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Company Brain Core OS

这是一款本地开源的AI知识库,无需云端和API密钥,内置443条验证事实,可实现122倍查询提速,零幻觉且答案可验证,支持意图分类与自学习(通过Markdown添加事实)。适用于需要可靠知识、快速重复查询或确定性答案的AI代理场景,本地部署保障数据安全,可通过HTTP API调用,支持多款自改进工具集成。

certainlogicai
certainlogicai
热度 43.86
最近更新 2026-05-18 11:51:17
分类:知识依赖:代码执行 / 读写文件应用场景:研究 / 数据处理 / 概念解释

安装技能

复制下面的话术发给你的 Agent,它会通过 secure-skills 检索并安装该技能。

执行命令安装此 skill: npx secure-skills-cli add company-brain-os
Metadata
name
Company Brain Core OS
version
1.1.0
description
Free, local, deterministic knowledge base for AI agents. 443 verified facts, instant cache (122x speedup), no hallucinations. MIT license.
author
CertainLogic <anton@certainlogic.ai>
license
MIT
homepage
https://certainlogic.ai/brain
repository
https://github.com/CertainLogicAI/company-brain-os

Company Brain Core OS

Free, local, deterministic knowledge base that makes your agent 122x faster and 100% verifiable.

Install:

clawhub install company-brain-os

Start:

cd ~/.claw/skills/company-brain-os  # or wherever clawhub installed it
python3 -c "
import sys; sys.path.insert(0, '.')
from brain_wrapper import Brain
b = Brain()
print('Facts loaded:', len(b.query_facts('').get('concepts',[])))
print('Brain ready at http://localhost:8000')
"

Test:

curl -s http://localhost:8000/health

What Is It

Company Brain Core OS is a free, open-source knowledge base that runs on your machine. No cloud. No API keys. No hallucinations.

Feature Status
443 verified facts Stored in local PGLite database
122x cache speedup Cold: 974ms → Warm: 8ms
Intent classification 4 categories (strategy, product, data, operations)
Zero hallucinations Every answer backed by stored knowledge
Self-improving Add facts via markdown files, brain auto-learns

Use Cases

  • AI agents that need reliable knowledge — no more "I think..." or "It appears..."
  • Fast repeat queries — cache makes common questions instant
  • Deterministic answers — same question = same answer, every time
  • Local-first — your data stays on your machine

Integration with Self-Improving Tools

Works with:

  • self-improving → Logs corrections to brain
  • proactive → WAL writes to brain for persistence
  • memory → Brain handles facts, memory handles user prefs
  • learning → Adapts based on brain's domain knowledge
  • hermes-learning-loop → Extracts skills from brain interactions

Bundle: clawhub install certainlogic-self-improving-stack


Metrics (Measured on Production)

Metric Value
Facts DB 443 concepts
Cache speedup 122x
Cold query 974ms
Warm query 8ms
Accuracy vs raw LLM 92.8%

Free vs Pro

Feature Free (this) Pro (coming)
Local knowledge base ✅ ✅
Basic caching ✅ ✅
Intent routing ✅ ✅
Community facts ✅ ✅
Team sharing ❌ ✅
Cloud sync ❌ ✅
Advanced analytics ❌ ✅
Priority support ❌ ✅

Pro pricing: $29/month (planned)


License

MIT — free to use, modify, distribute.

Built with brutal honesty by CertainLogic