chromadb-embeddings

Store and query vector embeddings using ChromaDB at {{CHROMADB_HOST}}:{{CHROMADB_PORT}}.

54 stars

Best use case

chromadb-embeddings is best used when you need a repeatable AI agent workflow instead of a one-off prompt.

Store and query vector embeddings using ChromaDB at {{CHROMADB_HOST}}:{{CHROMADB_PORT}}.

Teams using chromadb-embeddings 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

$curl -o ~/.claude/skills/chromadb-embeddings/SKILL.md --create-dirs "https://raw.githubusercontent.com/bidewio/better-openclaw/main/skills/chromadb-embeddings/SKILL.md"

Manual Installation

  1. Download SKILL.md from GitHub
  2. Place it in .claude/skills/chromadb-embeddings/SKILL.md inside your project
  3. Restart your AI agent — it will auto-discover the skill

How chromadb-embeddings Compares

Feature / Agentchromadb-embeddingsStandard Approach
Platform SupportNot specifiedLimited / Varies
Context Awareness High Baseline
Installation ComplexityUnknownN/A

Frequently Asked Questions

What does this skill do?

Store and query vector embeddings using ChromaDB at {{CHROMADB_HOST}}:{{CHROMADB_PORT}}.

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

# ChromaDB Embeddings

ChromaDB is available at `http://{{CHROMADB_HOST}}:{{CHROMADB_PORT}}` within the Docker network.

## Create a Collection

```bash
curl -X POST "http://{{CHROMADB_HOST}}:{{CHROMADB_PORT}}/api/v1/collections" \
  -H "Content-Type: application/json" \
  -d '{"name": "my_collection", "metadata": {"hnsw:space": "cosine"}}'
```

## Add Documents

```bash
curl -X POST "http://{{CHROMADB_HOST}}:{{CHROMADB_PORT}}/api/v1/collections/{collection_id}/add" \
  -H "Content-Type: application/json" \
  -d '{"ids": ["doc1"], "documents": ["Hello world"], "metadatas": [{"source": "test"}]}'
```

## Query Similar Documents

```bash
curl -X POST "http://{{CHROMADB_HOST}}:{{CHROMADB_PORT}}/api/v1/collections/{collection_id}/query" \
  -H "Content-Type: application/json" \
  -d '{"query_texts": ["greeting"], "n_results": 5}'
```

## Tips for AI Agents

- ChromaDB can auto-generate embeddings if configured with an embedding function.
- Use metadata filters to narrow search results.
- Prefer cosine distance for normalized embeddings.

Related Skills

youtube-growth

54
from bidewio/better-openclaw

Act as an expert YouTube Strategy Consultant. Apply the Creator Unlock N.I.C.E.R. Framework for conducting channel audits, niche validation, and data-backed video ideation/thumbnail generation.

xyops-automate

54
from bidewio/better-openclaw

Build and manage automation pipelines using xyOps at {{XYOPS_HOST}}:{{XYOPS_PORT}}.

xml-parse

54
from bidewio/better-openclaw

Parse and transform XML/HTML documents using command-line tools in the shared volume at {{SHARED_VOLUME}}.

woodpecker-ci

54
from bidewio/better-openclaw

Lightweight container-native CI/CD with Woodpecker

whisper-transcribe

54
from bidewio/better-openclaw

Transcribe audio and video files to text using the Whisper speech-to-text API at {{WHISPER_HOST}}:{{WHISPER_PORT}}.

web-interface-guidelines

54
from bidewio/better-openclaw

Checklist for reviewing UI code for compliance with comprehensive web interface, accessibility, performance, and content guidelines — based on Vercel's Web Interface Guidelines.

web-design-reviewer

54
from bidewio/better-openclaw

Inspect web interfaces for layout, responsive, accessibility, and visual issues, then apply targeted source code fixes and re-verify results.

weaviate-search

54
from bidewio/better-openclaw

Perform hybrid vector and keyword search using Weaviate at {{WEAVIATE_HOST}}:{{WEAVIATE_PORT}}.

watchtower-update

54
from bidewio/better-openclaw

Auto-update Docker containers using Watchtower.

vaultwarden-manage

54
from bidewio/better-openclaw

Self-hosted password management with Vaultwarden

vault-secrets

54
from bidewio/better-openclaw

Secrets management with HashiCorp Vault

vantajs-background

54
from bidewio/better-openclaw

Add animated WebGL background effects with Vanta.js — setup, parameters, resizing, performance considerations, and integration patterns in React/Next.js.