database-lookup SKILL.md skillB

database-lookup from k-dense-ai/scientific-agent-skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add k-dense-ai/scientific-agent-skills/database-lookup@v1.8

Pins v1.8 in mdr.lock. Pin the fingerprint instead.

Audit grade
B, 16 of 17 checks passed
Kind
SKILL.md skill
Repository
k-dense-ai/scientific-agent-skills
Path
skills/database-lookup/SKILL.md
Versions recorded
10
Latest version
v1.8, committed Oct 1, 2026
First version recorded
Jun 11, 2026
Size
27,582 bytes
Repository stars
54,238
License
MIT

Queries documented public database APIs with explicit endpoints, filters, pagination, and provenance. Used when a scientific, regulatory, financial, or other database-backed fact must be retrieved reproducibly from a named source rather than inferred from general knowledge.

Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.

What the file says

# 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.
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add k-dense-ai/scientific-agent-skills/database-lookup@sha256:ead247f623212ca1

The line at the top of this page pins the label v1.8, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_6iuuhe5dd4h52wrv.svg)](https://markdownregistry.com/a/art_6iuuhe5dd4h52wrv)

5 badge image fetches in 30 days. What the badge shows.

Versions

The registry has recorded 10 versions of this file, between Jun 11, 2026 and Oct 1, 2026, about one every 12 days.

versioncommittedcommitsizeaudit
v1.8 latest2026-10-01 a92663a 27,582 BB view · diff
v1.72026-09-30 ce9e6e9 27,383 BB view · diff
v1.62026-09-11 eef7c20 27,358 BB view · diff
v1.52026-09-10 27e3483 27,022 BB view · diff
v1.42026-09-10 b369c26 27,022 BB view · diff
v1.42026-09-02 1e5eeff 27,012 BB view · diff
v1.32026-07-26 2f2022d 26,054 BB view · diff
v1.22026-07-01 1e024ea 34,778 BB view · diff
v1.12026-06-15 2093901 32,626 BB view · diff
git:20260611.1b8fae32026-06-11 1b8fae3 28,253 BB view

Audit of the latest version

B  16 of 17 checks passed. Fixed automatic checks with no AI involved, so the same checks give the same answer every run.
  • fail: No instruction to read or print local credentials (matched: read or display the whole `.env)
  • pass: Frontmatter block present
  • pass: Frontmatter declares a name
  • pass: Frontmatter declares a description
  • pass: Size between 200 bytes and 200 KB (27582 bytes)
  • pass: No zero-width or bidi control characters
  • pass: No instruction hidden inside an HTML comment
  • pass: No link to an exfiltration or paste host
  • pass: No credential-shaped string
  • pass: No instruction to send local credentials anywhere
  • pass: No text hidden with inline styles
  • pass: No prompt-injection phrasing
  • pass: No curl or wget piped into a shell
  • pass: No recursive delete of root, home or parent
  • pass: No base64 blob over 200 characters
  • pass: No link to a raw IP address
  • pass: No script tag

Starting a new one? Use a template for SKILL.md on mdpantry, which passes every one of these checks and says what to change in it.

Source

GitHub

k-dense-ai/scientific-agent-skills · 54,238 stars · license MIT · pushed 2026-10-19 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_6iuuhe5dd4h52wrv
GET https://markdownregistry.com/api/v1/resolve?ref=k-dense-ai/scientific-agent-skills/database-lookup
GET https://markdownregistry.com/api/v1/blob/ead247f623212ca1560486d863a2d0a8c0555d8d20b975d55053eeb4ed043d37

Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.

Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.

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Every file in k-dense-ai/scientific-agent-skills

Other files named database-lookup

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