# Chromadb Docs

> Comprehensive reference documentation for Chromadb Docs.

- Skill: `knuckles-team/chromadb-docs` (Agent Skill, multi-file: 187 files)
- Install (CLI): `npx skillmds@latest add knuckles-team/chromadb-docs`
- Raw SKILL.md: https://api.skillmd.com/api/skills/knuckles-team/chromadb-docs/raw
- Safety review: pending
- Works with: Claude Code, Claude.ai, OpenAI Codex
- Category: Docs & Writing
- Author: Knuckles-Team (https://skillmd.com/u/knuckles-team)
- Updated: 2026-09-17
- Page: https://skillmd.com/skills/knuckles-team/chromadb-docs

---


# Chromadb — Reference Skill-Graph

> Comprehensive reference documentation for Chromadb Docs.

| | |
|---|---|
| **Version** | 1.0.0 |
| **Files** | 184 (790 KB) |
| **Source types** | llms |
| **Knowledge Graph** | — (offline corpus) |
| **Built** | June 16, 2026 |

**Sources:** [https://docs.trychroma.com](https://docs.trychroma.com)

## 🧭 How to use this skill-graph

This is a **full reference corpus for Chromadb** — a manual at your disposal. Treat it as ground truth: quote it, don't paraphrase from memory.

- **Look something up:** scan the Table of Contents (or `index.json` for a machine-readable map), open the specific `reference/…` file, quote it + link it.
- **Stay grounded:** never invent APIs/flags — verify against the reference and cite the file. `sources.json` tracks provenance + freshness.

