Embeddings, vector search, document storage, and full-text search with the open-source AI application database
Embeddings, vector search, document storage, and full-text search with the open-source AI application database.
The fastest way to build Python or JavaScript LLM apps with memory!
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| Tool | What it does |
|---|---|
| chroma_list_collections | List all collections with pagination support |
| chroma_create_collection | Create a new collection with optional HNSW configuration |
| chroma_peek_collection | View a sample of documents in a collection |
| chroma_get_collection_info | Get detailed information about a collection |
| chroma_get_collection_count | Get the number of documents in a collection |
| chroma_modify_collection | Update a collection's name or metadata |
| chroma_delete_collection | Delete a collection |
| chroma_add_documents | Add documents with optional metadata and custom IDs |
| chroma_query_documents | Query documents using semantic search with advanced filtering |
| chroma_get_documents | Retrieve documents by IDs or filters with pagination |
| chroma_update_documents | Update existing documents' content, metadata, or embeddings |
| chroma_delete_documents | Delete specific documents from a collection |
| Variable | Description | Required |
|---|---|---|
| CHROMA_CLIENT_TYPE | Configuration value read at startup. | Optional |
| CHROMA_DATA_DIR | Filesystem location the server is allowed to use. | Optional |
| CHROMA_TENANT | Configuration value read at startup. | Optional |
| CHROMA_DATABASE | Configuration value read at startup. | Optional |
| CHROMA_API_KEY | Credential the server authenticates with. | Yes |
| CHROMA_HOST | Endpoint or connection string the server talks to. | Optional |
| CHROMA_PORT | Configuration value read at startup. | Optional |
| CHROMA_CUSTOM_AUTH_CREDENTIALS | Configuration value read at startup. | Optional |
The original Chromium automation reference server — simple, screenshot-driven browser control.
Build a programmable telecommunications stack for connecting telephony services with the Internet via a cloud-based utility.
MCP is a unified interface that allows language models, development tools (like VS Code), and autonomous agents to access structured context, invoke tooling, and collaborate intelligently. Think of…
Find & cut horizontal and vertical video clips (Shorts/Reels), transcribe & summarize. Pay per job.
Mymcpservercasper is an MCP server on MCP.so — view details, tools, and install instructions.
NAIC AI model bulletin adoption by state, with citations. Insurance AI compliance data.