keyword-expansion

Name: keyword-expansion
Author: WILLOSCAR

489stars39forks

How to install keyword-expansion?

willoscar/research-units-pipeline-skills/keyword-expansion

$npx -y skills add WILLOSCAR/research-units-pipeline-skills --skill keyword-expansion

Installs into the current project.

Summary

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

Files · 1

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SKILL.md

1	# Skill: keyword-expansion
2
3	## Goal
4
5	- Improve recall/precision of `queries.md` without drifting scope.
6
7	## Inputs
8
9	- `queries.md`
10	- Optional: `DECISIONS.md` scope notes
11
12	## Outputs
13
14	- Updated `queries.md`
15
16	## Procedure (MUST FOLLOW)
17
18	1. Extract the current topic scope and exclusions.
19	2. Propose keyword expansions (synonyms, related terms, acronyms) and add explicit exclusions for common false positives.
20	3. Update `queries.md` with a clear “why” note for each change.
21
22	## Acceptance criteria (MUST CHECK)
23
24	- [ ] `queries.md` contains updated keywords and excludes.
25	- [ ] Changes do not contradict `DECISIONS.md` scope constraints.
26
27	## Troubleshooting
28
29	### Issue: keyword expansion causes scope drift
30
31	Fix:
32	- Re-read `DECISIONS.md` scope notes and add explicit exclusions in `queries.md` for common false positives.
33
34	### Issue: query count explodes and becomes unmanageable
35
36	Fix:
37	- Keep a small set of high-signal queries; merge synonyms into the same query where possible instead of adding many near-duplicates.

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keyword-expansion

489stars39forks

View on GitHub

How to install keyword-expansion?

willoscar/research-units-pipeline-skills/keyword-expansion

$npx -y skills add WILLOSCAR/research-units-pipeline-skills --skill keyword-expansion

Installs into the current project.

Summary

Files · 1

View on GitHub

SKILL.md

1	# Skill: keyword-expansion
2
3	## Goal
4
5	- Improve recall/precision of `queries.md` without drifting scope.
6
7	## Inputs
8
9	- `queries.md`
10	- Optional: `DECISIONS.md` scope notes
11
12	## Outputs
13
14	- Updated `queries.md`
15
16	## Procedure (MUST FOLLOW)
17
18	1. Extract the current topic scope and exclusions.
19	2. Propose keyword expansions (synonyms, related terms, acronyms) and add explicit exclusions for common false positives.
20	3. Update `queries.md` with a clear “why” note for each change.
21
22	## Acceptance criteria (MUST CHECK)
23
24	- [ ] `queries.md` contains updated keywords and excludes.
25	- [ ] Changes do not contradict `DECISIONS.md` scope constraints.
26
27	## Troubleshooting
28
29	### Issue: keyword expansion causes scope drift
30
31	Fix:
32	- Re-read `DECISIONS.md` scope notes and add explicit exclusions in `queries.md` for common false positives.
33
34	### Issue: query count explodes and becomes unmanageable
35
36	Fix:
37	- Keep a small set of high-signal queries; merge synonyms into the same query where possible instead of adding many near-duplicates.

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Type