DEV Community

Tang Weigang profile picture

Tang Weigang

Independent AI capability pack builder. Doramagic resource packs are not official upstream projects.

Joined Joined on  Personal website https://doramagic.ai
An MCP Server Is Not Safe Just Because It Started
doramagic profile

An MCP Server Is Not Safe Just Because It Started

#devtools #ai #agents #mcp
Comments
1 min read
Your AI Coding Policy Needs a Receipt, Not Just an AGENTS.md
doramagic profile

Your AI Coding Policy Needs a Receipt, Not Just an AGENTS.md

#mcp #ai #programming #agents
Comments
2 min read
agent-workspace-linux Is Not Computer Use: Verify the Workspace Boundary First
doramagic profile

agent-workspace-linux Is Not Computer Use: Verify the Workspace Boundary First

#ai #linux #mcp #security
Comments
1 min read
Sverklo Is Not Just Grep with Embeddings: Verify the Code-Memory Evidence Chain
doramagic profile

Sverklo Is Not Just Grep with Embeddings: Verify the Code-Memory Evidence Chain

#ai #agents #mcp
Comments 1
3 min read
OpenViking Is Not Just a Memory Folder: Verify Hierarchical Context Delivery First
doramagic profile

OpenViking Is Not Just a Memory Folder: Verify Hierarchical Context Delivery First

#opensource
Comments
2 min read
Notion MCP: Verify Page Access Before You Trust the Tool List
doramagic profile

Notion MCP: Verify Page Access Before You Trust the Tool List

#opensource
Comments
2 min read
Graphiti Is Not Just Another RAG Layer: Keep Time and Provenance
doramagic profile

Graphiti Is Not Just Another RAG Layer: Keep Time and Provenance

#opensource
Comments
2 min read
FastMCP: tool discovery is not authorization
doramagic profile

FastMCP: tool discovery is not authorization

#ai #mojo #opensource #python
Comments
1 min read
Before an AI agent edits a repo, give it evidence it can audit
doramagic profile

Before an AI agent edits a repo, give it evidence it can audit

#ai #programming #opensource #devops
Comments
1 min read
Before an AI agent touches a repo, give it a verifiable context pack
doramagic profile

Before an AI agent touches a repo, give it a verifiable context pack

Comments
2 min read
Before Adopting OpenAI Agents SDK, Write the Runtime Contract First
doramagic profile

Before Adopting OpenAI Agents SDK, Write the Runtime Contract First

#openai #ai #python #agents
Comments
5 min read
Before Adopting mem0, Decide What an Agent Is Allowed to Remember
doramagic profile

Before Adopting mem0, Decide What an Agent Is Allowed to Remember

#agents
Comments
5 min read
Before adopting DSPy, prove the LM program has a contract
doramagic profile

Before adopting DSPy, prove the LM program has a contract

#ai #llm #python #rag
Comments
3 min read
LlamaIndex Is Not a Five-Line RAG Demo. First Prove the Context Contract.
doramagic profile

LlamaIndex Is Not a Five-Line RAG Demo. First Prove the Context Contract.

#ai #python #opensource #rag
Comments
6 min read
GPT Researcher Is a Source Pipeline. First Prove the Citation Contract.
doramagic profile

GPT Researcher Is a Source Pipeline. First Prove the Citation Contract.

Comments
5 min read
Gemini CLI Brings Gemini Into The Terminal. First Prove The Tool Boundary.
doramagic profile

Gemini CLI Brings Gemini Into The Terminal. First Prove The Tool Boundary.

#gemini #ai #opensource #cli
Comments
4 min read
OpenHands Can Run Coding Agents. First Decide What They Are Allowed to Touch.
doramagic profile

OpenHands Can Run Coding Agents. First Decide What They Are Allowed to Touch.

#opensource
Comments
4 min read
Serena Gives Agents Semantic Code Tools. First, Prove the Project Boundary.
doramagic profile

Serena Gives Agents Semantic Code Tools. First, Prove the Project Boundary.

Comments
4 min read
FastMCP Makes MCP Easy. The First Risk Is Exposing Too Much.
doramagic profile

FastMCP Makes MCP Easy. The First Risk Is Exposing Too Much.

#opensource
Comments
3 min read
smolagents Is Powerful Because It Runs Code. That Is Also the Boundary.
doramagic profile

smolagents Is Powerful Because It Runs Code. That Is Also the Boundary.

