A visual CI/CD system
Details
- External ID
- 47865207
- Source
- HN
- Company
- —
- Product
- A visual CI/CD system
- Website domain
- actionforge.dev
- Launched
- April 22, 2026
- Cohort
- —
- Upvotes
- 7
- Upvotes percentile
- 0.38817480719794345
- Tags
- —
- Fetched at
- Sept. 7, 2026, 9:26 p.m.
- Updated at
- Sept. 7, 2026, 9:26 p.m.
Description
Over a year ago I started Actionforge, a managed/self-managed visual CI/CD platform. Just for fun, because I like building and experimenting with dev tools. Back then I thought the user would be a human with a keyboard and a mouse.These days I rarely write pipelines. I mostly write specs, an agent dumps 500 lines of YAML, Python and a Makefile then I get my artifacts. The amount is overwhelming and a liability, and I stop trusting what I just merged. So I pivoted my CI/CD project toward more visualization, analytics and data aggregation, so engineers can see what agents and the pipeline produced, the flow, steps, data. Where it fails. With that I have a better mental model instead of a blob of code.The goal is better observability, and pipelines that explain their own failures back to the next agent. And also with a personal focus on UX and design. My project supports Perforce P4, Git/GitHub and GitLab, so quite flexible.Would love to hear your impression.I'm also very interested in your CI/CD horror stories, and how you use them these days. Any input is much appreciated!P.S. Code is public and provides GitHub Attestations.
Enrichment
- Theme
- AI agent frameworks and developer tools
- Vertical
- Horizontal
- Function
- Workflow automation
- Audience
- Developer
- AI stance
- Not AI
- Project type
- Commercial product
- Normalized one-liner
- visual ci/cd platform
- Manually corrected
- False
Could you build this?
No Building a full visual CI/CD platform requires secure distributed job execution runners, container sandboxing, pipeline DAG graph resolution, and real-time streaming of execution logs.
What it would actually take: A real implementation needs a distributed agent runner network (Docker, Podman, or microVMs), an asynchronous DAG engine for pipeline step orchestration, and an event-driven control plane using WebSockets or gRPC for real-time visualization and log streaming. The frontend involves complex interactive node-graph canvas manipulation (React Flow / custom canvas). It demands deep systems engineering, kernel sandboxing security, and distributed systems design.
Discussion
2 comments analyzed.
Competitors mentioned: gisia
Concerns raised: Unclear value proposition from website, CI YAML configuration complexity/discomfort
Competitors
Other products that read as similar to this one — 145 launches clear the similarity bar, closest 8 shown.
Attention rank: #90 of 146 (itself plus its competitors, highest first — normalized so YC and Product Hunt are compared fairly).
Launched 173 days after the earliest competitor.
- CI/CD in your terminal, zero YAML · hn · 2026-03-25 · 7 upvotes · similarity 0.44
- I left VSCode to build an IDE to handle many projects/agents workflow · hn · 2026-07-28 · 8 upvotes · similarity 0.44
- SmokedMeat, like Metasploit, but for CI/CD (open-source) · hn · 2026-04-15 · 13 upvotes · similarity 0.44
- Pyra · hn · 2026-04-17 · 13 upvotes · similarity 0.43
- Mainline · hn · 2026-05-13 · 5 upvotes · similarity 0.43
- Zetken CI/CD Studio · ph · 2026-09-14 · 3 upvotes · similarity 0.43
- A Satellite View for Python Code · hn · 2026-02-09 · 7 upvotes · similarity 0.42
- TrimCI · ph · 2026-09-18 · 1 upvotes · similarity 0.42
Other launches for this product
Same idea, different domain
Nobody's really built a workflow automation tool for Real estate yet.