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20x

Open-source agent orchestrator for Linear/HubSpot tasks

Details

External ID
47168850
Source
HN
Company
—
Product
20x
Website domain
github.com
Launched
Feb. 26, 2026
Cohort
—
Upvotes
6
Upvotes percentile
0.28099730458221023
Tags
—
Fetched at
Sept. 7, 2026, 9:25 p.m.
Updated at
Sept. 7, 2026, 9:25 p.m.

Description

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.

Enrichment

Theme
AI agent frameworks and developer tools
Vertical
Sales
Function
Agent / copilot
Audience
B2B
AI stance
AI-native
Project type
Commercial product
Normalized one-liner
agent orchestration for sales tools
Manually corrected
False

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 — 434 launches clear the similarity bar, closest 8 shown.

Attention rank: #340 of 435 (itself plus its competitors, highest first — normalized so YC and Product Hunt are compared fairly).

Launched 115 days after the earliest competitor.

Other launches for this product

Same idea, different domain

Nobody's really built a agent / copilot tool for Agriculture yet.