File contents 1 --- 2 name: chromadb-docs 3 description: Comprehensive reference documentation for Chromadb Docs. 4 --- 5 6 # Chromadb — Reference Skill-Graph 7 8 > Comprehensive reference documentation for Chromadb Docs. 9 10 | | | 11 |---|---| 12 | **Version** | 1.0.0 | 13 | **Files** | 184 (790 KB) | 14 | **Source types** | llms | 15 | **Knowledge Graph** | — (offline corpus) | 16 | **Built** | June 16, 2026 | 17 18 **Sources:** [https://docs.trychroma.com](https://docs.trychroma.com) 19 20 ## 🧭 How to use this skill-graph 21 22 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. 23 24 - **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. 25 - **Stay grounded:** never invent APIs/flags — verify against the reference and cite the file. `sources.json` tracks provenance + freshness. 26 27 ## 📚 Table of Contents 28 29 - [Add documents to collection](reference/add-documents-to-collection.md) 30 - [Add memories from conversation](reference/add-memories-from-conversation.md) 31 - [Add some example support cases](reference/add-some-example-support-cases.md) 32 - [Adding Data to Chroma Collections](reference/adding-data-to-chroma-collections.md) 33 - [after](reference/after-2.md) 34 - [after](reference/after-3.md) 35 - [after](reference/after.md) 36 - [Agentic Memory](reference/agentic-memory.md) 37 - [Agentic Search](reference/agentic-search.md) 38 - [Amazon Bedrock](reference/amazon-bedrock.md) 39 - [Anthropic MCP](reference/anthropic-mcp.md) 40 - [Architecture Overview](reference/architecture-overview.md) 41 - [Attach function](reference/attach-function.md) 42 - [Authentication](reference/authentication.md) 43 - [AWS](reference/aws.md) 44 - [Azure](reference/azure.md) 45 - [Baseten](reference/baseten.md) 46 - [Batch Operations](reference/batch-operations.md) 47 - [before](reference/before-2.md) 48 - [before](reference/before-3.md) 49 - [before](reference/before.md) 50 - [Braintrust](reference/braintrust.md) 51 - [Browse Collections](reference/browse-collections.md) 52 - [Building with AI](reference/building-with-ai.md) 53 - [Cancel invocation](reference/cancel-invocation.md) 54 - [Chroma BM25](reference/chroma-bm25.md) 55 - [Chroma Clients](reference/chroma-clients.md) 56 - [Chroma Cloud configuration](reference/chroma-cloud-configuration.md) 57 - [Chroma Cloud Qwen](reference/chroma-cloud-qwen.md) 58 - [Chroma Cloud Splade](reference/chroma-cloud-splade.md) 59 - [Chroma Cloud](reference/chroma-cloud.md) 60 - [Chroma Configuration](reference/chroma-configuration.md) 61 - [Chroma's Thin-Client](reference/chroma-s-thin-client.md) 62 - [Chunking](reference/chunking.md) 63 - [Client](reference/client-2.md) 64 - [Client-Server Mode](reference/client-server-mode.md) 65 - [Client](reference/client.md) 66 - [Cloudflare Workers AI](reference/cloudflare-workers-ai.md) 67 - [Cohere](reference/cohere.md) 68 - [Collection](reference/collection-2.md) 69 - [Collection Forking](reference/collection-forking.md) 70 - [collection(name="my_collection", metadata={})](reference/collection-name-my_collection-metadata.md) 71 - [Collection](reference/collection.md) 72 - [Concepts](reference/concepts.md) 73 - [Configure Collections](reference/configure-collections.md) 74 - [Configure Mem0 with Chroma](reference/configure-mem0-with-chroma.md) 75 - [Connect to Chroma Cloud](reference/connect-to-chroma-cloud.md) 76 - [Contextual AI](reference/contextual-ai.md) 77 - [Copy Collections](reference/copy-collections.md) 78 - [Create a collection for support cases](reference/create-a-collection-for-support-cases.md) 79 - [Create invocation](reference/create-invocation.md) 80 - [Create source](reference/create-source.md) 81 - [DB Management](reference/db-management.md) 82 - [DeepEval](reference/deepeval.md) 83 - [Delete Data](reference/delete-data.md) 84 - [Delete source](reference/delete-source.md) 85 - [Detach function](reference/detach-function.md) 86 - [Distributed Architecture](reference/distributed-architecture.md) 87 - [Distributed/Cloud