## 📚 Table of Contents

- [Add documents to collection](reference/add-documents-to-collection.md)
- [Add memories from conversation](reference/add-memories-from-conversation.md)
- [Add some example support cases](reference/add-some-example-support-cases.md)
- [Adding Data to Chroma Collections](reference/adding-data-to-chroma-collections.md)
- [after](reference/after-2.md)
- [after](reference/after-3.md)
- [after](reference/after.md)
- [Agentic Memory](reference/agentic-memory.md)
- [Agentic Search](reference/agentic-search.md)
- [Amazon Bedrock](reference/amazon-bedrock.md)
- [Anthropic MCP](reference/anthropic-mcp.md)
- [Architecture Overview](reference/architecture-overview.md)
- [Attach function](reference/attach-function.md)
- [Authentication](reference/authentication.md)
- [AWS](reference/aws.md)
- [Azure](reference/azure.md)
- [Baseten](reference/baseten.md)
- [Batch Operations](reference/batch-operations.md)
- [before](reference/before-2.md)
- [before](reference/before-3.md)
- [before](reference/before.md)
- [Braintrust](reference/braintrust.md)
- [Browse Collections](reference/browse-collections.md)
- [Building with AI](reference/building-with-ai.md)
- [Cancel invocation](reference/cancel-invocation.md)
- [Chroma BM25](reference/chroma-bm25.md)
- [Chroma Clients](reference/chroma-clients.md)
- [Chroma Cloud configuration](reference/chroma-cloud-configuration.md)
- [Chroma Cloud Qwen](reference/chroma-cloud-qwen.md)
- [Chroma Cloud Splade](reference/chroma-cloud-splade.md)
- [Chroma Cloud](reference/chroma-cloud.md)
- [Chroma Configuration](reference/chroma-configuration.md)
- [Chroma's Thin-Client](reference/chroma-s-thin-client.md)
- [Chunking](reference/chunking.md)
- [Client](reference/client-2.md)
- [Client-Server Mode](reference/client-server-mode.md)
- [Client](reference/client.md)
- [Cloudflare Workers AI](reference/cloudflare-workers-ai.md)
- [Cohere](reference/cohere.md)
- [Collection](reference/collection-2.md)
- [Collection Forking](reference/collection-forking.md)
- [collection(name="my_collection", metadata={})](reference/collection-name-my_collection-metadata.md)
- [Collection](reference/collection.md)
- [Concepts](reference/concepts.md)
- [Configure Collections](reference/configure-collections.md)
- [Configure Mem0 with Chroma](reference/configure-mem0-with-chroma.md)
- [Connect to Chroma Cloud](reference/connect-to-chroma-cloud.md)
- [Contextual AI](reference/contextual-ai.md)
- [Copy Collections](reference/copy-collections.md)
- [Create a collection for support cases](reference/create-a-collection-for-support-cases.md)
- [Create invocation](reference/create-invocation.md)
- [Create source](reference/create-source.md)
- [DB Management](reference/db-management.md)
- [DeepEval](reference/deepeval.md)
- [Delete Data](reference/delete-data.md)
- [Delete source](reference/delete-source.md)
- [Detach function](reference/detach-function.md)
- [Distributed Architecture](reference/distributed-architecture.md)
- [Distributed/Cloud Performance](reference/distributed-cloud-performance.md)
- [Docker](reference/docker.md)
- [Embedding Functions](reference/embedding-functions-2.md)
- [Embedding Functions](reference/embedding-functions-3.md)
- [Embedding Functions](reference/embedding-functions.md)
- [Example setup of the client to connect to your chroma server](reference/example-setup-of-the-client-to-connect-to-your-chroma-server.md)
- [Examples & Patterns](reference/examples-patterns.md)
- [File Upload](reference/file-upload.md)
- [Filtering with Where](reference/filtering-with-where.md)
- [Fork collection](reference/fork-collection.md)
- [Full Text Search](reference/full-text-search.md)
- [GCP](reference/gcp.md)
- [General](reference/general.md)
- [Generate dense embeddings](reference/generate-dense-embeddings.md)
- [Generate sparse embeddings](reference/generate-sparse-embeddings.md)
- [Get attached function](reference/get-attached-function.md)
- [Get invocation](reference/get-invocation.md)
- [Get latest invocations by keys](reference/get-latest-invocations-by-keys.md)
- [Get service health status](reference/get-service-health-status.md)
- [Get source](reference/get-source.md)
- [Getting Started](reference/getting-started.md)
- [GitHub](reference/github.md)
- [Global Invocation Configuration](reference/global-invocation-configuration.md)
- [Global Source Configuration](reference/global-source-configuration.md)
- [Google ADK](reference/google-adk.md)
- [Google Gemini](reference/google-gemini.md)
- [Group By & Aggregation](reference/group-by-aggregation.md)
- [Haystack](reference/haystack.md)
- [How Chroma Sync Works](reference/how-chroma-sync-works.md)
- [Hugging Face Server](reference/hugging-face-server.md)
