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Contig

Agentic bioinformatics: it runs, self-heals, and verifies

Developer Tools
Artificial Intelligence
GitHub
Science
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Hunted byAli HaqiqiAli Haqiqi

An agentic analyst for sequencing data: it runs the right pipeline on your own compute, self-heals failures like out-of-memory and missing indexes, verifies the output with real QC checks, and returns a signed, reproducible record. CLI + local dashboard.

Top comment

Hi Product Hunt 👋 I'm a solo builder with a genetics obsession and an engineering background, and Contig is my attempt at the unglamorous, unsolved part of bioinformatics. Turning "find differentially expressed genes" into a workflow is the easy, crowded part — general LLMs and tools like Galaxy already do it. The hard part is everything after: actually RUNNING that pipeline on real data, on real compute, watching it break at hour 3, and fixing it. Frontier models score only ~17% on real bioinformatics analysis (BixBench), and ~74% of wet-lab scientists don't code at all. So Contig doesn't just generate a workflow. It: • runs the pipeline on YOUR compute (Docker locally, or AWS Batch in your account), • self-heals failures on its own — OOM, a missing index it can rebuild, version mismatches — and shows you the repair chain (risky fixes pause for approval), • verifies the output with real QC checks and ends in an honest verdict (PASS / WARN / FAIL / UNVERIFIED — never a bare "done"), • and writes a signed, reproducible record you can re-run with one command. Being honest about maturity, because that's the whole point of the product: it's Apache-2.0 and free to self-host today. The engine (run → self-heal → verify → reproduce) is exercised end-to-end on nf-core/rnaseq; six more assays (scRNA-seq, germline + somatic variants, methylation, 16S, metagenomics) are wired with QC packs and being hardened to the same bar. The dashboard is localhost-only for now, and it's pre-revenue. Try it in 30 seconds (no data of your own needed): pipx install contig contig run --run-id smoke # runs, self-heals an injected failure, verifies contig show smoke # verdict + provenance + repair chain What I'd love from you: break it, and send me your worst failure cases — every recovered failure becomes a labeled data point that makes the detector better. Happy to answer anything here all day.

Comment highlights

how does the reproducibility work if my compute or reference versions drift between runs, is the signed record still useful when the underlying environment changes?

About Contig on Product Hunt

Agentic bioinformatics: it runs, self-heals, and verifies

Contig was submitted on Product Hunt and earned 0 upvotes and 2 comments, placing #142 on the daily leaderboard. An agentic analyst for sequencing data: it runs the right pipeline on your own compute, self-heals failures like out-of-memory and missing indexes, verifies the output with real QC checks, and returns a signed, reproducible record. CLI + local dashboard.

Contig was featured in Developer Tools (515.4k followers), Artificial Intelligence (473.1k followers), GitHub (41.3k followers) and Science (1.4k followers) on Product Hunt. Together, these topics include over 205.2k products, making this a competitive space to launch in.

Who hunted Contig?

Contig was hunted by Ali Haqiqi. A “hunter” on Product Hunt is the community member who submits a product to the platform — uploading the images, the link, and tagging the makers behind it. Hunters typically write the first comment explaining why a product is worth attention, and their followers are notified the moment they post. Around 79% of featured launches on Product Hunt are self-hunted by their makers, but a well-known hunter still acts as a signal of quality to the rest of the community. See the full all-time top hunters leaderboard to discover who is shaping the Product Hunt ecosystem.

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