semantic-search-setup-how-semantic-search-works
Sub-skill of semantic-search-setup: How Semantic Search Works.
Best use case
semantic-search-setup-how-semantic-search-works is best used when you need a repeatable AI agent workflow instead of a one-off prompt.
Sub-skill of semantic-search-setup: How Semantic Search Works.
Teams using semantic-search-setup-how-semantic-search-works should expect a more consistent output, faster repeated execution, less prompt rewriting.
When to use this skill
- You want a reusable workflow that can be run more than once with consistent structure.
When not to use this skill
- You only need a quick one-off answer and do not need a reusable workflow.
- You cannot install or maintain the underlying files, dependencies, or repository context.
Installation
Claude Code / Cursor / Codex
Manual Installation
- Download SKILL.md from GitHub
- Place it in
.claude/skills/how-semantic-search-works/SKILL.mdinside your project - Restart your AI agent — it will auto-discover the skill
How semantic-search-setup-how-semantic-search-works Compares
| Feature / Agent | semantic-search-setup-how-semantic-search-works | Standard Approach |
|---|---|---|
| Platform Support | Not specified | Limited / Varies |
| Context Awareness | High | Baseline |
| Installation Complexity | Unknown | N/A |
Frequently Asked Questions
What does this skill do?
Sub-skill of semantic-search-setup: How Semantic Search Works.
Where can I find the source code?
You can find the source code on GitHub using the link provided at the top of the page.
SKILL.md Source
# How Semantic Search Works
## How Semantic Search Works
```
Text Chunk Query
| |
v v
+---------+ +---------+
| Embed | | Embed |
| Model | | Model |
+----+----+ +----+----+
| |
v v
[0.12, -0.34, ...] [0.15, -0.31, ...]
| |
+------------+------------+
|
v
Cosine Similarity
|
v
0.847 (similar!)
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