Agent skill

Osti Database

by lamm-mit in lamm-mit/scienceclaw

Search OSTI.gov for DOE technical reports on critical minerals, energy, and materials science

Apache-2.0Auto-check passedResearch & Science

Install Osti Database

skills CLI
$ npx skills add lamm-mit/scienceclaw --skill osti-database -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install lamm-mit/scienceclaw osti-database --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ git clone --depth 1 https://github.com/lamm-mit/scienceclaw.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/osti-database .claude/skills/osti-database && rm -rf skills-src

Use ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.

Claude Code skills documentation · loads skills from .claude/skills/

Facts

Skill name
osti-database
GitHub stars
244
Token cost
~804 tokens
SKILL.md length
211 words
Files
2 (incl. scripts)
Skills in repo
85
Repo updated
First seen
Licence
Apache-2.0

At a glance

Search OSTI.gov for DOE technical reports on critical minerals, energy, and materials science

  • Tasks that involve Physical and earth sciences
  • SKILL.md covers Usage, Parameters, Commodity Codes and Examples, plus 1 more section
  • Runs Python scripts from its folder; calls python3

What it does

Osti Database is an agent skill from lamm-mit/scienceclaw. Search OSTI.gov for DOE technical reports on critical minerals, energy, and materials science

Its SKILL.md is about 800 tokens, which your agent loads only when the skill is triggered. The skill folder holds 2 other files, including scripts (for example `scripts/osti_search.py`).

It sits in Research & Science, covering Physical and earth sciences. The licence is Apache-2.0.

When your agent uses it

  • Tasks that involve Physical and earth sciences

Example prompts

  • “/osti-database”

Requirements

  • Python 3

What it can do on your machine

Read from SKILL.md and the folder at commit ab9aba1. It shows what the files ask for, not the result of running them.

  • Tool permissions

    Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.

    From allowed-tools in the SKILL.md frontmatter.

  • Runs code

    Ships 1 file in scripts/ (Python), which the agent can run.

    Shell commands in SKILL.md call:

    • python3

    From the folder's file list and the shell code blocks in SKILL.md.

  • Network

    No URLs in SKILL.md.

    From URLs in SKILL.md, links to its own repository left out.

  • Credentials

    Names no API keys, tokens, secrets or passwords.

    From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.

Context cost

Osti Database loads about 804 tokens when it runs. Until then it costs about 27 tokens; SKILL.md has 211 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~27
When it runs · the whole SKILL.md, loaded when a task matches
~804

Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.

Safety

Auto-check passed

The automated check found no risky patterns in SKILL.md.

Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); the scripts in this folder are not scanned.

SKILL.md

The full file from lamm-mit/scienceclaw at commit ab9aba1, republished under its Apache-2.0 licence (© lamm-mit). 211 words, ~804 tokens.

Download SKILL.mdSave it as .claude/skills/osti-database/SKILL.md (or your agent's skills folder). This skill also uses 1 other file; get the full folder from GitHub.
name
osti-database
description
Search OSTI.gov for DOE technical reports on critical minerals, energy, and materials science

Search the U.S. Department of Energy's Office of Scientific and Technical Information (OSTI.gov) for technical reports, journal articles, and conference papers. Covers 1,100+ DOE-funded documents across critical mineral categories including rare earth elements, lithium, cobalt, nickel, copper, gallium, germanium, and graphite.

Usage

bash
python3 {baseDir}/scripts/osti_search.py --query "rare earth separation"
Search by commodity:
bash
python3 {baseDir}/scripts/osti_search.py --query "extraction" --commodity HREE
Filter by year range:
bash
python3 {baseDir}/scripts/osti_search.py --query "lithium recovery" --year-from 2020 --year-to 2025
Filter by product type:
bash
python3 {baseDir}/scripts/osti_search.py --query "critical minerals" --product-type "Technical Report"
JSON output:
bash
python3 {baseDir}/scripts/osti_search.py --query "cobalt supply chain" --format json --limit 20

Parameters

ParameterDescriptionDefault
--querySearch queryRequired
--commodityCommodity filter (HREE, LREE, CO, LI, GA, GR, NI, CU, GE, OTH)-
--product-typeProduct type filter (Technical Report, Journal Article, Conference)-
--year-fromStart year for publication date filter-
--year-toEnd year for publication date filter-
--limitMaximum results to return10
--sortSort by: relevance, daterelevance
--formatOutput format: summary, detailed, json, bibtexsummary

