for personal data processed via godberrystudios.com.

Contact for privacy matters: hello@godberrystudios.com

2. What We Collect and Why

We deliberately collect as little personal data as possible.

a) Cloudflare Web Analytics (aggregate statistics). We use Cloudflare’s privacy-first analytics to understand which articles are read and how visitors reach the site. Cloudflare Web Analytics does not use cookies, does not assign persistent identifiers, and does not build individual visitor profiles. We receive only aggregate, non-identifying statistics (e.g. total page views per article, referring domains, country-level geography).

Send feedback

Mon, 01 Jan 0001 00:00:00 +0000

Found a bug or have an idea for one of our Roblox Studio plugins? Tell us below. It goes straight to the team and directly shapes what we build next.

Terms of Service

Mon, 01 Jan 0001 00:00:00 +0000

Effective date: April 14, 2026

1. Who We Are

Godberry Studios is a sole proprietorship operated from the Republic of Lithuania. These Terms of Service (“Terms”) govern your use of godberrystudios.com (the “Site”) and any content or tools we link to from the Site.

2. Acceptance

By accessing or using the Site you confirm that you are at least 16 years old and agree to be bound by these Terms and our Privacy Policy. If you do not agree, do not use the Site.

Tomas Lebedinskas

Mon, 01 Jan 0001 00:00:00 +0000

Hi — Tomas here. Solo developer in Lithuania, running Godberry Studios as a one-person shop. The work is small, sharp tools for the MCP and AI-agent era, plus writing down what shipping them actually teaches.

Shipped products

Google Reviews Scraper — Apify Store actor for pulling Google Maps reviews. Pay-per-event pricing, validated across 9 countries.
Yelp Scraper — full Yelp business profile + reviews + menu + photos in one call. Worldwide (any yelp.<tld>), multilingual date parsing, no Fusion API key required.
Content-to-Social MCP Server — MCP server that turns any URL or text into ready-to-post social content. Callable from Claude, ChatGPT, and any MCP client.
Open source: github.com/godberrystudios — MIT-licensed MCP server starter, curated MCP tools list, and the studio’s profile.

Writing

Practitioner posts on the things actually being touched: MCP server design and monetization, web scraping in the anti-bot era, agent-payments protocols (x402, AgentCore Payments, Stripe MPP), and the AEO / GEO shift that’s eating SEO clicks. The blog is a working notebook, not a marketing funnel — when something doesn’t work, that ships too.