Unlimited skill engine — Hermes Agent 5-layer hybrid routing plugin. Like a maître d' at a fine restaurant: you say "I'm hungry", they seat you at the best table — no need to flip through a 400-dish menu. See the Difference Me: "Help me optimize my website" ❌ Before: AI confused, spits out irrelevant text ✅ After: AI understands instantly, calls the "Performance Optimization" skill Me: "Thanks, well said" ❌ Before: Still suggesting skills like a pushy salesperson ✅ After: A quiet "you're welcome" — just chatting normally Architecture 代码 User Query │ ▼ [1] Task Gate (rules + LLM hybrid) ├── Not a task → skip (zero overhead) └── Task → │ ▼ [2] Exact Trigger Match ├── Hit → Top-3 injected └── Miss → │ ▼ [3] Trigger Word Overlap (overlap scoring) ├── Hit → Top-3 injected └── Miss → │ ▼ [4] Levenshtein Fuzzy (typo tolerance) ├── Hit → Top-3 injected └── Miss → │ ▼ [5] LLM Fallback (edge case catch-all) → Top-3 injected Features Unlimited skills — BM25 + trigger phrase matching, O(1) lookup, skill count doesn't affect latency Bilingual CN/EN — 2,918 trigger phrases covering real Chinese and English user queries Self-training loop — user corrections → feedback log → cron auto-training Drift monitor — runs 366 test cases daily at 4AM, alerts if accuracy drops >5% Zero noise — scores 0.5–1.0 have meaning; no BM25 random guesses 100% local — all indexes on-device, no external APIs Install 代码 · bash hermes skills install https://github.com/wuykjl/unlimited-skills Install and go. Works in Chinese and English. Learns on its own. Monitors itself for drift. Who's It For? You say "write me a script", "deploy this", "check for security holes" — daily 300+ skills installed and you don't know which ones are actually being used You don't want to waste time thinking about "which skill to pick" Acknowledgments This project's skill routing is built on the open skill ecosystems of: ECC (Enterprise Coding Conventions) — 117-rule coding standard framework Anthropic Skills — Official Agent Skills repository Claude Code Plugins — Claude Code official plugin ecosystem And all individual developers who contributed skills to the Hermes ecosystem
Unlimited skill engine — Hermes Agent 5-layer hybrid routing plugin. Like a maître d' at a fine restaurant: you say "I'm hungry", they seat you at the best table — no need to flip through a 400-dish menu. See the Difference Me: "Help me optimize my website" ❌ Before: AI confused, spits out irrelevant text ✅ After: AI understands instantly, calls the "Performance Optimization" skill Me: "Thanks, well said" ❌ Before: Still suggesting skills like a pushy salesperson ✅ After: A quiet "you're welcome" — just chatting normally Architecture 代码 User Query │ ▼ [1] Task Gate (rules + LLM hybrid) ├── Not a task → skip (zero overhead) └── Task → │ ▼ [2] Exact Trigger Match ├── Hit → Top-3 injected └── Miss → │ ▼ [3] Trigger Word Overlap (overlap scoring) ├── Hit → Top-3 injected └── Miss → │ ▼ [4] Levenshtein Fuzzy (typo tolerance) ├── Hit → Top-3 injected └── Miss → │ ▼ [5] LLM Fallback (edge case catch-all) → Top-3 injected Features Unlimited skills — BM25 + trigger phrase matching, O(1) lookup, skill count doesn't affect latency Bilingual CN/EN — 2,918 trigger phrases covering real Chinese and English user queries Self-training loop — user corrections → feedback log → cron auto-training Drift monitor — runs 366 test cases daily at 4AM, alerts if accuracy drops >5% Zero noise — scores 0.5–1.0 have meaning; no BM25 random guesses 100% local — all indexes on-device, no external APIs Install 代码 · bash hermes skills install https://github.com/wuykjl/unlimited-skills Install and go. Works in Chinese and English. Learns on its own. Monitors itself for drift. Who's It For? You say "write me a script", "deploy this", "check for security holes" — daily 300+ skills installed and you don't know which ones are actually being used You don't want to waste time thinking about "which skill to pick" Acknowledgments This project's skill routing is built on the open skill ecosystems of: ECC (Enterprise Coding Conventions) — 117-rule coding standard framework Anthropic Skills — Official Agent Skills repository Claude Code Plugins — Claude Code official plugin ecosystem And all individual developers who contributed skills to the Hermes ecosystem Top comments (0)
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