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Keyword Expansion

Community
WILLOSCAR
keyword-expansion

Expand and refine search keywords (synonyms, acronyms, exclusions) and update `queries.md`.

Overview

PublisherWILLOSCAR
Repositoryresearch-units-pipeline-skills
Skill namekeyword-expansion
Stars
513
Forks
39
Bundled files
Instructions only
Links
Skill sourceRepository
  • Markdown instructions

    A SKILL.md file the model loads on demand, so it only costs tokens when a request actually matches.

  • Works with any LLM

    AI skills are plain Markdown, not provider-specific code, so this works with GPT, Claude, Gemini, Grok, or a local model.

  • Self-contained

    Everything the model needs lives in the instructions — no extra files to sync.

  • Open source

    Published by WILLOSCAR on GitHub. Read the source before you install it.

Installation

Install the Keyword Expansion AI skill in TypingMind to use it with any LLM, or drop it into another agent that reads SKILL.md.

1

Install in TypingMind

TypingMind installs a skill straight from its GitHub folder — it reads SKILL.md, bundles the resource files, and stores the result locally.

  1. Open the app and go to Plugins → Skills.
  2. Choose "Install from GitHub".
  3. Paste the skill folder URL below and confirm.
    https://github.com/WILLOSCAR/research-units-pipeline-skills/tree/main/.codex/skills/keyword-expansion
  4. Enable the skill in any chat where you want it available.
Plugins → Skills → Add skill → From GitHub URL, then paste the folder URL and press Continue.
2

Install in another agent

Any agent that reads the Agent Skills format can use this skill — copy the folder into that agent's skills directory.

Claude Code — .claude/skills
git clone --depth 1 https://github.com/WILLOSCAR/research-units-pipeline-skills.git /tmp/research-units-pipeline-skills
mkdir -p .claude/skills
cp -r /tmp/research-units-pipeline-skills/.codex/skills/keyword-expansion .claude/skills/keyword-expansion
Restart Claude Code after copying so it picks up the new skill.

Use it in TypingMind

Enable Keyword Expansion in any TypingMind chat and the model takes it from there. Its name and description sit in the system prompt, and the moment a request matches, the model loads the full instructions itself — you never invoke it by hand, and it costs no tokens until it is actually used.

The model loads Keyword Expansion on its own as soon as a request matches it.

Works with any AI model

AI skills are plain Markdown instructions rather than provider-specific code, so Keyword Expansion is not tied to the model it was written for. Install it once in TypingMind and use it with GPT-5, Claude, Gemini, Grok, DeepSeek, Mistral, Llama, or a local model you run yourself — all on your own API keys.

  • Loaded only when it is needed

    The system prompt carries just the name and description. The instructions are fetched on the first matching request, so an idle skill costs nothing.

  • Switch models mid-chat

    Because the skill is instructions rather than code, changing model does not break it — the next model reads the same SKILL.md.

Skill instructions

This is the SKILL.md content the model loads. Read it before installing — a skill is instructions your model will follow.

Skill: keyword-expansion

Triggers & routing

  • Trigger: keyword expansion, synonyms, exclusions, queries.md, 关键词扩展, 同义词, 排除词.
  • Use when: 检索覆盖不足/噪声过大，或主题别名很多，需要系统化扩展与收敛检索词。
  • Skip if: queries.md 已经能稳定检出覆盖面（无需扩大范围导致后续成本爆炸）。
  • Network: none.
  • Guardrail: 保持可控的 query 数量；明确 exclusions；避免“无限扩展”。

Goal

  • Improve recall/precision of queries.md without drifting scope.

Inputs

  • queries.md
  • Optional: DECISIONS.md scope notes

Outputs

  • Updated queries.md

Procedure (MUST FOLLOW)

  1. Extract the current topic scope and exclusions.
  2. Propose keyword expansions (synonyms, related terms, acronyms) and add explicit exclusions for common false positives.
  3. Update queries.md with a clear “why” note for each change.

Acceptance criteria (MUST CHECK)

  • queries.md contains updated keywords and excludes.
  • Changes do not contradict DECISIONS.md scope constraints.

Troubleshooting

Issue: keyword expansion causes scope drift

Fix:

  • Re-read DECISIONS.md scope notes and add explicit exclusions in queries.md for common false positives.

Issue: query count explodes and becomes unmanageable

Fix:

  • Keep a small set of high-signal queries; merge synonyms into the same query where possible instead of adding many near-duplicates.

Frequently asked questions

What does the Keyword Expansion AI skill do?

Expand and refine search keywords (synonyms, acronyms, exclusions) and update `queries.md`.

Why use Keyword Expansion on TypingMind?

Because you install it once and use it with any model. Keyword Expansion is plain Markdown rather than provider-specific code, so the same skill runs on GPT-5, Claude, Gemini, Grok, or a local model — and you can switch model mid-chat without it breaking. TypingMind runs on your own API keys, so you pay providers directly instead of a per-seat subscription, and your skills and chats stay in your own storage.

How do I install Keyword Expansion in TypingMind?

Open Plugins → Skills → Install from GitHub in TypingMind and paste https://github.com/WILLOSCAR/research-units-pipeline-skills/tree/main/.codex/skills/keyword-expansion. TypingMind reads its SKILL.md and installs it as a skill you can enable per chat.

Which AI models can use Keyword Expansion?

Any model you connect in TypingMind. AI skills are plain Markdown instructions rather than provider-specific code, so GPT, Claude, Gemini, Grok, and local models can all load this skill when a request matches it.

How many AI models can I use with Keyword Expansion?

As many as you like. As long as a model supports skills, you can use Keyword Expansion with it — GPT, Claude, Gemini, Grok, DeepSeek, Mistral, Llama and more — all on TypingMind with your own API keys.

Is the Keyword Expansion AI skill free?

It is published on GitHub by WILLOSCAR. Check the repository for licensing terms. You only pay your own AI provider for the tokens you use.

What are AI skills?

An AI skill is a reusable instruction bundle that teaches an AI model how to do one specific task. It follows the open Agent Skills format: a SKILL.md file with a name and description, plus any scripts, templates or reference files the model may need. The model reads the instructions only when your request matches the skill, so an installed skill costs nothing until it is used.

How are AI skills different from plugins or MCP servers?

A plugin or MCP server gives a model new tools to call — code that runs somewhere and returns a result. An AI skill gives the model knowledge and process instead: how to approach a task, which steps to follow, what good output looks like. Skills are plain Markdown, so they need no server, no API key and no runtime, and they work with any model.

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