mfs: A context harness for AI agents: all your scattered context — code, memory, docs, databases, SaaS

by zilliztech · Codex Skill · ★ 158

Last updated: · Indexed by AgentSkillsHub · Auto-synced every 8h

Featured in: Knowledge Base & RAG

How to install mfs

npx skills add zilliztech/mfs --all -g
npx skills add zilliztech/mfs -a claude-code -a codex -g

Taken from the project's README on GitHub.

Security audit verdict: SAFE · quality 62/100

None of the 42 rules matched — no credential harvesting, no data exfiltration, no curl-pipe-shell installer. Scanned against 42 published rules built on the SlowMist agent-security taxonomy, refreshed every 8 hours.

The quality score combines nine heuristic checks of the repo and its README: completeness, clarity, specificity, examples, structure, agent readiness, step-by-step content, instruction quality and security notes. It rates how well the project explains itself to an agent, not the code.

agentagent-memoryclaude-codeclaude-tagcode-searchcodexconnectorembeddingsfile-searchhybird-search

Quick Facts

Stars158
Forks18
LanguagePython
CategoryCodex Skill
LicenseApache-2.0
Quality Score62/100
Open Issues4
Last Updated2026-07-31
Created2026-04-20
Platformsclaude-code, codex, python
Est. Tokens~22k

About mfs

MFS — Multi-source File-like Search A context harness for AI agents — and for building them: one unified workspace over your code, memory, skills, docs, messages, and every data source. <img src="https://img.shields.io/badge/Discord-chat-72

Compatible Skills

These tools work well together with mfs for enhanced workflows:

  • Flamehaven-Filesearch — semantic(0.29)+complementary+rare_topics+same_lang+similar_pop+shared_platform (65%)

mfs alternative? Top 6 similar tools

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How this security grade is produced

Grades come from a rule-based scan built on the SlowMist agent-security taxonomy: 42 published rules, covering credential harvesting, data exfiltration, curl | sh installers and more. It is a first-layer scan, not a manual audit — we say so rather than overstate it.

The scale of the problem is documented independently: Liu et al. (2026), in a study of 31,132 agent skills, report that 26.1% contain security vulnerabilities. Our own full-catalog census is published as a citable open dataset.

Sources & who's responsible:

View on GitHub → Browse Codex Skill tools