Database
Milvus agent skills for Claude Code, Codex and other agents.
- skills
- 23
- official
- 1
- Type
- Database
- Website
- milvus.io
- Official GitHub
- milvus-io, zilliztech
- Reviews
- See Milvus on Enlisted
Milvus skills, ranked
Ranked by score. Sort bymost stars,trending,newest,recently updated
Official (1 skill)
| # | Skill | Repository | Stars | Used in | Tokens | Auto-check | Licence | Updated |
|---|---|---|---|---|---|---|---|---|
| 1 | Guides use of the Qdrant Migration Tool CLI to move vectors, metadata, and sparse embeddings from another vector database into Qdrant. | qdrant/ | 253 | — | ~1.9k | Automated safety check: Pass | Apache-2.0 | yesterday |
Community
| # | Skill | Repository | Stars | Used in | Tokens | Auto-check | Licence | Updated |
|---|---|---|---|---|---|---|---|---|
| 2 | Guide to using and contributing cognee community packages: database adapters, data-source connectors, custom tasks and retrievers, and Keywords AI observability. | topoteretes/ | 32k | — | ~1.2k | Automated safety check: Pass | Apache-2.0 | today |
| 3 | Diagnose and configure MemSearch memory behavior. An agent skill from zilliztech/memsearch. | zilliztech/ | 2.7k | — | ~2.9k | Automated safety check: Pass | MIT | 13 days ago |
| 4 | Create, inspect, and safely update project-scoped ReachAI Agents; edit and publish Supervisor config drafts; discover published bindable Skills; and attach or detach exact Skill versions through the… | w8123/ | 830 | 1 repo | ~1.4k | Automated safety check: Pass | MIT | 3 days ago |
| 5 | Turn workflows from your MemSearch memory into reusable skills. | zilliztech/ | 2.7k | — | ~2k | Automated safety check: Pass | MIT | 13 days ago |
| 6 | Edit, validate, debug, publish, and inspect ReachAI Workflow drafts through the Workflow AI Coding REST API. | w8123/ | 830 | — | ~3.7k | Automated safety check: Pass | MIT | 3 days ago |
| 7 | Search and recall relevant memories from past sessions via memsearch. | zilliztech/ | 2.7k | — | ~1k | Automated safety check: Pass | MIT | 13 days ago |
| 8 | Update the Milvus SDK API reference documentation under APIReference/ in the web-content repository so it reflects a new SDK release, using the SDK repository's git tags as ground truth. | milvus-io/ | 138 | — | ~12k | Automated safety check: Pass | Apache-2.0 | 7 days ago |
| 9 | Integrate Java business systems with ReachAI SDK registration, SDK instance heartbeat, gateway/embed access, and optional API Management handoff. | w8123/ | 830 | — | ~6.1k | Automated safety check: Pass | MIT | 3 days ago |
| 10 | 10.Mfs Find Search, grep, browse, and read across registered MFS data sources via the mfs CLI — codebases, docs, PDFs, web crawls, databases (postgres/mysql/mongo/snowflake/bigquery), issue trackers… | zilliztech/ | 150 | — | ~4k | Automated safety check: Pass | Apache-2.0 | 2 mo ago |
| 11 | Search and recall relevant memories from past sessions via memsearch. | zilliztech/ | 2.7k | — | ~807 | Automated safety check: Pass | MIT | 13 days ago |
| 12 | 12.Mfs Ingest Register, update, or re-sync data sources for MFS so they become searchable — postgres / mysql / mongo / snowflake / bigquery, github / jira / linear / notion / hubspot / zendesk, slack / discord /… | zilliztech/ | 150 | — | ~4.7k | Automated safety check: Pass | Apache-2.0 | 2 mo ago |
| 13 | Build retrieval-augmented generation systems: pick a vector database and embedding model, choose retrieval and reranking strategies, and start from a LangGraph pipeline. | wshobson/ | 40k | 9 repos | ~1.1k | Automated safety check: Pass | MIT | 2 days ago |
| 14 | Guide for setting up and using the AgenticX memory system including Mem0 integration, long-term memory, context management, and memory-enhanced agents. | DemonDamon/ | 279 | — | ~1.1k | Automated safety check: Pass | Apache-2.0 | yesterday |
| 15 | Vector database implementation for AI/ML applications, semantic search, and RAG systems. | ancoleman/ | 526 | 1 repo | ~3.5k | Automated safety check: Pass | MIT | 10 mo ago |
| 16 | Hunt vector-store / embedding-layer weaknesses in RAG pipelines (OWASP LLM08 Vector and Embedding Weaknesses) — persistent corpus poisoning that survives across sessions and users (distinct from… | elementalsouls/ | 4.8k | — | ~2.6k | Automated safety check: Pass | MIT | yesterday |
| 17 | A skill your agent uses when working with AliCloud Milvus (serverless) with PyMilvus to create collections, insert vectors, and run filtered similarity search. | cinience/ | 397 | — | ~821 | Automated safety check: Pass | MIT | 1 mo ago |
| 18 | Expert in vector databases, embedding strategies, and semantic search implementation. | aiskillstore/ | 430 | 7 repos | ~563 | Automated safety check: Pass | No licence | today |
| 19 | Provides configuration patterns for LangChain4J vector stores in RAG applications. | giuseppe-trisciuoglio/ | 355 | 1 repo | ~2.7k | Automated safety check: Notes | MIT | 27 days ago |
| 20 | Develop and debug the Multimodal DataPrep microservice: its FastAPI media endpoints, in-process embedding pipeline, batch jobs, object detection, telemetry and Metrics Manager publishing, and… | open-edge-platform/ | 168 | — | ~1.3k | Automated safety check: Pass | Apache-2.0 | today |
| 21 | Deploy and consume Intel Multimodal DataPrep from prebuilt images or a repository checkout. | open-edge-platform/ | 168 | — | ~2.2k | Automated safety check: Pass | Apache-2.0 | today |
| 22 | Open deep research alternative for private data with vector search | wentorai/ | 298 | 1 repo | ~2.1k | Automated safety check: Pass | MIT | 3 mo ago |
| 23 | 23.Milvus Operate Milvus vector database with pymilvus — collections, vector search, hybrid search, indexes, RBAC, partitions, and more via Python code. | LeoYeAI/ | 2.2k | — | ~4.6k | Automated safety check: Pass | MIT | 2 mo ago |
Questions, answered from the data.
What is the best Milvus skill?
Qdrant Migration Tool (official) from qdrant/skills ranks first of the 23 Milvus skills listed here, with the highest score: its repository has 253 GitHub stars, its SKILL.md loads about 1.9k tokens and it passes the automated safety check with no findings. Next come Cognee Community Packages and Memory Config.
Is there an official Milvus skill?
1 of the 23 Milvus skills are official, published by the vendor's own GitHub organization: Qdrant Migration Tool.
How are these skills ranked?
By Skill Navigator score, which combines the GitHub stars of the skill's repository (shared across that repo's skills and discounted for large collections), how many other GitHub owners carry a copy of the skill, and automated SKILL.md quality checks, minus penalties for safety-check warnings and for each further skill from the same repository. Skills that fail the safety check are not listed.