general-query-literature-database

general-query-literature-database is a skill for Claude Code, Codex from learningmatter-mit/AtomisticSkills. It costs 18 tokens per session (183 once invoked), scanned A, original, MIT.

A search tool for an internal collection of workflow guides stored as Markdown files. These guides describe simulation methods summarized from scientific papers.

In plain words
What is it for?
Use it to scan the workflow database and find guides related to a particular research or simulation topic.
Why use it?
It helps locate a relevant in-house workflow without opening and reading every guide in the collection.

Skill for Claude CodeCodex

Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

agentmods
npx agentmods add skills/learningmatter-mit/atomisticskills/general-query-literature-database
Any agent
npx skills add learningmatter-mit/AtomisticSkills --skill general-query-literature-database
Clone the repo
git clone --depth 1 https://github.com/learningmatter-mit/AtomisticSkills

Made for: Claude Code, Codex.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

agentmods badge for general-query-literature-database

README.md
[![agentmods](https://agentmods.dev/badge/skills/learningmatter-mit/atomisticskills/general-query-literature-database.svg)](https://agentmods.dev/skills/learningmatter-mit/atomisticskills/general-query-literature-database)
Your own site
<a href="https://agentmods.dev/skills/learningmatter-mit/atomisticskills/general-query-literature-database"><img src="https://agentmods.dev/badge/skills/learningmatter-mit/atomisticskills/general-query-literature-database.svg" alt="Measured on agentmods" height="20"></a>
Per session 18 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 183 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. Scan, not verified.
Origin original No closer match found in the catalogue.
Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

ModelPer sessionOnce invoked
Fable 5 $0.00018 $0.00183
Opus 5 $0.00009 $0.00092
Sonnet 5 $0.00004 $0.00037
Haiku 4.5 $0.00002 $0.00018

Measured 4d ago against content hash f7ac99721c34, method: parsed. Prices are Anthropic first-party input rates as of 2026-08-30, from the pricing page.

Security

Grade A, and why

general-query-literature-database scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 4d ago.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

.agents/skills/general-query-literature-database/SKILL.md · 23 lines

What it actually says

Query Literature Databases

The in-house literature database consists of markdown (.md) files stored in the .agents/workflows/ directory. Each file contains a workflow guide for a specific research topic, summarized from academic papers.

To efficiently find the most relevant workflow guide without reading every file in full, you must rely on the short descriptions located in each file's YAML header.

Execution Instructions:

Scan Database: Because the database is currently small, use the following command to quickly extract all descriptions:

grep -rn "^description:" .agents/workflows/
Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. 4d ago First seen · 23 lines · 18 tokens per session scan A f7ac99721c34

Subscribe to this mod's changes

general-query-literature-database is a skill published in the GitHub repository learningmatter-mit/AtomisticSkills (158 stars, last pushed yesterday), licensed MIT. It adds 18 tokens to every session and 183 once invoked, about $0.0001 per session on Opus 5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.

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