Performance](reference/distributed-cloud-performance.md) 88 - [Docker](reference/docker.md) 89 - [Embedding Functions](reference/embedding-functions-2.md) 90 - [Embedding Functions](reference/embedding-functions-3.md) 91 - [Embedding Functions](reference/embedding-functions.md) 92 - [Example setup of the client to connect to your chroma server](reference/example-setup-of-the-client-to-connect-to-your-chroma-server.md) 93 - [Examples & Patterns](reference/examples-patterns.md) 94 - [File Upload](reference/file-upload.md) 95 - [Filtering with Where](reference/filtering-with-where.md) 96 - [Fork collection](reference/fork-collection.md) 97 - [Full Text Search](reference/full-text-search.md) 98 - [GCP](reference/gcp.md) 99 - [General](reference/general.md) 100 - [Generate dense embeddings](reference/generate-dense-embeddings.md) 101 - [Generate sparse embeddings](reference/generate-sparse-embeddings.md) 102 - [Get attached function](reference/get-attached-function.md) 103 - [Get invocation](reference/get-invocation.md) 104 - [Get latest invocations by keys](reference/get-latest-invocations-by-keys.md) 105 - [Get service health status](reference/get-service-health-status.md) 106 - [Get source](reference/get-source.md) 107 - [Getting Started](reference/getting-started.md) 108 - [GitHub](reference/github.md) 109 - [Global Invocation Configuration](reference/global-invocation-configuration.md) 110 - [Global Source Configuration](reference/global-source-configuration.md) 111 - [Google ADK](reference/google-adk.md) 112 - [Google Gemini](reference/google-gemini.md) 113 - [Group By & Aggregation](reference/group-by-aggregation.md) 114 - [Haystack](reference/haystack.md) 115 - [How Chroma Sync Works](reference/how-chroma-sync-works.md) 116 - [Hugging Face Server](reference/hugging-face-server.md) 117 - [Hugging Face](reference/hugging-face.md) 118 - [Hybrid Search with RRF](reference/hybrid-search-with-rrf.md) 119 - [Index Configuration Reference](reference/index-configuration-reference.md) 120 - [Initialize memory](reference/initialize-memory.md) 121 - [Installing the CLI](reference/installing-the-cli.md) 122 - [Instructor](reference/instructor.md) 123 - [Integrations](reference/integrations.md) 124 - [Intro to Retrieval](reference/intro-to-retrieval.md) 125 - [Introduction](reference/introduction.md) 126 - [Jina AI](reference/jina-ai.md) 127 - [Kotlin](reference/kotlin.md) 128 - [Langchain](reference/langchain.md) 129 - [List invocations](reference/list-invocations.md) 130 - [List sources](reference/list-sources.md) 131 - [LlamaIndex](reference/llamaindex.md) 132 - [Local Chroma server configuration (optional - defaults shown)](reference/local-chroma-server-configuration-optional---defaults-shown.md) 133 - [Login](reference/login.md) 134 - [Look at Your Data](reference/look-at-your-data.md) 135 - [Manage Collections](reference/manage-collections.md) 136 - [Mem0](reference/mem0.md) 137 - [Metadata Filtering](reference/metadata-filtering.md) 138 - [Migration Guide](reference/migration-guide.md) 139 - [Migration](reference/migration.md) 140 - [Mistral](reference/mistral.md) 141 - [Morph](reference/morph.md) 142 - [Multimodal Embeddings](reference/multimodal-embeddings.md) 143 - [Nomic](reference/nomic.md) 144 - [Observability](reference/observability.md) 145 - [Ollama](reference/ollama.md) 146 - [Open Source](reference/open-source.md) 147 - [OpenAI API key for embeddings and LLM](reference/openai-api-key-for-embeddings-and-llm.md) 148 - [OpenAI](reference/openai.md) 149 - [OpenCLIP](reference/openclip.md) 150 - [OpenLIT](reference/openlit.md) 151 - [OpenLLMetry](reference/openllmetry.md) 152 - [or](reference/or-2.md) 153 - [Or for async usage:](reference/or-for-async-usage-2.md) 154 - [Or for async usage:](reference/or-for-async-usage.md) 155 - [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) 156 - [or](reference/or.md) 157 - [Overview](reference/overview-2.md) 158 - [Overview](reference/overview.md) 159 - [Package Search MCP Server](reference/package-search-mcp-server.md) 160 - [Package Search Registry](reference/package-search-registry.md) 161 - [Pagination & Field Selection](reference/pagination-field-selection.md) 162 - [Perplexity](reference/perplexity.md) 163 - [Pricing](reference/pricing.md) 164 - [Profile Management](reference/profile-management.md) 165 - [Python](reference/python.md) 166 - [Query and Get](reference/query-and-get.md) 167 - [Quotas & Limits](reference/quotas-limits.md) 168 - [Ranking and Scoring](reference/ranking-and-scoring.md) 169 - [Reference](reference/reference.md) 170 - [Reuse an existing credential](reference/reuse-an-existing-credential.md) 171 - [Roboflow](reference/roboflow.md) 172 - [Run a Chroma Server](reference/run-a-chroma-server.md) 173 - [Run an evaluation and log to Braintrust](reference/run-an-evaluation-and-log-to-braintrust.md) 174 - [Running Chroma in Client-Server Mode](reference/running-chroma-in-client-server-mode.md) 175 - [Rust](reference/rust.md) 176 - [S3 Sync](reference/s3-sync.md) 177 - [Sample Apps](reference/sample-apps.md) 178 - [Schema](reference/schema-2.md) 179 - [Schema Basics](reference/schema-basics.md) 180 - [Schema Overview](reference/schema-overview.md) 181 - [Schema](reference/schema.md) 182 - [Search](reference/search-2.md) 183 - [Search](reference/search-3.md) 184 - [Search API Overview](reference/search-api-overview.md) 185 - [Search Basics](reference/search-basics.md) 186 - [Search memories](reference/search-memories.md) 187 - [Search](reference/search.md) 188 - [Sentence Transformer](reference/sentence-transformer.md) 189 - [Set your OpenAI API key](reference/set-your-openai-api-key.md) 190 - [Single-Node Performance](reference/single-node-performance.md) 191 - [Source Types](reference/source-types.md) 192 - [Sparse Vector Search Setup](reference/sparse-vector-search-setup.md) 193 - [Streamlit](reference/streamlit.md) 194 - [Superlinked](reference/superlinked.md) 195 - [Swift](reference/swift.md) 196 - [Text2Vec](reference/text2vec.md) 197 - [Together AI](reference/together-ai.md) 198 - [Troubleshooting](reference/troubleshooting.md) 199 - [Update Data](reference/update-data.md) 200 - [Update](reference/update.md) 201 - [Upload and index a file](reference/upload-and-index-a-file.md) 202 - [Upload document](reference/upload-document.md) 203 - [Upload metadata file to trigger indexing](reference/upload-metadata-file-to-trigger-indexing.md) 204 - [Vacuum](reference/vacuum.md) 205 - [VoltAgent](reference/voltagent.md) 206 - [VoyageAI](reference/voyageai.md) 207 - [Walkthrough](reference/walkthrough.md) 208 - [Web Sync](reference/web-sync.md) 209 - [Where Filters](reference/where-filters-2.md) 210 - [Where Filters](reference/where-filters-3.md) 211 - [Where Filters](reference/where-filters.md) 212 - [Write the images to a folder](reference/write-the-images-to-a-folder.md)
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Frequently asked questions How do I install the Chromadb Docs skill? Run npx skillmds@latest add knuckles-team/chromadb-docs in your terminal (requires Node.js), paste this page's agent-chat prompt into Claude, Cursor, or any MCP-connected agent, or download the SKILL.md file and copy it into your agent's skills directory.
What does the Chromadb Docs skill do? Comprehensive reference documentation for Chromadb Docs. It is listed under Docs & Writing on SkillMD.
Is Chromadb Docs safe to use? This skill has not completed SkillMD's automated safety review yet. SkillMD never runs a skill's scripts for you; review the SKILL.md before installing.
Which AI agents work with Chromadb Docs? This skill is tagged as working with Claude Code, Claude.ai, OpenAI Codex. SKILL.md is an open format, so most agents that read a skills directory can load it too.
Is Chromadb Docs free to use? Yes. Installing skills from SkillMD is free, and the skill stays under its author's original license.
Who published Chromadb Docs? Knuckles-Team (@knuckles-team) published this skill. Their other Agent Skills are listed on their SkillMD profile.
Knuckles-Team