Zilliz

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 the bot in Slack, run preflight checks, and troubleshoot thread context, retrieval, or task execution.

Data & Analytics · zilliztech/mfs

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 connector's config, re-ingest / re-index a source, list registered connectors, or troubleshoot a sync that's not picking up data. Trigger phrases include "add X to MFS", "ingest my [postgres/slack/github/etc]", "register this repo / database / workspace", "make X searchable",

Databases · zilliztech/mfs

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 find, locate, look up, look across, or read something out of an already-configured MFS index. Trigger phrases include "search the codebase for", "find anywhere about", "where is X mentioned", "look across our [slack/jira/postgres/etc]", "any past tickets/RFCs/commits about", "w

Databases · zilliztech/mfs

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 .memsearch/skill-candidates/, not Claude Code's own skills system.

Code Review & Quality · zilliztech/memsearch

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 user asks for a report, a comprehensive/synthesized answer, a "what do we know about X across everything we have", or a question that can't be answered from a single search hit. Trigger phrases include "write a report on X", "deep-dive into X using our data", "research X across

Data & Analytics · zilliztech/mfs

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 before'. Also use when you see `[memsearch] Memory available` hints injected via SessionStart or UserPromptSubmit. Typical flow: search for 3-5 chunks, expand the most relevant, optionally deep-drill into original transcripts via the anchor format. Skip when the question is purely abou

AI & Agents · zilliztech/memsearch

Diagnose and configure MemSearch memory behavior for the Claude Code plugin. 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.

Databases · zilliztech/memsearch