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Companies that love quilt

Agent-Ready Scientific Data Platform

Your AI agents need governed data. Not another data lake.

Quilt makes biology data agent-ready — versioned, permissioned, and API-accessible for your LLMs and pipelines.
Built for R&D IT
Maintain full control over data while providing self-service data access • Deploys in Customer AWS Accounts with Infrastructure as Code (CloudFormation or Terraform)Governance built on IAM & SSOReplace expensive data stores with Amazon S3
Connected Lab
Put instrument data into the hands of your scientific teams quickly.
Talk to a Quilt engineer about your data stack
30 minutes. No slides. Just your architecture and next steps.
Computational Biology

Build repeatability into next-generation sequencing and omics pipelines, quickly.

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Connected Lab

Put instrument data into the hands of your scientific teams quickly.

Explore Further >
aws partner

Quilt is an Advanced AWS Technology Partner

Quilt Data is an AWS Advanced Technology Partner. Quilt brings seamless collaboration to Amazon S3 by connecting people, pipelines, and machines using visual, verifiable, versioned data packages. Amazon Web Services provides secure, cost-effective, and scalable big data services that can help you build a Data Lake to collect, store, and analyze massive volumes of heterogeneous data.

Computational Biology
Build repeatability into next-generation sequencing and omics pipelines, quickly.
Connected Lab
Put instrument data into the hands of your scientific teams quickly.
Talk to a Quilt engineer about your data stack
30 minutes. No slides. Just your architecture and next steps.
Computational Biology

Build repeatability into next-generation sequencing and omics pipelines, quickly.

Explore Further >
Connected Lab

Put instrument data into the hands of your scientific teams quickly.

Explore Further >

Trusted by Leading Organizations

Security & Compliance

  • AWS Advanced Technology Partner
  • HIPAA-eligible
  • SOC 2 Type II
  • GxP-ready


Your agents are only as good as your data layer


Quilt makes biology data agent-ready — versioned, permissioned, and API-accessible. Your agents consume governed data directly from your AWS, with deterministic hashes and human-verified metadata.

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API-first for agents

Every dataset accessible via Python SDK and REST API

  • Agents query governed data directly — no ETL, no exports, no CSV downloads
  • Quilt's MCP server gives Claude, Cursor, and custom agents structured access
  • One tool call to query packages, check versions, and pull lineage
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Versioned and permissioned

Agents consume pinned versions with controlled access

  • Deterministic version hashes with schema-enforced, human-verified metadata
  • Permissions control which agents access which data — full audit trail
  • Agents verify data exists at the right version before launching pipelines
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Your AWS, your agents

Data and compute stay in your perimeter

  • Quilt deploys in your VPC — no data leaves your AWS account
  • Agents identify and reuse existing processed datasets — no redundant compute
  • Governed data layer that scales with your AI/ML infrastructure
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Why AI teams choose Quilt

API-first for agents

Every dataset is accessible via Python SDK, REST API, and MCP server. Agents query governed data directly — no ETL, no exports, no CSV downloads. One tool call to search, version-check, and retrieve.

Deterministic version hashes
Every package version has a cryptographic hash and schema-enforced metadata set by humans. Agents pin to a specific version — no stale data, no silent changes, no hallucination from unstructured inputs.
Check before rerunning
Before launching a pipeline, agents query Quilt to check if the processed dataset already exists at the right version. No redundant compute, no duplicated effort, no wasted GPU hours.

How Quilt makes data agent-ready

MCP Server for AI Agents

Quilt's open-source MCP server gives Claude, Cursor, and custom agents structured access to your biology data. Query packages, check versions, pull lineage — one tool call.


Works with any agent framework that supports MCP.

Governed Data for ML Pipelines
Agents consume versioned, permissioned datasets. Permissions control which agents access which data.

Full audit trail of every agent query — know what data your models consumed.
Human-Verified Metadata

Schema-enforced metadata set by human scientists, not generated by AI. Your agents build on a foundation of human-verified truth — reducing hallucination and increasing trust in downstream results.

Teams building on governed data

Weeks to minutes on data accessResilience
Resilience, Director of Digital R&D

3x faster NGS analysisTessera
Tessera Therapeutics

A unified home for research dataEntact Bio
Entact Bio