This is a comprehensive reference wrapper around 78 public scientific and economic APIs, from PubChem and UniProt to FRED and NASA. It's built as a lookup router: you ask about a gene, compound, protein, or economic indicator, and it figures out which databases to hit, reads the right reference file, makes the calls, and returns raw JSON plus a list of what it queried. The organism-aware routing is thoughtful (it won't assume human when you're asking about mouse genes), and the cross-database coverage means you can ask "what pathways is this gene in" without needing to know whether that's a Reactome or KEGG question. It's a solid time-saver if you're tired of hunting down API docs for ENCODE, gnomAD, or the USGS every time you need one data point.

skills.sh installs
2.2K
GitHub stars
56.6K
last updated
Aug 21, 2026

Install

$ npx -y skills add k-dense-ai/scientific-agent-skills --skill database-lookup --agent claude-code

Installs into .claude/skills of the current project.

Files

Database Lookup

This skill catalogs 80 databases with public, registered, or licensed access patterns. Your job is to turn the user's intent into a reproducible retrieval: select the authoritative database(s), make bounded and rate-limited API calls, verify counts when completeness matters, and return results with enough provenance that another agent or human can repeat the lookup.

For complex biomedical retrievals, assume small filtering differences can change downstream conclusions. Prefer deterministic APIs, explicit identifiers, exhaustive pagination, and auditable logs over broad searching or plausible summaries.

Core Workflow

  1. Define the retrieval contract — Identify the target entity, accepted identifiers, organism/taxon/build/date constraints, filters, expected output fields, and whether the user needs an exhaustive dataset or a targeted lookup. If a required scientific constraint is missing and affects correctness, ask a clarifying question rather than guessing.

Sponsors

Details

Repository
github.com/k-dense-ai/scientific-agent-skills
Categories
Backend & APIs, AI & Agent Building, Finance & Trading, Databases
First seen
Jun 3, 2026

More from k-dense-ai/scientific-agent-skills

All 137
1tencentcloudbase avatarcloudbase-document-database-in-wechat-miniprogramtencentcloudbase/skillsUse CloudBase document database WeChat MiniProgram SDK to query, create, update, and delete data. Supports complex queries, pagination, aggregation, and geoloca1.5Kskills.sh installs
2firebase avatarfirebase-basicsfirebase/skillsfirebase basics1.3Kskills.sh installs
3nvidia avatarcuopt-numerical-optimization-api-clinvidia/skillsLP, MILP, and QP (beta) with cuOpt — CLI only (MPS/LP/QPS files, cuopt_cli). Use when the user is solving LP, MILP, or QP from an MPS or LP file via command lin1.3Kskills.sh installs
4vtex avatarvtex-io-auth-and-policiesvtex/skillsApply when deciding or implementing permissions and authorization boundaries for VTEX IO apps. Covers manifest policies, outbound-access rules, least-privilege 1.2Kskills.sh installs
5ruvnet avataragent-docs-api-openapiruvnet/rufloAgent skill for docs-api-openapi - invoke with $agent-docs-api-openapi1.2Kskills.sh installs
6windmill-labs avatarrust-backendwindmill-labs/windmillRust coding guidelines for the Windmill backend. MUST use when writing or modifying Rust code in the backend directory.1.1Kskills.sh installs