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- **agentskills** (12 docs): Agent Skills is an open format for creating reusable skill packages (instructions, scripts, and resources) that agents can discover and apply across platforms. Maintained by Anthropic, it includes a spec, reference implementations, and example skills.
- **ai-elements** (63 docs, 88 examples): AI Elements is a Vercel React component library built on shadcn/ui providing pre-built, customizable UI components for AI-native applications including chat, code, voice, and workflow interfaces.
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- **chonkie** (65 docs): Chonkie is a lightweight Python library for text chunking in RAG pipelines with multiple strategies (token, sentence, semantic, code, neural) and C-accelerated performance.
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search:
query: how to create hooks
topic: claude-code
results:
- id: content/documents/code-claude-com-docs-en-hooks.md
snippet: |-
@@ -25,4 @@ (24 before, 10 after)
<Frame>
<img src="https://mintcdn.com/claude-code/2YzYcIR7V1VggfgF/images/hooks-lifecycle.svg?fit=max&auto=format&n=2YzYcIR7V1VggfgF&q=85&s=3004e6c5dc95c4fe7fa3eb40fdc4176c" alt="Hook lifecycle diagram showing the sequence of hooks from SessionStart through the agentic loop (PreToolUse, Per...
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topic: claude-code
display_path: content/documents/code-claude-com-docs-en-hooks.md
title: Hooks reference
- id: content/documents/code-claude-com-docs-en-sub-agents.md
snippet: |
@@ -57,4 @@ (56 before, 14 after)
hould explain
each issue, show the current code, and provide an improved version.
```
score: 0.5
topic: claude-code
display_path: content/documents/code-claude-com-docs-en-sub-agents.md
title: Create custom subagents
- id: content/documents/code-claude-com-docs-en-hooks-guide.md
snippet: |
@@ -20,4 @@ (19 before, 42 after)
<Tip>
This guide covers common use cases and how to get started. For full event schemas, JSON input/output formats, and advanced features like async hooks and MCP tool hooks, see the [Hooks reference](/en/hooks).
</Tip>
score: 0.43
topic: claude-code
display_path: content/documents/code-claude-com-docs-en-hooks-guide.md
title: Automate workflows with hooks
- id: content/documents/code-claude-com-docs-en-plugins.md
snippet: |-
@@ -55,4 @@ (54 before, 29 after)
<Step title="Add a skill">
Skills live in the `skills/` directory. Each skill is a folder containing a `SKILL.md` file. The folder name becomes the skill name, prefixed with the plugin's namespace (`hello/` in a plugin named `my-first-plugin` creates `/my-first-plugin:hello`).
Create a...
score: 0.35
topic: claude-code
display_path: content/documents/code-claude-com-docs-en-plugins.md
title: Create plugins
- id: content/documents/code-claude-com-docs-en-agent-teams.md
snippet: |-
@@ -30,4 @@ (29 before, 37 after)
Use [hooks](/en/hooks) to enforce rules when teammates finish work or tasks complete:
* [`TeammateIdle`](/en/hooks#teammateidle): runs when a teammate is about to go idle. Exit with code 2 to send feedback and keep the teammate working.
score: 0.34
topic: claude-code
display_path: content/documents/code-claude-com-docs-en-agent-teams.md
title: Orchestrate teams of Claude Code sessions
search:
query: group
topic: click
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- id: content/documents/github-com-pallets-click/docs/commands-and-groups.md
snippet: |-
@@ -1,4 @@ (0 before, 105 after)
---
url: https://github.com/pallets/click/tree/main/docs/commands-and-groups.md
md5: 9b6b79449ffd1b003e3c459ae8764ef1
---
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topic: click
display_path: content/documents/github-com-pallets-click/docs/commands-and-groups.md
title: Basic Commands, Groups, Context
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snippet: |-
@@ -18,4 @@ (17 before, 100 after)
(custom-groups)=
## Custom Groups
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topic: click
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title: Extending Click
- id: content/documents/github-com-pallets-click/docs/commands.md
snippet: |-
@@ -5,4 @@ (4 before, 78 after)
# Advanced Groups and Context
::: currentmodule
score: 0.38
topic: click
display_path: content/documents/github-com-pallets-click/docs/commands.md
title: Advanced Groups and Context
search:
query: linting rules
topic: ruff
results:
- id: content/documents/github-com-biomejs-website/src/content/docs/linter/index.md
snippet: |-
@@ -13,4 @@ (12 before, 82 after)
Like rules and groups, you can also turn the rules that belong to a domains with the `"off"` value:
