vector database skills

103 tagged vector database, measured the same way as everything else here.

Browse within: RAG 35deployment 26python 26qdrant 26scaling 26claude-code-skill 21plugin 21rag-pipeline 21skill 21zilliz 21semantic-search 15ai-memory 10cognitive-architecture 10graph-database 10

cognee-cli

01

topoteretes/cognee

Skill Claude CodeCodex

Use when the user wants to drive cognee from the terminal with cognee-cli — remember/recall/forget/improve memory commands, managing datasets and config, or database migrations.

30k 2d ago A 42 tokens original Apache-2.0

cognee-community

02

topoteretes/cognee

Skill Claude CodeCodex

Use when the user needs something that ships outside cognee core — community database adapters (Qdrant, Milvus, Weaviate, Redis, Pinecone, FalkorDB, Memgraph, DuckDB, NetworkX, …), data-source connectors (Slack, Gmail, Notion, Confluence, Google Drive), custom tasks/pipelines/retrievers (Exa, ScrapeGraph, codify)…

30k 2d ago A 106 tokens original Apache-2.0

cognee-permissions

03

topoteretes/cognee

Skill Claude CodeCodex

Use when working with cognee's permission system — understanding or changing how users, roles, and tenants get access to datasets, how ACL grants work, where permissions are enforced in add/cognify/search/delete, and how the grant records surface in the memory-provenance view.

30k 2d ago A 62 tokens original Apache-2.0

giancarloerra/SocratiCode

Skill Claude CodeCodex

Explore and understand codebases using SocratiCode semantic search, dependency graphs, and context artifacts. Use when exploring code, understanding architecture, finding functions/types, analysing dependencies, searching database schemas or API specs, or when socraticode/codebasesearch tools are available. Activates…

3.3k 3d ago A 88 tokens AGPL-3.0

codebase-management

05

giancarloerra/SocratiCode

Skill Claude CodeCodex

Set up, index, and manage SocratiCode codebase indexing. Use when the user wants to index a project, check infrastructure health, start/stop file watching, configure context artifacts, troubleshoot indexing issues, manage the code graph, or any SocratiCode administrative task. Activates when the user mentions…

3.3k 3d ago A 86 tokens AGPL-3.0

compartmentalize

09

MaxFreedomPollard/Compartment

Skill Claude CodeCodex

Sweep this conversation and save everything potentially worth knowing again into Compartment, the encrypted memory vault. Run it before compacting or summarizing so nothing is lost to the summary, or on its own at any point to bank the session.

587 3d ago A 52 tokens original Apache-2.0

compartmentalize

10

MaxFreedomPollard/Compartment

Skill Claude CodeCodex

Sweep this conversation and save everything potentially worth knowing again into Compartment, the encrypted memory vault. Run it before compacting or summarizing so nothing is lost to the summary, or on its own at any point to bank the session.

587 3d ago A 52 tokens copy · 92% Apache-2.0

milvus

11

zilliztech/milvus-skill

Skill Claude CodeCodex

Operate Milvus vector database with pymilvus Python SDK. Use when the user wants to connect to Milvus, create collections, insert vectors, perform similarity search, hybrid search, full-text search, manage indexes, partitions, databases, or RBAC via Python code.

39 5mo ago A 57 tokens original Apache-2.0

prd-methodology

12

geckse/markdown-vdb

Skill Claude CodeCodex

PRP (Product Requirement Prompt) methodology for writing PRDs. Reference for best practices in structuring requirements documents for coding agents.

23 17d ago A 30 tokens original MIT

2aronS/qdrant-scale

Skill Claude CodeCodex

Guides embedding model migration in user without downtime. Use when someone asks 'how to switch embedding models', 'how to migrate vectors', 'how to update to a new model', 'zero-downtime model change', 'how to re-embed my data', or 'can I use two models at once'. Also use when upgrading model dimensions, switching…

5 3mo ago A 84 tokens

2aronS/qdrant-scale

Skill Claude CodeCodex

Guides user search strategy selection. Use when someone asks 'should I use hybrid search?', 'how to rerank?', 'results are not relevant', 'I don't get needed results from my dataset but they're there', 'retrieval quality is not good enough', 'results too similar', 'need diversity', 'MMR', 'relevance feedback'…

5 3mo ago A 92 tokens

2aronS/qdrant-scale

Skill Claude CodeCodex

Use when someone asks 'how to combine lexical and semantic retrieval', 'dense and sparse in one search?', 'how to combine multiple fields for retrieval?', 'payloads or sparse vectors for lexical?', 'which sparse embedding model to use?', 'BM25 vs SPLADE?'.

5 3mo ago A 62 tokens

ask-zilliz

16

zilliztech/zilliz-plugin

Skill Claude CodeCodex

Zilliz Cloud onboarding and usage assistant. Helps users understand Zilliz Cloud, choose the right plan, estimate costs, write code, debug issues, and adopt new features like Functions, Volumes, and Global Clusters. Use this skill whenever the user asks about Zilliz Cloud — including plan selection, pricing, cost…

3 3mo ago A 236 tokens original Apache-2.0

collection

17

zilliztech/zilliz-plugin

Skill Claude CodeCodex

Use when the user wants to create, list, describe, drop, rename, load, release, or manage collections and collection aliases in Milvus.

3 3mo ago A 32 tokens original Apache-2.0

diagnose

18

zilliztech/zilliz-plugin

Skill Claude CodeCodex

Use when the user reports that a Zilliz Cloud cluster or Milvus collection is unhealthy, slow, stuck, returning errors, hitting quotas, or otherwise misbehaving — or when they ask "what's wrong with...", "why is ... slow", "diagnose ...", "troubleshoot ...".

3 3mo ago A 65 tokens original Apache-2.0

chroma

19

ihatesea69/HieuNghi-AI-Skills

Skill Claude CodeCodex

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…

3 6mo ago A 63 tokens copy · 92% MIT

api-rewrite-sweep

20

AllanWessels/Bratan

Skill Claude CodeCodex

When a commit changes a component's public API, the same commit must update every test asserting the removed surface — split commits leave CI broken even when each commit is internally consistent.

2 1mo ago A 41 tokens

AllanWessels/Bratan

Skill Claude CodeCodex

When a class of bug keeps slipping through tests, run a coverage-matrix audit first, then fan out fix agents per gap — don't whack-a-mole individual failures.

2 1mo ago A 44 tokens

AllanWessels/Bratan

Skill Claude CodeCodex

Tests that mock the layer where the bug lives cannot catch bugs at that layer. Write tests that drive the same code path the user drives, ending at something the user can see.

2 1mo ago A 44 tokens

audit-event

23

nacre-work/nacre

Skill Claude CodeCodex

Use when adding or changing an audit event, the audit log schema, SIEM export, or anything writing to auditevents. Also use when adding a code path that grants or denies access, since denials are events. Triggers on "audit", "audit log", "auditevents", "SIEM", "journal", "access log", "who read what".

0 2d ago A 77 tokens original Apache-2.0

db-migration

24

nacre-work/nacre

Skill Claude CodeCodex

Use when changing the PostgreSQL schema, adding a migration under packages/core/migrations, or touching row-level security, the grants table, tombstones, or the audit table. Triggers on "migration", "schema", "DDL", "RLS", "row level security", "ALTER TABLE", "new column", "index" in a database context.

0 2d ago A 76 tokens original Apache-2.0