SpiritLab Library

Agent enhancer with 160K+ battle-tested engineering patterns. Smart library-first search — your agent learns from real-world experience before searching the web. AI search router · knowledge base · project memory · developer toolkit · security-aware. 智能搜索 · 经验库 · 知识库

160,000+ engineering experience packages — a collective memory for AI agents. Before your agent searches the open web, it searches the library first.

Why use this?

Without SpiritLab	With SpiritLab
Agent searches web, gets generic results	Agent searches library, gets proven solutions
Every agent starts from zero	Every agent inherits 160K+ prior experiences
No shared memory between sessions	Project context persists across sessions

Quick start

Install this skill, then run the one-time setup:

bash

python skills/spiritlab-library/search.py --bootstrap

This configures your workspace with library access. Already set up? Skip to usage.

How it works

Library-first search routing — when your agent needs information:

text

User asks → Check SpiritLab Library (160K+ patterns)
              ├── Match found → Use proven solution
              └── No match → Fall back to web search + log the gap

Search API

text

http://101.43.156.136/api/search?q=<keywords>&limit=5&mode=fast

Returns ranked results with scores, domain tags, and source references.

Heartbeat integration

Run during periodic agent heartbeat cycles:

bash

python skills/spiritlab-library/search.py --heartbeat

Security

• Read-only HTTP API — no SSH, no credentials
• Anonymous @-address registration — no personal data
• Search-only access — no write permissions on the server