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monitor-data-integrity

pjt222
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Designaidesigndata

À propos

Cette compétence aide les développeurs à concevoir et à exploiter un programme de surveillance de l'intégrité des données pour les systèmes GxP, basé sur les principes ALCOA+. Elle fournit des contrôles détectifs, des revues de pistes d'audit et une détection d'anomalies pour des motifs tels que l'activité en dehors des heures ouvrées ou les modifications en masse. Utilisez-la lors de la mise en place d'un programme de conformité, de la préparation aux inspections ou de la mise en œuvre des directives réglementaires de la MHRA, de l'OMS ou de PIC/S.

Installation rapide

Claude Code

Recommandé
Principal
npx skills add pjt222/agent-almanac -a claude-code
Commande PluginAlternatif
/plugin add https://github.com/pjt222/agent-almanac
Git CloneAlternatif
git clone https://github.com/pjt222/agent-almanac.git ~/.claude/skills/monitor-data-integrity

Copiez et collez cette commande dans Claude Code pour installer cette compétence

Documentation

監數整

立 ALCOA+ 之程:察、警、究。

  • GxP 系→立程
  • 巡視前→備
  • 事故後→加察
  • 控之週校
  • 行 MHRA/WHO/PIC/S 之導

  • :在範系+ALCOA+ 險像
  • :適導(MHRA、WHO TRS 996、PIC/S PI 041)
  • :各系現審跡能
  • :舊發現/巡觀
  • :現程/指
  • :權陣+角定

一:察 ALCOA+ 姿

各系對 ALCOA+ 諸原則:

# Data Integrity Assessment
## Document ID: DIA-[SITE]-[YYYY]-[NNN]

### ALCOA+ Assessment Matrix

| Principle | Definition | Assessment Questions | System 1 | System 2 |
|-----------|-----------|---------------------|----------|----------|
| **Attributable** | Who performed the action and when? | Are all entries linked to unique user IDs? Is the timestamp system-generated? | G/A/R | G/A/R |
| **Legible** | Can data be read and understood? | Are records readable throughout retention period? Are formats controlled? | G/A/R | G/A/R |
| **Contemporaneous** | Was data recorded at the time of the activity? | Are timestamps real-time? Are backdated entries detectable? | G/A/R | G/A/R |
| **Original** | Is this the first-captured data? | Are original records preserved? Is there a clear original vs copy distinction? | G/A/R | G/A/R |
| **Accurate** | Is the data correct and truthful? | Are calculations verified? Are transcription errors detectable? | G/A/R | G/A/R |
| **Complete** | Is all data present? | Are deletions detectable? Are all expected records present? | G/A/R | G/A/R |
| **Consistent** | Are data elements consistent across records? | Do timestamps follow logical sequence? Are versions consistent? | G/A/R | G/A/R |
| **Enduring** | Will data survive for the required retention period? | Is the storage medium reliable? Are backups verified? | G/A/R | G/A/R |
| **Available** | Can data be accessed when needed? | Are retrieval procedures documented? Are access controls appropriate? | G/A/R | G/A/R |

Rating: G = Good (controls adequate), A = Adequate (minor improvements needed), R = Remediation required

得: 各系皆有評+具發現。 敗: 不能評→旗為要隙→即補。

二:設察控

定察違整之動:

# Detective Controls Design
## Document ID: DCD-[SITE]-[YYYY]-[NNN]

### Audit Trail Review Schedule
| System | Review Type | Frequency | Reviewer | Scope |
|--------|-----------|-----------|----------|-------|
| LIMS | Comprehensive | Monthly | QA | All data modifications, deletions, and access events |
| ERP | Targeted | Weekly | QA | Batch record modifications and approvals |
| R/Shiny | Comprehensive | Per analysis | Statistician | All input/output/parameter changes |

### Review Checklist
For each audit trail review cycle:
- [ ] All data modifications have documented justification
- [ ] No unexplained deletions or void entries
- [ ] Timestamps are sequential and consistent with business operations
- [ ] No off-hours activity without documented justification
- [ ] No shared account usage detected
- [ ] Failed login attempts are within normal thresholds
- [ ] No privilege escalation events outside change control

得: 控有期、有人、有則。 敗: 過期未審→記隙→升 QA。

三:定異模

具觸究之模:

# Anomaly Detection Patterns

### Pattern 1: Off-Hours Activity
**Trigger:** Data creation, modification, or deletion outside business hours (defined as [06:00-20:00 local time, Monday-Friday])
**Threshold:** Any GxP-critical data modification outside defined hours
**Response:** Verify with user and supervisor within 2 business days
**Exceptions:** Documented shift work, approved overtime, automated processes

### Pattern 2: Sequential Modifications
**Trigger:** Multiple modifications to the same record within a short timeframe
**Threshold:** >3 modifications to the same record within 60 minutes
**Response:** Review modification reasons; verify each change has documented justification
**Exceptions:** Initial data entry corrections within [grace period, e.g., 30 minutes]

### Pattern 3: Bulk Changes
**Trigger:** Unusually high volume of data modifications by a single user
**Threshold:** >50 modifications per user per day (baseline: [calculate from normal usage])
**Response:** Verify business justification for bulk activity
**Exceptions:** Documented batch operations, data migration activities under change control

