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Display pattern statistics from the learning engine. Shows top patterns, their frequency, trends, and which agents are affected.
用 Codex 或 Claude 帮你安装 复制这段 Prompt，粘贴到 Codex、Claude 或其他助手里，让它检查 Skill 页面并帮你完成安装。
基于 SOC 职业分类
Covers GitHub conventions for pull requests, issues, and comments including linking, language style, formatting, and callout syntax. Use when creating PRs, writing issues, or posting comments on Datum Cloud repositories.
Turn raw engineering notes, PR/issue links, commit messages, or a one-line feature description into a changelog entry for Datum Cloud's GitHub Discussions Changelog category: a benefit-led title plus a markdown body, drafted for users and ready to hand off for final capture and publish. Use when someone says "write a changelog entry", "announce this in the changelog", or "post this to the changelog discussions" — this is the community-facing changelog POST, not the Keep a Changelog release file (that lives in `gtm-templates`).
Provides templates for go-to-market communications including blog posts, changelogs, social media, and enablement briefs. Use when writing launch announcements or marketing content.
Create a new GitHub release. Verifies CI is green on the release commit and refreshes the third-party NOTICE file before tagging, determines the next version from the latest tag, summarizes merged PRs since the last release, drafts release notes in the established style, and publishes via gh release create. Works for any datum-cloud service repository.
Scan a project repository for strict AGPL-3.0 license compliance across Go, Rust, and JavaScript/React codebases. Use this skill whenever the user asks to check, audit, verify, or enforce AGPL license compliance on a project, repo, or codebase. Triggers on phrases like "check agpl compliance", "audit license headers", "is this project agpl compliant", "scan for license headers", "check my license files", "agpl audit", or any request involving ensuring a project is properly licensed under AGPL. Always use this skill — don't wing AGPL compliance checks from general knowledge.
Covers producing weekly operational reports for the Datum AI Edge. Use when asked for an ops review, traffic report, latency analysis, provisioning report, or edge performance summary. Guides metric queries, anomaly detection, and publishing to datum-cloud/engineering.
| name | patterns |
| description | Display pattern statistics from the learning engine. Shows top patterns, their frequency, trends, and which agents are affected. |
| tools | Read, Grep, Glob |
| model | sonnet |
| argument-hint | [pattern-name|--all|--agent <name>|--trend <type>] |
View pattern statistics and insights from the learning engine.
/patterns Show top 10 patterns by occurrence
/patterns --all Show all patterns
/patterns --agent <name> Show patterns affecting specific agent
/patterns --trend increasing Show patterns with specific trend
/patterns --category security Show patterns in specific category
/patterns <pattern-name> Show details for specific pattern
Pattern name or filter options: $ARGUMENTS
/patterns (default).claude/patterns/patterns.jsonOutput format:
=== TOP PATTERNS ===
Last analysis: 2025-01-15 10:30:00
# Pattern Count Trend Confidence Agents
1 missing-status-condition 12 stable 0.85 api-dev, code-reviewer
2 unvalidated-input 8 increasing 0.78 api-dev, code-reviewer
3 hardcoded-value 6 decreasing 0.65 api-dev, sre
4 storage-init-race 4 stable 0.62 api-dev
5 missing-error-context 3 new 0.58 api-dev
6 tenant-isolation-gap 3 stable 0.72 api-dev, code-reviewer
7 nil-dereference 2 stable 0.45 api-dev, test-engineer
8 import-ordering 2 stable 0.35 api-dev
9 insufficient-test-coverage 2 stable 0.42 test-engineer
10 missing-deepcopy-tag 1 new 0.25 api-dev
Legend: ↑ increasing ↓ decreasing → stable ★ new ✓ resolved
Run '/patterns <name>' for details on a specific pattern.
Run '/evolve' to update patterns from recent findings.
/patterns <pattern-name>Show detailed information for a specific pattern:
=== PATTERN: missing-status-condition ===
Description: Resource types missing status condition updates after operations
Category: correctness
Severity: blocking
Confidence: 0.85
STATISTICS:
Total occurrences: 12
First seen: 2024-11-01
Last seen: 2025-01-15
Trend: stable (no significant change)
AFFECTED:
Agents: api-dev, code-reviewer
Services: compute-api (5), network-api (4), storage-api (3)
RECENT OCCURRENCES:
2025-01-15 compute-api pkg/apis/vm/v1alpha1/types.go:142 PR #234
2025-01-12 network-api pkg/apis/network/v1alpha1/types.go:89 PR #231
2025-01-08 storage-api pkg/apis/volume/v1alpha1/types.go:67 PR #228
FIX TEMPLATE:
Add status condition update in reconcile loop:
```go
meta.SetStatusCondition(&obj.Status.Conditions, metav1.Condition{
Type: "Ready",
Status: metav1.ConditionTrue,
Reason: "ReconcileSuccess",
Message: "Resource reconciled successfully",
})
RUNBOOK STATUS: Promoted: Yes Agents: api-dev, code-reviewer Date: 2024-12-15
### `/patterns --agent <name>`
Filter patterns by affected agent:
=== PATTERNS FOR: api-dev ===
Pattern Count Trend Confidence Promoted missing-status-condition 12 stable 0.85 Yes unvalidated-input 8 increasing 0.78 Yes hardcoded-value 6 decreasing 0.65 Yes storage-init-race 4 stable 0.62 Yes missing-error-context 3 new 0.58 Yes nil-dereference 2 stable 0.45 No (low confidence) import-ordering 2 stable 0.35 No (low confidence)
Total: 7 patterns Promoted to runbook: 5 Tracking only: 2
### `/patterns --trend <trend>`
Filter patterns by trend:
=== INCREASING PATTERNS ===
Pattern Count 30-day Previous Change unvalidated-input 8 5 2 +150% missing-test-coverage 3 2 0 new
⚠️ These patterns are becoming more frequent. Consider team training or process improvements.
### `/patterns --category <category>`
Filter patterns by category:
=== SECURITY PATTERNS ===
Pattern Count Trend Confidence Severity unvalidated-input 8 increasing 0.78 blocking tenant-isolation-gap 3 stable 0.72 blocking hardcoded-secret 1 resolved 0.30 blocking
Total: 3 security patterns
## Pattern Categories
| Category | Description |
|----------|-------------|
| `security` | Security vulnerabilities, auth issues |
| `correctness` | Logic errors, missing functionality |
| `convention` | Style, naming, structure violations |
| `completeness` | Missing integrations, incomplete implementations |
| `performance` | Performance issues, inefficiencies |
## Trend Values
| Trend | Meaning |
|-------|---------|
| `increasing` | 50%+ more occurrences than previous 30 days |
| `decreasing` | 50%+ fewer occurrences than previous 30 days |
| `stable` | Within 50% of previous 30 days |
| `new` | First appeared in current 30-day window |
| `resolved` | No occurrences in current window after previous activity |
## No Data Handling
If no pattern registry exists:
No pattern data found.
To build pattern data: