`Minicor`, API-less Windows desktop automation via MCP

Legacy Windows apps become API-callable workflows. The sharp signal is not RPA itself, but observable, versioned desktop automation with agent-assisted debugging.

[ KEY POINTS ]

Minicor lets Claude Code or Codex navigate a Windows VM through MCP and generate Python RPA workflows.
Runs store video replays and logs, tackling a core RPA failure mode: debugging opaque UI automation after it breaks.
Workflows are API-triggered with custom input/output schemas, so a desktop-only app can be wrapped like a backend service.
VM cloning, queueing, 2FA/OTP handling, Slack alerts, human-in-the-loop steps, and screenshot-based LLM checks point to a full ops layer.
Claimed RPA failure rates of 30%+ frame the opportunity: reliability tooling may matter more than the automation script itself.

Originalwww.minicor.com/Read original →

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#0001Idea signals Ahrefs Blog13 hours ago
`ChatGPT` Tops Google Searches in May 2026
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AI intent is now mainstream search demand, not a niche channel. Build content and tools around ChatGPT-adjacent workflows; generic SEO alone looks thin.
- ChatGPT records 94.61M US search volume, ahead of YouTube at 87.79M and Amazon at 84.32M.
- Ahrefs’ dataset spans 28.7B keywords, so this is a demand signal, not a small survey sample.
- Search demand around AI assistants points to product opportunities: prompts, templates, integrations, troubleshooting, and workflow-specific landing pages.
Source: ahrefs.com/blog/top-google-searches/Read original →
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#0002Idea signals Simon Willison15 hours ago
Anthropic run-rate surge flags a `Claude` cost-control market
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Enterprise AI budgets are scaling faster than controls. Usage caps, license governance, and spend alerts look like a concrete B2B wedge.
- Run-rate revenue jumped from $9B at end-2025 to $47B in May 2026, implying explosive enterprise Claude adoption.
- One cited client spent $500M in one month after missing Claude usage limits; governance is not keeping up with rollout speed.
- The practical opportunity is not another wrapper app. Build budget caps, audit logs, alerts, and approval flows around AI seats.
Source: simonwillison.net/2026/May/29/anthropic/#atom-everythingRead original →
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#0003Idea signals GeekNews17 hours ago
`Stack Overflow` question volume falls back to 2008 levels
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Developer Q&A traffic is moving from public forums to coding assistants. Search-first support channels now have weaker leverage; AI-readable docs and in-product help matter more.
- Last month’s question count was 6,866, back near launch-era levels from 2008; public Q&A supply is shrinking fast.
- ChatGPT, Cursor, and Claude now absorb many small coding questions before they become forum posts.
- Forum SEO is a weaker acquisition bet. Better bets: structured docs, examples, and support content that assistants can quote accurately.
Source: news.hada.io/topic?id=29969Read original →
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`Minicor`, API-less Windows desktop automation via MCP

// related

`ChatGPT` Tops Google Searches in May 2026

Anthropic run-rate surge flags a `Claude` cost-control market

`Stack Overflow` question volume falls back to 2008 levels