Repository

zilliztech/mfs agent skills

Every skill in the zilliztech/mfs repository on GitHub, ranked by score, with the commands to install them.
skills
2
GitHub stars
150

GitHub description: “A context harness for AI agents: all your scattered context — code, memory, docs, databases, SaaS — in one searchable, browsable, file-like interface.”

Stars
150 (17 forks)
Licence
Apache-2.0
Last push
Jul 2026
Created
Apr 2026
  • agent
  • agent-memory
  • claude-code
  • codex
  • embeddings
  • file-search
  • markdown
  • memory
  • milvus
  • progressive-disclosure
  • rag
  • semantic-search
  • skills
  • vector-database
  • connector
  • hybird-search

Install all skills

skills CLI (any agent)
npx skills add zilliztech/mfs

Add --skill <name> for a single skill and -a <agent> to choose the agent (see the agent guides).

Skills in zilliztech/mfs, ranked

Ranked by score. Sort bymost stars,trending,newest,recently updated

Skills in zilliztech/mfs, ranked
#SkillRepositoryStarsUsed inTokensAuto-checkLicenceUpdated
1

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/mfs150—~4kAutomated safety check: PassApache-2.02 mo ago
2

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/mfs150—~4.7kAutomated safety check: PassApache-2.02 mo ago

Questions, answered from the data.

What is the best skill in zilliztech/mfs?

Mfs Find from zilliztech/mfs ranks first of the 2 skills in zilliztech/mfs listed here, with the highest score: its repository has 150 GitHub stars, its SKILL.md loads about 4k tokens and it passes the automated safety check with no findings. Next come Mfs Ingest.

Are the skills in zilliztech/mfs official?

None yet. All 2 skills in zilliztech/mfs listed here come from community repositories; a skill counts as official when the product's own GitHub organization publishes it.

How do I install all skills from zilliztech/mfs?

Run npx skills add zilliztech/mfs in your project: the open-source skills CLI installs the repository's skills into your coding agent's skills folder. To install a single skill, open its page here for the exact command.

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.