Resource name and URL
eagle-eye
Author
willingning-coder
Brief description
5-layer intelligent skill retrieval plugin for Hermes Agent. Solves the skill overload problem — when you have 50+ skills installed, the LLM struggles to pick the right one. Eagle Eye acts as an intelligent pre-filter, narrowing down the skill list to the top-5 most relevant candidates before each API call.
Architecture: Hard Triggers (deterministic) → FTS5 BM25 → Synonym Dictionary → Dense Embedding → RRF Fusion
Key design decisions:
- "Not matching" is a valid result — confidence gate prevents forced matches
- Hints, not decisions — LLM retains final authority
- Each layer fails independently — graceful degradation
- Zero core modification — uses pre_llm_call plugin hook
Includes: auto-config generator from local skill library, bilingual LLM prompts for generating triggers/synonyms, bilingual documentation (EN/CN).
Category
Skills & Plugins > Community Skills
Why it's awesome
Most Hermes users install 50+ skills and rely on the LLM to pick the right one — which it often gets wrong. Eagle Eye is the first dedicated skill routing engine for Hermes that uses a multi-layer retrieval approach (deterministic + probabilistic + semantic). The confidence gate design ("not matching is a valid result") is a novel approach that prevents forced skill loading. The auto-config generator and bilingual LLM prompts make it easy for non-English users to customize.
Why now
As the Hermes skill ecosystem grows (150+ repos on Hermes Atlas), intelligent skill routing becomes critical infrastructure. Eagle Eye addresses a gap that will only get wider as more skills are created.
Resource name and URL
eagle-eye
Author
willingning-coder
Brief description
5-layer intelligent skill retrieval plugin for Hermes Agent. Solves the skill overload problem — when you have 50+ skills installed, the LLM struggles to pick the right one. Eagle Eye acts as an intelligent pre-filter, narrowing down the skill list to the top-5 most relevant candidates before each API call.
Architecture: Hard Triggers (deterministic) → FTS5 BM25 → Synonym Dictionary → Dense Embedding → RRF Fusion
Key design decisions:
Includes: auto-config generator from local skill library, bilingual LLM prompts for generating triggers/synonyms, bilingual documentation (EN/CN).
Category
Skills & Plugins > Community Skills
Why it's awesome
Most Hermes users install 50+ skills and rely on the LLM to pick the right one — which it often gets wrong. Eagle Eye is the first dedicated skill routing engine for Hermes that uses a multi-layer retrieval approach (deterministic + probabilistic + semantic). The confidence gate design ("not matching is a valid result") is a novel approach that prevents forced skill loading. The auto-config generator and bilingual LLM prompts make it easy for non-English users to customize.
Why now
As the Hermes skill ecosystem grows (150+ repos on Hermes Atlas), intelligent skill routing becomes critical infrastructure. Eagle Eye addresses a gap that will only get wider as more skills are created.