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20x

Open-source agent orchestrator for Linear/HubSpot tasks

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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 — and decided to open source it.20x is an open-source desktop app (macOS only — Linux and Windows on the roadmap) that orchestrates AI coding agents against your existing task systems.In practice: a Linear ticket gets pulled in → the triage agent assigns Claude Code + relevant skills → a git worktree is created for branch isolation → the agent writes code with live-streamed output → it pauses for your approval before pushing → 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 — it orchestrates your existing agents rather than replacing them.A few architectural decisions:- Local-first: SQLite, no accounts, no cloud sync, everything on-device - Agent-agnostic: supports Claude Code, OpenCode, and Codex - Integrations: Linear, HubSpot, Peakflo, and GitHub Issues (Peakflo is listed because we dogfood it internally — it was our first integration and how we catch regressions.) - Git worktrees per task for branch isolation - Skill updates are written back after task completionMIT licensed.GitHub: https://github.com/peakflo/20x Demo: https://youtu.be/3zKmMz6aFekHappy to answer questions about the architecture, tradeoffs, or what didn't work.

HN · launched Feb 26, 2026 · 6 upvotes (top 72%) · 0 views

Niche: ai workflow automation platforms · 212 launches, 13 in the last 7 days ▲ +8% · Explore this niche →

Category and tags

  • Horizontal
  • Agent / copilot
  • B2B
  • AI-native
  • Hobby / open-source project

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Could you build this?

Yes Connecting task trackers like Linear and HubSpot to AI coding agents via webhooks and API orchestration is standard glue-code automation readily built with vibe coding.

Discussion

2 comments analyzed.

Concerns raised: Skills have task-system-specific assumptions that reduce portability across teams/projects, Embedded assumptions in skills (e.g., Linear-specific) make cross-team skill sharing difficult

Feature requests: Expose confidence scores so teams can compare skill performance across different configurations, Enable skill comparison and sharing across teams/projects

Competitors

Other products that read as similar to this one : 1114 launches clear the similarity bar, closest 8 shown.

Attention rank: #911 of 1115 (itself plus its competitors, highest first, normalized so YC and Product Hunt are compared fairly).

Launched 117 days after the earliest competitor.

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