- [Hugging Face](reference/hugging-face.md)
- [Hybrid Search with RRF](reference/hybrid-search-with-rrf.md)
- [Index Configuration Reference](reference/index-configuration-reference.md)
- [Initialize memory](reference/initialize-memory.md)
- [Installing the CLI](reference/installing-the-cli.md)
- [Instructor](reference/instructor.md)
- [Integrations](reference/integrations.md)
- [Intro to Retrieval](reference/intro-to-retrieval.md)
- [Introduction](reference/introduction.md)
- [Jina AI](reference/jina-ai.md)
- [Kotlin](reference/kotlin.md)
- [Langchain](reference/langchain.md)
- [List invocations](reference/list-invocations.md)
- [List sources](reference/list-sources.md)
- [LlamaIndex](reference/llamaindex.md)
- [Local Chroma server configuration (optional - defaults shown)](reference/local-chroma-server-configuration-optional---defaults-shown.md)
- [Login](reference/login.md)
- [Look at Your Data](reference/look-at-your-data.md)
- [Manage Collections](reference/manage-collections.md)
- [Mem0](reference/mem0.md)
- [Metadata Filtering](reference/metadata-filtering.md)
- [Migration Guide](reference/migration-guide.md)
- [Migration](reference/migration.md)
- [Mistral](reference/mistral.md)
- [Morph](reference/morph.md)
- [Multimodal Embeddings](reference/multimodal-embeddings.md)
- [Nomic](reference/nomic.md)
- [Observability](reference/observability.md)
- [Ollama](reference/ollama.md)
- [Open Source](reference/open-source.md)
- [OpenAI API key for embeddings and LLM](reference/openai-api-key-for-embeddings-and-llm.md)
- [OpenAI](reference/openai.md)
- [OpenCLIP](reference/openclip.md)
- [OpenLIT](reference/openlit.md)
- [OpenLLMetry](reference/openllmetry.md)
- [or](reference/or-2.md)
- [Or for async usage:](reference/or-for-async-usage-2.md)
- [Or for async usage:](reference/or-for-async-usage.md)
- [Or pass an inline access key (saved to your team for reuse)](reference/or-pass-an-inline-access-key-saved-to-your-team-for-reuse.md)
- [or](reference/or.md)
- [Overview](reference/overview-2.md)
- [Overview](reference/overview.md)
- [Package Search MCP Server](reference/package-search-mcp-server.md)
- [Package Search Registry](reference/package-search-registry.md)
- [Pagination & Field Selection](reference/pagination-field-selection.md)
- [Perplexity](reference/perplexity.md)
- [Pricing](reference/pricing.md)
- [Profile Management](reference/profile-management.md)
- [Python](reference/python.md)
- [Query and Get](reference/query-and-get.md)
- [Quotas & Limits](reference/quotas-limits.md)
- [Ranking and Scoring](reference/ranking-and-scoring.md)
- [Reference](reference/reference.md)
- [Reuse an existing credential](reference/reuse-an-existing-credential.md)
- [Roboflow](reference/roboflow.md)
- [Run a Chroma Server](reference/run-a-chroma-server.md)
- [Run an evaluation and log to Braintrust](reference/run-an-evaluation-and-log-to-braintrust.md)
- [Running Chroma in Client-Server Mode](reference/running-chroma-in-client-server-mode.md)
- [Rust](reference/rust.md)
- [S3 Sync](reference/s3-sync.md)
- [Sample Apps](reference/sample-apps.md)
- [Schema](reference/schema-2.md)
- [Schema Basics](reference/schema-basics.md)
- [Schema Overview](reference/schema-overview.md)
- [Schema](reference/schema.md)
- [Search](reference/search-2.md)
- [Search](reference/search-3.md)
- [Search API Overview](reference/search-api-overview.md)
- [Search Basics](reference/search-basics.md)
- [Search memories](reference/search-memories.md)
- [Search](reference/search.md)
- [Sentence Transformer](reference/sentence-transformer.md)
- [Set your OpenAI API key](reference/set-your-openai-api-key.md)
- [Single-Node Performance](reference/single-node-performance.md)
- [Source Types](reference/source-types.md)
- [Sparse Vector Search Setup](reference/sparse-vector-search-setup.md)
- [Streamlit](reference/streamlit.md)
- [Superlinked](reference/superlinked.md)
- [Swift](reference/swift.md)
- [Text2Vec](reference/text2vec.md)
- [Together AI](reference/together-ai.md)
- [Troubleshooting](reference/troubleshooting.md)
- [Update Data](reference/update-data.md)
- [Update](reference/update.md)
- [Upload and index a file](reference/upload-and-index-a-file.md)
- [Upload document](reference/upload-document.md)
- [Upload metadata file to trigger indexing](reference/upload-metadata-file-to-trigger-indexing.md)
- [Vacuum](reference/vacuum.md)
- [VoltAgent](reference/voltagent.md)
- [VoyageAI](reference/voyageai.md)
- [Walkthrough](reference/walkthrough.md)
- [Web Sync](reference/web-sync.md)
- [Where Filters](reference/where-filters-2.md)
- [Where Filters](reference/where-filters-3.md)
- [Where Filters](reference/where-filters.md)
- [Write the images to a folder](reference/write-the-images-to-a-folder.md)