Ready to supercharge your AI agents?

Install any skill in seconds. Free to start, no credit card required.

Predictive Cache Manager — measured AI agent skill | DecimalAI

stijnman/predictive-cache-manager

SkillScore73Maintained

Caches frequent tool results and prefetches likely next requests. Use for re peated workflows or user says cache results, prefetch. Use when the user nee ds this capability. Triggers: cache results, prefetch, reuse cache, avoid re peat fetch.

by stijnman

Links this skill to your agents and keeps it current with the author’s updates.

Automatic

Coding pack

decimalai skills pull stijnman-predictive-cache-manager

Get this skill — curl · raw file

curl -fsSL https://app.decimal.ai/s/stijnman-predictive-cache-manager/SKILL.md

Raw file: /s/stijnman-predictive-cache-manager/SKILL.md ↗ · machine-readable summary at /s/stijnman-predictive-cache-manager.json ↗

In productionGlobal

how this skill behaves on real traffic · last 30 days

No production data for this skill yet — usage numbers appear here once agents start running it.

Anonymized aggregate across every org using this skill — proof from real production use, not a demo.

Does this skill help? · Benchmark: with vs. withoutsign in to run this on your agents

22 test cases from the publisher’s eval.yaml · each run twice on gemini-3.6-flash — with the skill injected, then without · last run 7d ago

Yes — +23% lift-42% tokens0% turns73% of whole cases pass with skill (16/22)

Test case	Without → With	Effect	Δ tokens	Δ turns
case-02	✗→✓	▲ Improved	-40%	0%
case-08	✗→✓	▲ Improved	-38%	0%
case-13	✗→✓	▲ Improved	-61%	0%
case-14	✗→✓	▲ Improved	-38%	0%
case-19	✗→✓	▲ Improved	-54%	0%

Showing 5 of 22 cases

SkillSafety

✓ 3 of 3 passed

Code scan15 of 15 checks clean

0 critical · 0 warning · 0 info — scanner v4 — 8/1/2026

live_secretremote_code_executionreverse_shelldata_exfiltrationssrf_metadataagent_snoopinganti_refusaldestructive_commandsobfuscated_unicodeunicode_homoglyphopaque_blobsuspicious_urltool_overreachtrigger_abuseprompt_injection_phrasing

IntentSafe

LLM judge · does the skill do what it claims

ContentClean

LLM judge · policy & harmful-content review

Source

Imported

stijnman / grok-custom-skills

.grok/skills/predictive-cache-manager/SKILL.md

View on GitHub ↗

License MITImported 8/1/2026Version v1

Skill contents

SKILL.md

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

Identify repeat queries from session history.
Cache with TTL based on data freshness needs.
Invalidate on write operations to same resource.
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.

Want to see if stijnman/predictive-cache-manager would activate on your phrasing? Try it before you install — no LLM call, no signup.

Other measured skills in the registry, with their headline benchmark lift.