### Pattern 4: Delete/Void Spikes
**Trigger:** Unusual number of record deletions or voidings
**Threshold:** >5 delete/void events per user per week
**Response:** Immediate QA review of deleted/voided records
**Exceptions:** None — all delete/void events require documented justification

### Pattern 5: Privilege Escalation
**Trigger:** User access changes granting administrative or elevated privileges
**Threshold:** Any privilege change outside the user access management SOP
**Response:** Verify with IT security and system owner within 24 hours
**Exceptions:** Emergency access per documented emergency access procedure

### Pattern 6: Audit Trail Gaps
**Trigger:** Missing or interrupted audit trail entries
**Threshold:** Any gap > 0 entries (audit trail should be continuous)
**Response:** Immediate investigation — potential system malfunction or tampering
**Exceptions:** None — audit trail gaps are always critical

得: 模具、可量、可動。 敗: 太低(偽警繁)→依基線調;太高(漏實)→首巡後緊。

四:建指板

# Data Integrity Metrics Dashboard
## Document ID: DIMD-[SITE]-[YYYY]-[NNN]

### Key Performance Indicators

| KPI | Metric | Target | Yellow Threshold | Red Threshold | Source |
|-----|--------|--------|-----------------|---------------|--------|
| DI-01 | Audit trail review completion rate | 100% | <95% | <90% | Review log |
| DI-02 | Anomalies detected per month | Trending down | >10% increase MoM | >25% increase MoM | Anomaly log |
| DI-03 | Anomaly investigation closure rate | <15 business days | >15 days | >30 days | Investigation log |
| DI-04 | Open data integrity CAPAs | 0 overdue | 1-2 overdue | >2 overdue | CAPA tracker |
| DI-05 | Shared account instances detected | 0 | 1-2 | >2 | Access review |
| DI-06 | Unauthorised access attempts | <5/month | 5-10/month | >10/month | System logs |
| DI-07 | Audit trail gap events | 0 | N/A | >0 (always red) | System monitoring |

### Reporting Cadence
| Report | Frequency | Audience | Owner |
|--------|-----------|----------|-------|
| DI Metrics Summary | Monthly | QA Director, System Owners | QA Analyst |
| DI Trend Report | Quarterly | Quality Council | QA Manager |
| DI Annual Review | Annual | Site Director | QA Director |

得: 板一覽合規+升觸。 敗: 源不能自動→人工+計劃。

五:立究與升

# Investigation and Escalation Matrix

### Investigation Triggers
| Trigger | Severity | Response Time | Investigator |
|---------|----------|---------------|-------------|
| Audit trail gap detected | Critical | Immediate (within 4 hours) | IT + QA |
| Confirmed data falsification | Critical | Immediate (within 4 hours) | QA Director |
| Anomaly pattern confirmed after review | Major | Within 5 business days | QA Analyst |
| Repeated anomalies from same user | Major | Within 5 business days | QA + HR |
| Overdue audit trail review | Minor | Within 10 business days | QA Manager |

### Escalation Path
| Level | Escalated To | When |
|-------|-------------|------|
| 1 | System Owner | Any confirmed anomaly |
| 2 | QA Director | Major or critical finding |
| 3 | Site Director | Critical finding or potential regulatory impact |
| 4 | Regulatory Affairs | Confirmed data integrity failure requiring regulatory notification |

得: 各究有重、限、升。 敗: 逾限未畢→升一級。

六:成監計

合諸件為主計:

# Data Integrity Monitoring Plan
## Document ID: DI-MONITORING-PLAN-[SITE]-[YYYY]-[NNN]

### 1. Purpose and Scope
[From assessment scope]

### 2. ALCOA+ Assessment Summary
[From Step 1]

### 3. Detective Controls
[From Step 2]

### 4. Anomaly Detection Rules
[From Step 3]

### 5. Metrics and Reporting
[From Step 4]

### 6. Investigation and Escalation
[From Step 5]

### 7. Periodic Review
- Monitoring plan review: Annual
- Anomaly thresholds: Adjust after each quarterly review
- ALCOA+ re-assessment: When systems change or new systems are added

### 8. Approval
| Role | Name | Signature | Date |
|------|------|-----------|------|
| QA Director | | | |
| IT Director | | | |
| Site Director | | | |

得: 一已批之文定全程。 敗: 過大→主計+各系附程。

  • 諸範系皆評 ALCOA+
  • 審跡日表定(期、範、人)
  • 至少五異模+具閾
  • 板有 KPI+綠黃紅閾
  • 究觸有重+應期
  • 升路達監管事務(要事)
  • 計經 QA+IT 批
  • 週校期定

  • 察而不動:採指不究→偽安、生未理證據
  • 靜閾:猜閾→偽警繁→警疲
  • 審跡作勾:不識何察→無效→訓人辨模
  • 忽系限:跡能弱→錄限+補控、勿假裝
  • 無趨:個異微→跨時跨人成系疾→必趨

  • design-compliance-architecture
  • implement-audit-trail
  • investigate-capa-root-cause
  • conduct-gxp-audit
  • prepare-inspection-readiness

Dépôt GitHub

pjt222/agent-almanac
Chemin: i18n/wenyan-ultra/skills/monitor-data-integrity
0
agentsagentskillsai-assisted-developmentclaude-codeskillsteams

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