Professional data.
Curated. Private.
DigiSpark is a closed library of professional datasets: chemistry, biology, physics, engineering, cybersecurity, MLOps, and marketing. Records are selected, labeled, and held for people who already work in the field. It is not a public scrape, and it is not a free API.
Request access- 01Private
Chemistry
Structures, reaction classes, assay notes, and process constraints. Curated, not dumped from a public patent scrape.
- 02Private
Biology
Pathways, models, and experimental context for people who already read primary literature.
- 03Private
Physics
Instrumentation, materials, and measurement series kept as professional records.
- 04Private
Engineering
Systems, failure modes, and design notes across mechanical, electrical, and process work.
- 05Private
Cybersecurity
Threat, control, and architecture notes for operators — not a public CVE firehose.
- 06Private
MLOps
Training, eval, deployment, and data-harness practice. How models actually run.
- 07Private
Marketing
Offer architecture, channel mechanics, and creative systems for teams who already ship.
Curated means a person stood behind the record.
Public corpora are large, noisy, and already in everyone else’s model. DigiSpark holds smaller collections with provenance: what the record is, who it is for, and what it is not. Chemistry is not mixed with marketing. Cybersecurity is not mixed with biology. Each shelf is a domain.
For operators and agents
Use it as context: retrieval for a specialist agent, a briefing pack for a human, a constrained corpus when a general model is the wrong tool.
Not for the open web
There is no public search box that dumps the library. Access is by request. Seats are named.
Request a seat.
Say which collection you need and what you are trying to do. DigiSpark is a private library. The data does not sit on a public directory.
Request access