Manage ChromaDB collections and documents from the command line, and search by meaning rather than exact wording. JSON output supports automated agent workflows, while server checks and an interactive mode help with everyday database operations.
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Command-line interface for ChromaDB - A stateless CLI for managing vector database collections, documents, and semantic search. Designed for AI agents and automation via the ChromaDB HTTP API v2.
설치하기 전에 에이전트에게 전달되는 지시 내용을 확인할 수 있습니다.
A stateless command-line interface for ChromaDB vector database, built on the HTTP API v2. Designed for AI agents and power users who need to manage collections, documents, and run semantic queries without a browser UI.
This CLI is installed as part of the cli-anything-chromadb package:
pip install cli-anything-chromadb
Prerequisites:
# Show help
cli-anything-chromadb --help
# Start interactive REPL mode
cli-anything-chromadb
# Check server health
cli-anything-chromadb --json server heartbeat
# List all collections
cli-anything-chromadb --json collection list
# Semantic search
cli-anything-chromadb --json query search --collection hub_knowledge --text "How to deploy"
When invoked without a subcommand, the CLI enters an interactive REPL session:
cli-anything-chromadb
# Enter commands interactively with tab-completion and history
Server health and version commands.
| Command | Description |
|---|---|
heartbeat | Check ChromaDB server health |
version | Get ChromaDB server version |
Manage ChromaDB collections.
| Command | Description |
|---|---|
list | List all collections |
create --name NAME | Create a new collection |
delete --name NAME | Delete a collection |
info NAME | Get collection info |
Manage documents in collections.
| Command | Description |
|---|---|
add --collection C --id ID --document TEXT | Add document(s) |
get --collection C | Get documents |
delete --collection C --id ID | Delete document(s) |
count --collection C | Count documents |
Semantic search against collections.
| Command | Description |
|---|---|
search --collection C --text T | Semantic search |
All commands support dual output modes:
--json flag): Structured JSON for agent consumption# Human output
cli-anything-chromadb server heartbeat
# JSON output for agents
cli-anything-chromadb --json server heartbeat
When using this CLI programmatically:
--json flag for parseable output--host to connect to non-default ChromaDB instances1.0.0
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Use Reasonix to build or improve a Python command-line interface for existing software. The workflow covers source analysis, interactive commands, JSON output, tests, documentation, and installation checks using the software’s own backend where possible.
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Build and improve Python command interfaces for GUI applications with OpenClaw. The skill guides source analysis, command design, testing, and packaging, including interactive sessions and structured JSON output for agents.
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Use Codex to build Python command-line tools for applications with graphical interfaces. Analyze source code, add commands, test against the actual software, validate packaging and documentation, and discover tools already generated or installed.
한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.
Inspect and edit 3MF files for 3D printing. Detect cylindrical holes, change their diameters, repair mesh issues, and compare files while preserving BambuStudio and PrusaSlicer metadata when repacking the edited file.
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Manage AdGuard Home network filtering from the command line. Update blocklists, register devices, configure DNS rules that map names to addresses, and inspect query logs and statistics through the AdGuard Home REST API.
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Generate slides, documents, websites, and diagrams from natural language prompts through AnyGen OpenAPI. Manage reference uploads, check generation progress, and download finished files using commands with structured output for AI agents.
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