Doramagic.ai Chinese

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Turn open-source projects into portable, testable, verifiable AI capabilities

Doramagic discovers projects from GitHub, community signals, and public evidence, then compiles five capability assets people can bring into Claude, Codex, Cursor, ChatGPT, and other AI hosts.

Core categories

Your core installable capabilities

View all categories

Latest projects

Latest projects

Browse projects
Vector Retrieval and RAG Public

memsearch

Vector retrieval project for checking embedding storage, query semantics, RAG integration, data boundaries, and rollback.

zilliztech/memsearch
Vector databaseRAGEmbeddings
MCP Tool Integration Public

Generative-Media-Skills

MCP tool integration project for safely connecting external tools, services, or data sources to an AI host.

SamurAIGPT/Generative-Media-Skills
MCPTool callingHost configuration
Vector Retrieval and RAG Public

Via

Vector retrieval project for checking embedding storage, query semantics, RAG integration, data boundaries, and rollback.

Vektor-Memory/Via
Vector databaseRAGEmbeddings
MCP Tool Integration Public

headroom

MCP tool integration project for safely connecting external tools, services, or data sources to an AI host.

chopratejas/headroom
MCPTool callingHost configuration
MCP Tool Integration Public

impact-preview

MCP tool integration project for safely connecting external tools, services, or data sources to an AI host.

agent-polis/impact-preview
MCPTool callingHost configuration
Vector Retrieval and RAG Public

monomind

Vector retrieval project for checking embedding storage, query semantics, RAG integration, data boundaries, and rollback.

monoes/monomind
Vector databaseRAGEmbeddings
MCP Tool Integration Public

spec-workflow-mcp

MCP tool integration project for safely connecting external tools, services, or data sources to an AI host.

Pimzino/spec-workflow-mcp
MCPTool callingHost configuration
Agent SDK and Runtime Public

openai-agents-python

Agent SDK project for checking tool calls, state, handoffs, traces, evaluation, and permission boundaries.

openai/openai-agents-python
Agent SDKTool callsHandoffs
Workflow Automation Public

crewAI

Framework for orchestrating role-playing, autonomous AI agents. By fostering collaborative intelligence, CrewAI empowers agents to work together seamlessly, tackling complex tasks.

crewAIInc/crewAI

Service flow

From discovery to publication

01

Submit an open-source project

Enter a GitHub repository so Doramagic can identify the project and its public sources.

02

Collect evidence

Check official docs, community discussion, popularity signals, and known failure modes.

03

Compile five assets

Produce Quick Start, Prompt Preview, Human Manual, AI Context Pack, and Boundary & Risk Card.

04

Publish after verification

Do not fill evidence gaps with guesswork; do not package unverified capabilities as proven recommendations.