MFS Context Skills

Ingest and retrieve relevant context from code, files, knowledge, and connected sources.

MFS’s two official Skills guide context ingestion and discovery through a unified workspace. Research and tag examples are separate demonstrations.

Use cases

  • Ingest documents and repositories into context
  • Find evidence relevant to an agent task

How to use

Start the MFS server, install mfs-cli, configure server access, and add the Skills. Ingest sources before asking the agent to find context.

Skills

  • 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 (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", "what does our wiki say about", "cat / head / tail / ls / tree this MFS path". Do NOT use for: registering a NEW data source (use `mfs-ingest`), changing connector config, kicking off re-ingest, or any write/delete operation — `mfs` is read-only.

    zilliztech/mfs

  • 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 / 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", "re-sync Y", "update the slack token", "what connectors do I have". Do NOT use for: searching / finding / reading content (use `mfs-find`); raw mutation of the source itself (MFS only reads).

    zilliztech/mfs