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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.

Research & Knowledge Management · HKUDS/LightRAG

LightRAG

Users who want source-backed project understanding before installing it. [EMNLP2025] "LightRAG: Simple and Fast Retrieval-Augmented Generation"

36k stars 5.1k forks 283 contributors

Software Development & Delivery · Fission-AI/OpenSpec

OpenSpec

Users who want source-backed project understanding before installing it. Spec-driven development (SDD) for AI coding assistants.

55k stars 3.9k forks 60 contributors

Workflow Automation · microsoft/autogen

autogen

Users who want source-backed project understanding before installing it. A programming framework for agentic AI

59k stars 8.9k forks 533 contributors

LLM Application Framework · langchain-ai/langgraph

langgraph

Developers building Python LLM apps, RAG workflows, tool calling, or agent prototypes that need a shared abstraction layer. LLM application framework for checking model, prompt, tool, retrieval, and chain integration boundaries.

34k stars 5.7k forks 280 contributors

LLM appsRAGTool callingPythonFramework migration

Vector Retrieval and RAG · ruvnet/ruflo

ruflo

Developers connecting knowledge bases, documents, or app data to semantic retrieval or RAG workflows. Vector retrieval project for checking embedding storage, query semantics, RAG integration, data boundaries, and rollback.

60k stars 7.0k forks 35 contributors

Vector databaseRAGEmbeddingsSemantic searchData boundaries

Core categories

Your core installable capabilities

View all categories

Content Marketing & Growth

Open-source AI capabilities for turning ideas, products, and services into publishable, searchable, and conversion-oriented content workflows.

MCP ToolsKnowledge Base Q&AProject CapabilityVerifiable WorkflowEvidence-backed Context

Data Analysis & Investment Research

Open-source AI capabilities for working with spreadsheets, financial reports, market data, backtests, and research workflows.

AI Agent FrameworkStructured Data ExtractionOpen Source ToolEvaluation SuiteHost Plugin Install

Personal Workspace

Open-source AI capabilities for notes, schedules, reminders, knowledge organization, and personal workflows.

Host Permission BoundaryMCP ToolsEvidence-backed ContextOpen Source Capability BuildingEvaluation Suite

Research & Knowledge Management 79 Software Development & Delivery 144 Tool Connections & Integrations 122 Workflow Automation 4 Visual & Multimedia Creation 4 Security Review & Permission Governance 16 Customer Communication & Team Operations 4

Latest projects

Browse projects

MCP Tool Integration Public

karajan-code

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

manufosela/karajan-code

MCPTool callingHost configuration

Research & Knowledge Management Public

loopgain

**An open-source cost controller for AI agent loops.**

loopgain-ai/loopgain

MCP Tool Integration Public

precis-mcp

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

retospect/precis-mcp

MCPTool callingHost configuration

Security Review & Permission Governance Public

arcjet-js

Arcjet runtime security SDK for Next.js — bot protection, rate limiting, prompt injection detection, PII blocking, and WAF

arcjet/arcjet-js

Software Development & Delivery Public

Crawlora Agent Skills — structured public web data (search, e-commerce, social, finance, app stores, media, reviews) via the Crawlora REST API. Installable in any agent with the skills CLI or as a Claude Code plugin marketplace.

Crawlora-org/crawlora-skills

Agent Skill Skill Pack Host Plugin Install

MCP Tool Integration Public

serpdive-mcp

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

serpdive/serpdive-mcp

MCPTool callingHost configuration

Security Review & Permission Governance Public

deepsec

`deepsec` an agent-powered vulnerability scanner that you can run in your own infrastructure, optimized to perform on-demand review of all code in existing

vercel-labs/deepsec

MCP Tool Integration Public

mnemon

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

nousergon/mnemon

MCPTool callingHost configuration

MCP Tool Integration Public

purmemo-mcp

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

purmemo-ai/purmemo-mcp

MCPTool callingHost configuration

Service flow

From discovery to publication

Submit an open-source project

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

Collect evidence

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

Compile five assets

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

Publish after verification

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