zilliztech

45 mods across 8 repositories, 15k stars between them.

zilliztech/claude-context

Instructions file CodexOpenCode

AGENTS.md instructions for zilliztech/claude-context, a project described as: Code search MCP for Claude Code. Make entire codebase the context for any coding agent.

12k +2 1mo ago A 4 tokens copy · 100% MIT

zilliztech/claude-context

Instructions file

Claude Code instructions for zilliztech/claude-context, covering claude.md, monorepo layout, commands, tests and running the mcp server locally.

12k +2 1mo ago A 1,543 tokens original MIT

memsearch CLAUDE.md

04

zilliztech/memsearch

Instructions file

Instructions for zilliztech/memsearch, covering claude.md, build & test commands, install in development mode, run a single test file and run a specific test.

2.5k 4d ago A 2,332 tokens original MIT

memory-config

05

zilliztech/memsearch

Skill Claude CodeCodex

Diagnose and configure MemSearch memory behavior. Use when the user asks about MemSearch configuration, plugin summarization, PROJECT.md/USER.md maintenance, memory directories, index health, provider routing, prompt files, or migration/compatibility questions.

2.5k 4d ago A 52 tokens original MIT

memory-to-skill

06

zilliztech/memsearch

Skill Claude CodeCodex

Turn workflows from your MemSearch memory into reusable skills. Use when the user asks to make/create/extract/distill a skill from what they just did or from past work, review skill candidates, install a distilled skill, or 'turn this into a skill'. Manages MemSearch procedural-memory candidates under…

2.5k 4d ago A 82 tokens original MIT

claude-code

07

zilliztech/memsearch

Plugin Claude Code

Automatic semantic memory for Claude Code — remembers what you worked on across sessions.

2.5k 4d ago A tokens not measured original MIT

SessionStart

08

zilliztech/memsearch

Hook

Runs when a session starts, executing session-start.sh via bash. From zilliztech/memsearch.

2.5k 4d ago A tokens not measured copy · 56% MIT

UserPromptSubmit

09

zilliztech/memsearch

Hook

Runs when you submit a prompt, before the agent sees it, executing user-prompt-submit.sh via bash. From zilliztech/memsearch.

2.5k 4d ago A tokens not measured copy · 69% MIT

Stop

10

zilliztech/memsearch

Hook

Runs when the agent finishes a response, executing stop.sh via bash. From zilliztech/memsearch.

2.5k 4d ago A tokens not measured original MIT

SessionEnd

11

zilliztech/memsearch

Hook

Runs when a session ends, executing session-end.sh via bash. From zilliztech/memsearch.

2.5k 4d ago A tokens not measured original MIT

memory-recall

12

zilliztech/memsearch

Skill Claude CodeCodex

Search and recall relevant memories from past sessions via memsearch. Use when the user's question could benefit from historical context, past decisions, debugging notes, previous conversations, or project knowledge -- especially questions like 'what did I decide about X', 'why did we do Y', or 'have I seen this…

2.5k 4d ago A 149 tokens original MIT

mfs AGENTS.md

13

zilliztech/mfs

Instructions file CodexOpenCode

Instructions for zilliztech/mfs, a project described as: A context harness for AI agents: all your scattered context — code, memory, docs, databases, SaaS — in one searchable, browsable, file-like interface.

130 1mo ago A 4 tokens copy · 100% Apache-2.0

mfs CLAUDE.md

14

zilliztech/mfs

Instructions file

Instructions for zilliztech/mfs, covering claude.md, what this is, commands, architecture that spans files and connector config: four sources, one source of truth.

130 1mo ago A 1,780 tokens original Apache-2.0

deep-research

15

zilliztech/mfs

Skill Claude CodeCodex

Answer a broad, open-ended, or multi-part question by iteratively searching MFS-indexed sources, following up on gaps, and synthesizing a cited report — the same "reason and search over private data" job zilliztech/deep-searcher does, but as a skill on top of mfs-find instead of a standalone framework. Use when the…

130 1mo ago A 219 tokens original Apache-2.0

open-tag-admin

16

zilliztech/mfs

Skill Claude CodeCodex

Admin/control console for an Open Tag Slack tag-in workflow backed by MFS. Use to set up a new Open Tag bot from scratch, check what is currently running (backend, permitted MFS scopes, Slack channel), change settings, add or remove data sources, switch the CLI agent backend (claude -p / codex exec), invite or move…

130 1mo ago A 96 tokens original Apache-2.0

mfs-find

17

zilliztech/mfs

Skill Claude CodeCodex

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 (jira/linear/github), CRMs (hubspot), chat (slack/discord/gmail/feishu), object stores (s3/gdrive). Use whenever the user asks to…

130 1mo ago A 225 tokens original Apache-2.0

mfs-ingest

18

zilliztech/mfs

Skill Claude CodeCodex

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 / gmail / feishu, s3 / gdrive / web / file. Use whenever the user wants to ADD a new data source to MFS, change an existing…

130 1mo ago A 196 tokens original Apache-2.0

milvus

19

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

zilliz

20

zilliztech/zilliz-skill

Skill Claude CodeCodex

Manage Zilliz Cloud vector databases via zilliz-cli. Use when the user wants to: (1) set up zilliz-cli (install, login, configure), (2) manage clusters (create, list, describe, suspend, resume, delete, modify), (3) manage collections, indexes, partitions, databases, or aliases, (4) perform vector operations (search…

5 3mo ago C 162 tokens original Apache-2.0

zilliz

22

zilliztech/zilliz-plugin

Plugin Claude Code

Manage Zilliz Cloud clusters and Milvus vector databases from Claude Code using the zilliz-cli.

3 3mo ago A tokens not measured original Apache-2.0

quickstart

23

zilliztech/zilliz-plugin

Command

Set up Zilliz Cloud CLI — install, authenticate, and configure your cluster context in one go.

3 3mo ago C 24 tokens original Apache-2.0

status

24

zilliztech/zilliz-plugin

Command

Show a comprehensive overview of the current Zilliz Cloud cluster — context, cluster details, databases, and collections with stats.

3 3mo ago A 27 tokens original Apache-2.0