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Predictive Cache Manager

skill-stijnman-grok-custom-skills-predictive-cache-manager · by Stijnman

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Install

$ agentstack add skill-stijnman-grok-custom-skills-predictive-cache-manager

✓ scanned · ✓ verified — works with Claude Code, Cursor, and more.

Security review

✓ Passed

No issues found. Passed automated security review. · v0.1.0 How review works →

  • Prompt-injection patterns
  • Secret / credential exfiltration
  • Dangerous shell & filesystem operations
  • Untrusted network calls
  • Known-malicious package signatures

What it can access

  • Network access No
  • Filesystem access No
  • Shell / process execution No
  • Environment & secrets No
  • Dynamic code execution No

From automated source analysis of v0.1.0. “Used” means the capability is present in the source — more access means more to trust, not that it’s unsafe.

View the full security report →

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Reliability & compatibility

Security review passed
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4d ago

Declared compatibility

Claude CodeClaude Desktop

Compatibility is declared by the source manifest. End-to-end runtime verification is coming — see below.

Preview Execution monitoring

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About

Predictive Cache Manager

When to Use

  • User says cache results or task matches this capability
  • User says prefetch or task matches this capability
  • User says reuse cache or task matches this capability
  • User says avoid repeat fetch or task matches this capability

Workflow

  1. Identify repeat queries from session history.
  2. Cache with TTL based on data freshness needs.
  3. Invalidate on write operations to same resource.
  4. Prefetch only high-confidence next steps.

Integrations

  • performance-optimizer
  • mega-context-manager

Error Handling

| Failure | Response | |---------|----------| | Stale cache served | Shorten TTL; add freshness check. |

Gotchas

  • Never cache auth tokens or PII.

Example

Input: User request matching triggers above. Output: Structured result per workflow with integrations invoked as needed.

Source & license

This open-source skill is cataloged on AgentStack and links to its original source — we do not rehost the code.

Install and usage instructions live in the source repository linked above.

Reviews

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Versions

  • v0.1.0 Imported from the upstream source.