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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.

Data and AI Pipeline · pathwaycom/pathway

pathway

Developers who need data streams, realtime processing, or AI pipelines inside a verifiable engineering workflow. Data and AI pipeline project for checking inputs, outputs, state, latency, recovery, and deployment boundaries.

63k stars 1.7k forks 40 contributors

Data pipelineAI workflowState managementLatencyRecovery

Software Development & Delivery · go-gitea/gitea

gitea

Users who want source-backed project understanding before installing it. Git with a cup of tea! Painless self-hosted all-in-one software development service, including Git hosting, code review, team collaboration, package registry and CI/CD

57k stars 6.9k forks 1.8k contributors

LLM Application Framework · langchain-ai/langchain

langchain

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.

139k stars 23k forks 3.7k contributors

LLM appsRAGTool callingPythonFramework migration

Tool Connections & Integrations · lm-sys/FastChat

FastChat

Users who want source-backed project understanding before installing it. An open platform for training, serving, and evaluating large language models. Release repo for Vicuna and Chatbot Arena.

39k stars 4.8k forks 246 contributors

Software Development & Delivery · PostHog/posthog

posthog

Users who want source-backed project understanding before installing it. 🦔 PostHog is an all-in-one developer platform for building successful products. We offer product analytics, web analytics, session replay, error tracking, feature flags, experimentation, surveys, data warehouse, a CDP, and an AI product assistant to help debug your code, ship features faster, and keep all your usage and customer data in one stack.

35k stars 2.9k forks 504 contributors

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.

Host Plugin InstallEvaluation SuiteWorkflow AutomationRetrieval AugmentationMulti-agent Collaboration

Personal Workspace

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

Skill InstructionsPlugin EcosystemPersonal WorkspaceSkill RuntimeEvaluation Suite

Research & Knowledge Management 83 Software Development & Delivery 164 Tool Connections & Integrations 144 Workflow Automation 4 Visual & Multimedia Creation 5 Security Review & Permission Governance 18 Customer Communication & Team Operations 5

Latest projects

Browse projects

MCP Tool Integration Public

scrapingdog-mcp

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

0pen1/scrapingdog-mcp

MCPTool callingHost configuration

MCP Tool Integration Public

shapelex

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

AldoDior/shapelex

MCPTool callingHost configuration

MCP Tool Integration Public

agentchat-mcp

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

agentchatme/agentchat-mcp

MCPTool callingHost configuration

MCP Tool Integration Public

gnosem

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

gnosem/gnosem

MCPTool callingHost configuration

MCP Tool Integration Public

presentation-md

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

isatimur/presentation-md

MCPTool callingHost configuration

Software Development & Delivery Public

pipelex

Declarative language for composable Al workflows. Devtool for agents and mere humans.

Pipelex/pipelex

MCP Tool Integration Public

web_search_mcp

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

jimmytbc/web_search_mcp

MCPTool callingHost configuration

MCP Tool Integration Public

hebbrix-mcp

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

Hebbrix/hebbrix-mcp

MCPTool callingHost configuration

Data Analysis & Investment Research Public

Kedro is a toolbox for production-ready data science. It uses software engineering best practices to help you create data engineering and data science pipelines that are reproducible, maintainable, and modular.

kedro-org/kedro

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.