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
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