#opensource
Comments
4 min read
Browser Agents Need Receipts, Not Just Clicks: A Practical Read of browser-use
doramagic profile

Browser Agents Need Receipts, Not Just Clicks: A Practical Read of browser-use

#agents #ai #automation
Comments
4 min read
Do Not Treat Pydantic AI as an Agent Magic Layer
doramagic profile

Do Not Treat Pydantic AI as an Agent Magic Layer

#aiagentspythonpydantic
Comments
5 min read
Before You Ship an Agent, Make DeepEval Test the Failure Path
doramagic profile

Before You Ship an Agent, Make DeepEval Test the Failure Path

#ai #llm #testing #agents
Comments
5 min read
Before an Agent Uses Qdrant, Write the Retrieval Contract
doramagic profile

Before an Agent Uses Qdrant, Write the Retrieval Contract

#rag
Comments
4 min read
Before an Agent Runs Code in E2B, Define the Sandbox Contract First
doramagic profile

Before an Agent Runs Code in E2B, Define the Sandbox Contract First

#sandbox
Comments
4 min read
Do not treat LangGraph as a longer chain: define state, interrupts, and recovery first
doramagic profile

Do not treat LangGraph as a longer chain: define state, interrupts, and recovery first

#llm #ai #opensource #python
Comments
4 min read
Do not add LLM evals after launch: use promptfoo to define the failure boundary first
doramagic profile

Do not add LLM evals after launch: use promptfoo to define the failure boundary first

#opensource
Comments
4 min read
Before You Let an Agent Convert Documents, Narrow the MarkItDown Boundary
doramagic profile

Before You Let an Agent Convert Documents, Narrow the MarkItDown Boundary

#python
Comments
4 min read
Before You Add Memory to an AI Agent, Decide What the Agent Is Allowed to Remember
doramagic profile

Before You Add Memory to an AI Agent, Decide What the Agent Is Allowed to Remember

#ai #agents #neo4j #llmops
Comments
5 min read
Before You Give an AI Agent a Browser, Define the Puppeteer Boundary
doramagic profile

Before You Give an AI Agent a Browser, Define the Puppeteer Boundary

#ai #automation #opensource #puppeteer
Comments
4 min read
Before You Trust an LLM App, Review the Trace
doramagic profile

Before You Trust an LLM App, Review the Trace

#devtools
Comments
4 min read
Before You Add More Agents, Design the Control Plane
doramagic profile

Before You Add More Agents, Design the Control Plane

#agents #architecture #openai #systemdesign
Comments
5 min read
Adopt Codex CLI only after you can explain the source, boundary, review, and rollback model
doramagic profile

Adopt Codex CLI only after you can explain the source, boundary, review, and rollback model

#ai #productivitydevops
Comments
5 min read
Codex CLI is useful only when the workflow around it is reviewable and reversible
doramagic profile

Codex CLI is useful only when the workflow around it is reviewable and reversible

#ai #productivity #devops #tutorial
Comments
4 min read
Codex CLI Is Useful Only When the Workflow Around It Is Reviewable and Reversible
doramagic profile

Codex CLI Is Useful Only When the Workflow Around It Is Reviewable and Reversible

#ai #productivity
Comments
7 min read
Codex CLI needs a rollback-ready workflow, not just a quick install
doramagic profile

Codex CLI needs a rollback-ready workflow, not just a quick install

#openai #ai
Comments
1 min read
Aider clone signals point to rollback-ready coding contracts, not just better code generation
doramagic profile

Aider clone signals point to rollback-ready coding contracts, not just better code generation

Comments
4 min read
Chrome DevTools MCP traffic shows developers are checking operability, not hype
doramagic profile

Chrome DevTools MCP traffic shows developers are checking operability, not hype

Comments
3 min read
A clone-heavy MCP pack signal is about inspectability, not marketing
doramagic profile

A clone-heavy MCP pack signal is about inspectability, not marketing

Comments
2 min read
Complex AI frameworks need acceptance-ready context packs, not longer prompts
doramagic profile

Complex AI frameworks need acceptance-ready context packs, not longer prompts

#agents #ai #llm #softwareengineering
Comments
3 min read
AI skills should be portable capability assets, not prompt collections
doramagic profile

AI skills should be portable capability assets, not prompt collections

#ai #opensource
Comments
2 min read
AI coding agents need browser evidence, not just code inspection
doramagic profile

AI coding agents need browser evidence, not just code inspection

#ai
Comments
1 min read
Load OpenSkills context into Codex or Claude Code without guessing source boundaries
doramagic profile

Load OpenSkills context into Codex or Claude Code without guessing source boundaries

#ai #opensource #productivity
Comments
1 min read
How to tell whether an AI capability pack can actually help you ship
doramagic profile

How to tell whether an AI capability pack can actually help you ship

#ai
Comments
2 min read
Publishing AI capability packs is not a content blast
doramagic profile

Publishing AI capability packs is not a content blast

#ai #opensource #productivity
Comments
2 min read
An AI agent resource pack is more than a prompt
doramagic profile

An AI agent resource pack is more than a prompt

#ai #python #agents #tooling
2
Comments
3 min read
loading...