Agents describe what they need in plain language. Runics finds the right skill — trust-scored, version-ranked — in under 50ms.
findSkill(
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Searching
No match — Runics would hand off to Forge to generate a skill.
How Runics Works
The core problem is a vocabulary gap. An AI agent searching for "make sure we're not shipping GPL code" needs to find cargo-deny, whose description says "check Rust crate licenses." A single embedding yields ~0.58 similarity. Not good enough.
Runics solves this in two layers. At index time, each skill is enriched with an agent-optimized summary and alternate query phrasings — the vocabulary work is done once. At query time, a confidence gate routes results through three tiers:
Tier
When
Latency
LLM Cost
1 — High
Strong match, clear gap
~50ms
$0
2 — Medium
Moderate confidence
~50ms + async
Minimal
3 — Low
Weak match
500–1000ms
Full LLM call
~70% of queries resolve at Tier 1 — vector search only, zero LLM cost. Every result carries a trust score from Cognium (our verification engine) and is filtered by status: revoked and degraded skills never surface.