mcp-server

dsh-memory

Name: dsh-memory
Author: FuRongJun-1999

白箱AGI架构探索：元认知（自我认知循环）、持续学习（知识飞轮）、世界模型（条件空间+语义时空图）、自我改进（自举纪律）、零LLM白箱管线与可审计信任护栏。

360 stars+54★ this week30 forksPythonUpdated 10/9/2026100% free · open source

What it does

Provides a white‑box AGI framework that combines self‑cognition loops, continual learning, and a world‑model graph for fully auditable AI pipelines.

When to use it

•You need an open‑source, self‑improving AI core that you can inspect and modify.
•Your product requires a traceable knowledge‑flywheel that continuously incorporates new data.
•You want to experiment with meta‑cognitive loops (self‑awareness) without relying on proprietary LLM APIs.

Ready-to-paste prompt

curl -X POST http://localhost:8000/api/v1/think \ 
  -H 'Content-Type: application/json' \ 
  -d '{"question": "What are the emerging trends in sustainable fintech for 2025?", "context": "latest market reports, internal research"}'

Heads up: The core engine expects a compatible PyTorch 2.x build; using an older PyTorch version will cause import errors when loading the world‑model tensors.

Saves to your device

Use with Claude

New

Skip the builder — one click puts this in Claude, Cursor, Antigravity and more.

⚡ Runs out of the box

A prompt/skill package — nothing to install beyond adding it to your AI tool.

Try it instantly — no install

Claude Code

mkdir -p ~/.claude/skills/5775defd-afc4-4502-a3dc-f19178f02fec && curl -fsSL https://workflowstacks.com/api/skills/5775defd-afc4-4502-a3dc-f19178f02fec/claude-skill -o ~/.claude/skills/5775defd-afc4-4502-a3dc-f19178f02fec/SKILL.md

Open in another AI app

Opens the app with this repo with the prompt ready to go — no copy-paste needed.

Connect the whole catalog (MCP)

claude mcp add --transport http workflowstacks https://workflowstacks.com/api/mcp

Adds a WorkflowStacks connector to Claude Code: search and load any skill here by chatting.

How dsh-memory works

Codeflow

Free to inspect

Dsh-memory is a very large Python project (~387k lines across 737 code files, plus 115 test files). You install it into your AI tool with one command; there is nothing to run yourself. Last commit this month, MIT license, has a test suite.

Size

Very large codebase

~387k lines · 737 code files · days to read — use, don't read

Setup

Install as a skill / plugin

Add it to Claude Code (or your AI tool) with one command — 695 skills inside. Nothing to run yourself.

Runs on

Inside your AI tool

Helper scripts use Node.js

Python 93%Rust 4%TypeScript 3%

Where to start reading

1
README.md
Start here — what it does and how to install it
2
src/cli.ts
Where the program starts running
3
skills/README.md
Inside skills/ — an example of what the AI is told to do

What's in each folder

skills/Prompts, skills & agent definitions704 files

src/Core code — the actual logic16 files

docs/Documentation231 files

md_cg/Folder935 files

hive/Folder149 files

scripts/Helper scripts109 files

compiler/Folder39 files

swarm/Folder36 files

READMEHas testsDocumentedCI checksMIT licenseUpdated this month

Use with Claude

New

Skip the builder — one click puts this in Claude, Cursor, Antigravity and more.

⚡ Runs out of the box

A prompt/skill package — nothing to install beyond adding it to your AI tool.

Try it instantly — no install

Claude Code

mkdir -p ~/.claude/skills/5775defd-afc4-4502-a3dc-f19178f02fec && curl -fsSL https://workflowstacks.com/api/skills/5775defd-afc4-4502-a3dc-f19178f02fec/claude-skill -o ~/.claude/skills/5775defd-afc4-4502-a3dc-f19178f02fec/SKILL.md

Open in another AI app

Opens the app with this repo with the prompt ready to go — no copy-paste needed.

Connect the whole catalog (MCP)

claude mcp add --transport http workflowstacks https://workflowstacks.com/api/mcp

Adds a WorkflowStacks connector to Claude Code: search and load any skill here by chatting.

Quick Actions

Details

Creator

FuRongJun-1999

Language

Python