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miloco-perception

调用摄像头看画面、听现场声音,或回顾近期事件来判断——在干嘛、有什么动静、是否有人说话/吵闹、刚才/最近发生了什么;通过画面核实设备的开关状态(如开着/关着、亮着/灭着),尤其在拿不到设备上报状态时。读不出画面看不见的具体数值(温度、湿度、音量等)。

73

Quality

91%

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SecuritybySnyk

Low

Low-risk findings worth noting

SKILL.md
Quality
Evals
Security

Quality

Content

100%

Reviews the quality of instructions and guidance provided to agents. Good implementation is clear, handles edge cases, and produces reliable results.

A well-structured, highly actionable skill body with executable commands, clear decision logic, explicit error-handling feedback loops, and clean organization — no bundle files are needed or referenced beyond a single inline pointer.

DimensionReasoningScore

Conciseness

Lean and dense with actionable specifics — it assumes Claude's competence and avoids explaining basic concepts, spending tokens only on skill-specific guidance (logs-vs-query decision, cursor-mode distinction, mic-state caveat).

3 / 3

Actionability

Provides fully executable commands — `miloco-cli perceive devices`, `miloco-cli perceive logs --since 1h --jsonl`, `perceive query --source cam_001 --source cam_002 --query "猫在干嘛"` — with copy-paste-ready worked examples covering single-room, whole-home, and recent-event cases.

3 / 3

Workflow Clarity

Clear four-step sequence (解析→获取摄像头→查日志/实时查询→回复) with a decision tree mapping logs vs query, plus an exception-handling table and a feedback loop (query fails/empty → fall back to logs; `code=0` ≠ success check), giving explicit validation checkpoints.

3 / 3

Progressive Disclosure

Self-contained with well-organized sections (workflow, examples, exceptions, rules) and no nested references; the single external pointer (miloco-miot-scope for mic control) is signaled inline at one level of depth.

3 / 3

Total

12

/

12

Passed

Description

82%

Based on the skill's description, can an agent find and select it at the right time? Clear, specific descriptions lead to better discovery.

A specific, well-triggered description with strong natural-language keywords and a clear niche, but it lacks an explicit 'Use when...' guidance clause, leaving the invocation condition implied rather than stated.

Suggestions

Add an explicit trigger clause such as 'Use when the user asks what is happening at home, whether someone is talking/making noise, what just happened, or to check a device's on/off state via camera — and device-reported state is unavailable.'

Consider explicitly naming the smart-home/camera perception domain up front so the niche is unambiguous to a routing layer scanning descriptions.

Move the '尤其在拿不到设备上报状态时' condition into the explicit 'Use when...' framing so the when-guidance is not buried mid-sentence.

DimensionReasoningScore

Specificity

Lists multiple concrete actions — "调用摄像头看画面、听现场声音,或回顾近期事件来判断" and "通过画面核实设备的开关状态(如开着/关着、亮着/灭着)" — rather than vague abstractions. It even scopes a limitation (cannot read invisible values like temperature/humidity), adding further specificity.

3 / 3

Completeness

The "what" is thoroughly covered, but the "when" is only implied through scenario descriptions and the conditional "尤其在拿不到设备上报状态时"; there is no explicit 'Use when...' trigger clause, which per the judging guidelines caps completeness at 2.

2 / 3

Trigger Term Quality

Uses natural phrases a user would actually say — "在干嘛、有什么动静、是否有人说话/吵闹、刚才/最近发生了什么" and "开着/关着、亮着/灭着" — giving good coverage of colloquial trigger terms rather than technical jargon.

3 / 3

Distinctiveness Conflict Risk

Occupies a clear niche (smart-home camera-based perception via miloco-cli/Omni) with distinct triggers and an explicit negative scope ("读不出画面看不见的具体数值"), making conflict with other skills unlikely.

3 / 3

Total

11

/

12

Passed

Validation

93%

Checks the skill against the spec for correct structure and formatting. All validation checks must pass before discovery and implementation can be scored.

Validation15 / 16 Passed

Validation for skill structure

CriteriaDescriptionResult

metadata_field

'metadata' should map string keys to string values

Warning

Total

15

/

16

Passed

Repository
XiaoMi/xiaomi-miloco
Reviewed

Table of Contents

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