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personal-ai-operations-review

对已进入 OPERATIONS MODE 的 Personal AI / DSH 基础设施做只读运维复查:聚合 governance、durability、aic drift、proposal、memory/model/routing 与 personalization 行为监控(纠正率/重复纠正/选择泄漏),区分 NO ACTION、REVIEW、ACTION REQUIRED 与 EXTERNAL BLOCKER;用于日常健康检查、异常复盘、升级前检查,或用户询问“系统现在健康吗/需要管什么/AI 最近是不是又变难用了/个性化有没有退化”时。默认不修改 canonical,不为变绿而静默修复。

75

Quality

94%

Does it follow best practices?

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Adds up to 20 points to the overall score

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SecuritybySnyk

Low

Low-risk findings worth noting

The canonical home for this skill is personal-ai-operations-review in ooooooooooooooooooop/agent-tools

SKILL.md
Quality
Evals
Security

Quality

Content

88%Weight 40%Scale 1-5

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

The content is a lean, actionable runbook with executable commands, a well-sequenced workflow, and explicit evidence-state validation checkpoints; it assumes Claude's competence and avoids concept padding. Its only gap is that some personalization detail could be pushed to a separate referenced file for cleaner progressive disclosure.

Suggestions

Consider moving the detailed Evidence Freshness / Durability contract definitions into a separate references/ file and keeping only the decision rules inline, to tighten the body and improve progressive disclosure.

The personalization domain currently relies on an inline script; a brief pointer to a dedicated reference doc for selection-event/selection-leak metric semantics would let the body stay an overview.

The Human-facing report template is illustrative — label it explicitly as an output format example so it is not mistaken for an executable step.

DimensionReasoningScore

Conciseness

The body is dense and assumes Claude's competence — it never explains what governance/memory/routing is — and every command earns its place; it is slightly longer than strictly necessary in the contract section, keeping it just below a 5.

4 / 5

Actionability

Provides copy-pasteable executable commands for every domain (personal_status.py, aic validate, aic diff <target>, rpo_check.py --json, personalization_status.py --json) with concrete flags and a structured report template covering the common cases.

5 / 5

Workflow Clarity

A clear 7-step sequence with explicit evidence-state checkpoints (CURRENT/LAST_KNOWN/UNAVAILABLE) and fallback handling (mark UNKNOWN and search for the real entry when paths are missing) provides strong feedback loops; the skill is read-only so no destructive-validation cap applies.

5 / 5

Progressive Disclosure

Sections are well-organized and reference a real one-level-deep bundle script (scripts/personalization_status.py, which exists) with no nested reference chains; it stays a 4 rather than 5 because the bulk of the personalization logic lives inline in the body rather than being split into a clearly signaled separate reference file.

4 / 5

Total

18

/

20

Passed

Description

100%Weight 40%Scale 1-5

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

The description is exemplary: it states concrete read-only review capabilities, lists verbatim natural-language user triggers, covers both what and when, and carves out a clearly distinct OPERATIONS-MODE-gated niche. It avoids vague fluff and over-claims entirely.

DimensionReasoningScore

Specificity

Names the OPERATIONS MODE Personal AI/DSH domain and enumerates many concrete read-only review actions across governance, durability, aic drift, proposal, memory/model/routing and personalization, plus a four-bucket classification taxonomy — comprehensive concrete coverage.

5 / 5

Completeness

Explicitly answers both what (read-only ops review aggregating the named domains and classifying into NO ACTION/REVIEW/ACTION REQUIRED/EXTERNAL BLOCKER) and when (daily health check, anomaly retro, pre-upgrade, or the listed user questions) with concrete trigger phrases.

5 / 5

Trigger Term Quality

Includes verbatim natural user phrases ('系统现在健康吗', '需要管什么', 'AI 最近是不是又变难用了', '个性化有没有退化') alongside usage contexts like daily health check, anomaly retro and pre-upgrade checks — comprehensive natural trigger coverage.

5 / 5

Distinctiveness Conflict Risk

Highly specific niche gated on OPERATIONS MODE with a named status taxonomy and explicit '默认不修改 canonical,不为变绿而静默修复' boundary, giving minimal overlap risk with other skills.

5 / 5

Total

20

/

20

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

referenced_paths_exist

Referenced path issues: 2 missing, 2 deeper-than-1-level

Warning

Total

15

/

16

Passed

Repository
ooooooooooooooooooop/personal-ai
Reviewed

Table of Contents

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