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We're the engineering team at Peakflo (B2B fintech). We built 20x internally because we kept copy-pasting Linear tickets into Claude, manually setting up branches, and babysitting agent output across terminals. Eventually we just built the infrastructure to connect task systems to agents directly \u2014 and decided to open source it.
20x is an open-source desktop app (macOS only \u2014 Linux and Windows on the roadmap) that orchestrates AI coding agents against your existing task systems.
In practice: a Linear ticket gets pulled in \u2192 the triage agent assigns Claude Code + relevant skills \u2192 a git worktree is created for branch isolation \u2192 the agent writes code with live-streamed output \u2192 it pauses for your approval before pushing \u2192 a PR is opened.
We started with engineering tasks because current agents perform best there.
The most interesting architectural piece: Self-improving Skills. Skills are reusable instruction templates attached to task types. After each task completes, the agent proposes updates based on what worked. Over time, skills accumulate institutional knowledge, like a runbook that writes itself. Each carries a confidence score that tracks reliability over time.
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MIT licensed.
GitHub: https://github.com/peakflo/20x\nDemo: https://youtu.be/3zKmMz6aFek
Happy to answer questions about the architecture, tradeoffs, or what didn't work."},"title":{"fullyHighlighted":false,"matchLevel":"full","matchedWords":["hubspot"],"value":"Show HN: 20x \u2013 Open-source agent orchestrator for Linear/HubSpot tasks"},"url":{"matchLevel":"none","matchedWords":[],"value":"https://github.com/peakflo/20x"}},"_tags":["story","author_dmitryv","story_47168850","show_hn"],"author":"dmitryv","children":[47194769],"created_at":"2026-02-26T17:09:54Z","created_at_i":1772125794,"num_comments":2,"objectID":"47168850","points":6,"story_id":47168850,"story_text":"Hi HN,
We're the engineering team at Peakflo (B2B fintech). We built 20x internally because we kept copy-pasting Linear tickets into Claude, manually setting up branches, and babysitting agent output across terminals. Eventually we just built the infrastructure to connect task systems to agents directly \u2014 and decided to open source it.
20x is an open-source desktop app (macOS only \u2014 Linux and Windows on the roadmap) that orchestrates AI coding agents against your existing task systems.
In practice: a Linear ticket gets pulled in \u2192 the triage agent assigns Claude Code + relevant skills \u2192 a git worktree is created for branch isolation \u2192 the agent writes code with live-streamed output \u2192 it pauses for your approval before pushing \u2192 a PR is opened.
We started with engineering tasks because current agents perform best there.
The most interesting architectural piece: Self-improving Skills. Skills are reusable instruction templates attached to task types. After each task completes, the agent proposes updates based on what worked. Over time, skills accumulate institutional knowledge, like a runbook that writes itself. Each carries a confidence score that tracks reliability over time.
This is the main differentiator versus hosted tools like Devin or Factory. Unlike those tools, 20x is local-first, open-source, and agent-agnostic \u2014 it orchestrates your existing agents rather than replacing them.
A few architectural decisions:
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MIT licensed.
GitHub: https://github.com/peakflo/20x\nDemo: https://youtu.be/3zKmMz6aFek
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