Commodity Codes

CodeDescription
HREEHeavy Rare Earth Elements (Dy, Tb, Eu, Y, etc.)
LREELight Rare Earth Elements (La, Ce, Nd, Pr, etc.)
COCobalt
LILithium
GAGallium
GRGraphite
NINickel
CUCopper
GEGermanium
OTHOther critical minerals

Examples

bash
# Search for heavy rare earth separation techniques
python3 {baseDir}/scripts/osti_search.py --query "heavy rare earth separation" --commodity HREE

# Recent DOE reports on lithium extraction
python3 {baseDir}/scripts/osti_search.py --query "lithium extraction" --product-type "Technical Report" --year-from 2022 --sort date

# Critical minerals supply chain analysis with detailed output
python3 {baseDir}/scripts/osti_search.py --query "supply chain critical minerals" --format detailed --limit 15

# Get BibTeX citations for cobalt recycling papers
python3 {baseDir}/scripts/osti_search.py --query "cobalt recycling" --commodity CO --format bibtex

Notes

  • OSTI.gov API is free and does not require authentication
  • Covers DOE-funded research: national labs, universities, contractors
  • Document types include technical reports, journal articles, conference papers, theses, patents
  • For local corpus search, use the corpus-search skill instead
  • Rate limiting: be courteous, avoid excessive requests

© lamm-mit, Apache-2.0. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file

Files

SKILL.md and 1 other file (scripts) in skills/osti-database of lamm-mit/scienceclaw.

  • SKILL.md
  • scripts/osti_search.py

Open the folder on GitHubat commit ab9aba1

Compare with similar skills

Osti Database next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.

Osti Database compared with similar skills
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Osti Database this skilllamm-mit/scienceclaw244—~804Automated safety check: PassApache-2.0
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AstropyzLanqing/codex-claude-academic-skills4.6k14 repos~2.9kAutomated safety check: PassBSD-3-Clause
PymatgenzLanqing/codex-claude-academic-skills4.6k12 repos~5kAutomated safety check: PassMIT
Weathertrpc-group/trpc-agent-go1.8k9 repos~591Automated safety check: PassApache-2.0
Pymol VisualizationChatMol/ChatMol372—~1.2kAutomated safety check: PassMIT

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Questions about Osti Database

What does Osti Database do?

Search OSTI.gov for DOE technical reports on critical minerals, energy, and materials science. Osti Database is an agent skill from lamm-mit/scienceclaw.

When should I use Osti Database?

Osti Database fits situations like: tasks that involve Physical and earth sciences.

How do I install Osti Database in Claude Code?

Run `npx skills add lamm-mit/scienceclaw --skill osti-database -a claude-code`. Or copy the skill folder (skills/osti-database in lamm-mit/scienceclaw) into .claude/skills/osti-database in your project. Claude Code loads it when a task matches its description.

How do I install Osti Database in Codex?

Run `npx skills add lamm-mit/scienceclaw --skill osti-database -a codex`. Or copy the skill folder (skills/osti-database in lamm-mit/scienceclaw) into .agents/skills/osti-database in your project. Codex loads it when a task matches its description.

Can I use Osti Database in Cursor, Gemini CLI or GitHub Copilot?

Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add lamm-mit/scienceclaw --skill osti-database -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/osti-database, .gemini/skills/osti-database, .github/skills/osti-database and .opencode/skills/osti-database in your project.

What does Osti Database need to run?

Going by SKILL.md and its folder, Osti Database needs Python for the scripts in its folder and the command-line tools its instructions call (python3). Our summary lists: Python 3.

Does Osti Database access the network?

SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.

Is Osti Database safe to install?

Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. The check reads SKILL.md only: the scripts in the folder are not scanned, so read them before running anything.

What licence does Osti Database use?

Osti Database is published under the Apache-2.0 licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.

How many tokens does Osti Database use?

About 804 tokens (SKILL.md is roughly 3.2k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.

What are the alternatives to Osti Database?

Skills that share tags, products or a category with Osti Database: Cantera Ignition Delay (K-Dense-AI/scientific-agent-skills, 48k stars), Astropy (zLanqing/codex-claude-academic-skills, 4.6k stars), Pymatgen (zLanqing/codex-claude-academic-skills, 4.6k stars) and Weather (trpc-group/trpc-agent-go, 1.8k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Osti Database?

lamm-mit (a GitHub user) maintains it in lamm-mit/scienceclaw, which has 244 GitHub stars. The repository holds 85 skills in this directory. The repository was last updated on August 21, 2026.

Source: lamm-mit/scienceclaw on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.