Atlas / Skills / shiwenwen / Subagent Driven Development

Subagent Driven DevelopmentSAFE

skills/shiwenwen/subagent-driven-development

🦭 A cross-device desktop AI agent with memory, autonomous goals, dynamic workflows, and headless deployment | 会记忆、能持续推进目标、会动态编排多 Agent 的跨端桌面 AI 助手,也可服务化常驻 NAS / 云端

Verdict
SAFE
Grade
B
Trust score
89 /100
Version
—
Hosts
—
License
MIT
Stars
1,816
01

Overview

🦭 A cross-device desktop AI agent with memory, autonomous goals, dynamic workflows, and headless deployment | 会记忆、能持续推进目标、会动态编排多 Agent 的跨端桌面 AI 助手,也可服务化常驻 NAS / 云端

Read from source at commit f50447283b3fOBSERVED · 2026-10-12
02

Trust audit

SAFEgrade B · trust 89/100 Nothing in the source contradicts what it says it does. Grade A is reserved for packages that have also passed the behavioural sandbox.

LayerWhat it checksResult
L0Provenance & inventoryPASS
L1Static analysis of the codeNA
L2Instruction surface (what it tells the agent)PASS
L3Class-specific surfaceWARN
L4Behavioural (sandbox)SKIPPED

What the source does

Filesystem
none-observed
Network
none-observed
Shell
none-observed
Dependencies
pinned
Secrets in source
none-found

Findings (1)

MEDIUMInventory / provenance · skill.no_skill_md · CWE-1104
Why it matters. no SKILL.md at the audited path
Fix. a skill without its instruction file cannot be reviewed as one

Gates applied: no_behavioural_pass.

Audited 2026-10-12 · audit v0.4.1 · source sha f50447283b3ffull audit observations/trust-audit/skill/shiwenwen__subagent-driven-development.json · Report an issue / request a re-scan
03

Audit history

Every audit this skill has had.

DateSourceVerdictGradeScoreChange
2026-10-12f50447283b3fSAFEB89first audit
04

Questions

What does the Subagent Driven Development skill do?

🦭 A cross-device desktop AI agent with memory, autonomous goals, dynamic workflows, and headless deployment | 会记忆、能持续推进目标、会动态编排多 Agent 的跨端桌面 AI 助手,也可服务化常驻 NAS / 云端

Is Subagent Driven Development safe to install?

The audit found nothing in the source that contradicts what it says it does, and graded it B (89/100). Grade A is held back for packages that have also passed a sandboxed behavioural run, which is why a clean skill reads B.

What can Subagent Driven Development access on my machine?

The audit observed no filesystem, network or shell use at all in its source.

How current is this page?

The grade is for one exact copy of the source (f50447283b3f), read on 2026-10-12. The repository is watched, and a new audit runs when it changes — this is the first audit.

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