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chroma

7.0

by zechenzhangAGI

147Favorites
344Upvotes
0Downvotes

Open-source embedding database for AI applications. Store embeddings and metadata, perform vector and full-text search, filter by metadata. Simple 4-function API. Scales from notebooks to production clusters. Use for semantic search, RAG applications, or document retrieval. Best for local development and open-source projects.

vector-database

7.0

Rating

0

Installs

AI & LLM

Category

Quick Review

Excellent skill for Chroma vector database operations. The description clearly covers capabilities (embeddings, metadata filtering, RAG applications). Task knowledge is comprehensive with complete code examples for all core operations: CRUD, querying, metadata filtering, embedding functions, and integrations with LangChain/LlamaIndex. Structure is well-organized with clear sections, though all content is in SKILL.md (references/integration.md appears unused). Novelty is moderate-to-good: while basic vector DB operations are straightforward, the skill provides value by consolidating best practices, multiple embedding options, framework integrations, and production patterns (server mode, persistence) that would require significant token usage for an agent to discover independently. Strong practical utility for AI/RAG workflows.

LLM Signals

Description coverage9
Task knowledge9
Structure8
Novelty7

GitHub Signals

891
74
19
2
Last commit 0 days ago

Publisher

zechenzhangAGI

zechenzhangAGI

Skill Author

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zechenzhangAGI

Skill Author

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