```json title="biome.json" ins={4} mark="off"
score: 0.93
topic: biome
display_path: content/documents/github-com-biomejs-website/src/content/docs/linter/index.md
title: Rules
- id: content/documents/github-com-biomejs-website/src/content/docs/linter/rules-sources.md
snippet: |-
@@ -1,4 @@ (0 before, 54 after)
---
title: Rules sources
description: A page that maps lint rules from other sources to Biome
url: https://github.com/biomejs/website/tree/main/src/content/docs/linter/rules-sources.md
score: 0.56
topic: biome
display_path: content/documents/github-com-biomejs-website/src/content/docs/linter/rules-sources.md
title: Biome exclusive rules
- id: content/documents/github-com-biomejs-website/src/content/docs/internals/changelog-v1.md
snippet: |-
@@ -1,3 @@ (0 before, 47 after)
spicious/noConsole](https://biomejs.dev/linter/rules/no-console/)
- [suspicious/noEvolvingTypes](https://biomejs.dev/linter/rules/no-evolving-types/)
- [suspicious/noMisplacedAssertion](https://biomejs.dev/linter/rules/no-misplaced-assertion/)
score: 0.47
topic: biome
display_path: content/documents/github-com-biomejs-website/src/content/docs/internals/changelog-v1.md
title: Biome changelog
topic: click
total: 35
offset: 0
limit: 5
documents:
- id: click-001
name: docs/advanced.md
- id: click-002
name: docs/api.md
- id: click-003
name: docs/arguments.md
- id: click-004
name: docs/changes.md
- id: click-005
name: docs/click-concepts.md
---
url: https://github.com/pallets/click/tree/main/docs/advanced.md
md5: d69a678112ce95579064d17965e18289
---
# Advanced Patterns
```{currentmodule} click
In addition to common functionality, Click offers some advanced features.
:depth: 1
:local: true
query: |-
lex: group
vec: CLI command structure
topics:
- click
results:
- docid: '#2d6c07'
path: qmd://content-topics:click/content/documents/github-com-pallets-click/docs/design-opinions.md
collection: content-topics:click
title: CLI Design Opinions
snippet: |-
@@ -21,4 @@ (20 before, 1 after)
- A command should be doing one thing, and the arguments should be related directly to that.
- A group, where the argument is the sub-command name.
- A command acts on some files.
- A command looks at a source and acts on a destination.
score: 0.89
display_path: content/documents/github-com-pallets-click/docs/design-opinions.md
- docid: '#9e9280'
path: qmd://content-topics:click/content/documents/github-com-pallets-click/docs/commands-and-groups.md
collection: content-topics:click
title: Basic Commands, Groups, Context
snippet: |-
@@ -1,4 @@ (0 before, 105 after)
---
url: https://github.com/pallets/click/tree/main/docs/commands-and-groups.md
md5: 9b6b79449ffd1b003e3c459ae8764ef1
---
score: 0.52
display_path: content/documents/github-com-pallets-click/docs/commands-and-groups.md
- docid: '#4dc584'
path: qmd://content-topics:click/content/documents/github-com-pallets-click/docs/extending-click.md
collection: content-topics:click
title: Extending Click
snippet: |-
@@ -18,4 @@ (17 before, 100 after)
(custom-groups)=
## Custom Groups
score: 0.4
display_path: content/documents/github-com-pallets-click/docs/extending-click.md
search:
query: query expansion
topic: qmd
results:
- id: content/documents/github-com-tobi-qmd/changelog.md
snippet: |-
@@ -40,4 @@ (39 before, 34 after)
management, indexing, lifecycle
- Unified `search()`: pass `query` for auto-expansion or `queries` for
pre-expanded lex/vec/hyde — replaces the old query/search/structuredSearch split
- New `getDocumentBody()`, `getDefaultCollectionNames()`, `Maintenance` class
score: 0.91
topic: qmd
display_path: content/documents/github-com-tobi-qmd/changelog.md
title: Changelog
- id: content/documents/github-com-tobi-qmd/readme.md
snippet: |-
@@ -37,4 @@ (36 before, 91 after)
// Pre-expanded queries — skip auto-expansion, control each sub-query
const results3 = await store.search({
queries: [
score: 0.55
topic: qmd
display_path: content/documents/github-com-tobi-qmd/readme.md
title: QMD - Query Markup Documents
- id: content/documents/github-com-tobi-qmd/finetune/scoring.md
snippet: |-
@@ -5,4 @@ (4 before, 74 after)
# QMD Query Expansion Scoring
## Goal
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topic: qmd
display_path: content/documents/github-com-tobi-qmd/finetune/scoring.md
title: QMD Query Expansion Scoring
- 1,488 lines deleted, 244 lines added
- Removed: ChromaDB, Chonkie, Haystack, SentenceTransformers, summaryctl
- Added: qmdctl.api integration, ordinals.py, qmd_client.py, run_query.py
- New capabilities: 4 search types (lex/vec/hyde/expand), intent, explain, no-rerank, min-score