{"data":{"slug":"microsoft-rd-agent","name":"RD-Agent","tagline":"Automating high-value R&D processes through AI-driven data science and model development.","github_url":"https://github.com/microsoft/RD-Agent","owner":"microsoft","repo":"RD-Agent","owner_avatar_url":"https://avatars.githubusercontent.com/u/6154722?v=4","primary_language":"Python","stars":14275,"forks":1834,"topics":["agent","ai","automation","data-mining","data-science","development","llm","research"],"archived":false,"github_pushed_at":"2026-08-04T11:50:56+00:00","maintenance_label":"Active","stars_delta_30d":332,"url":"https://www.graphcanon.com/tools/microsoft-rd-agent","markdown_url":"https://www.graphcanon.com/tools/microsoft-rd-agent.md","api_url":"https://www.graphcanon.com/api/graphcanon/tools/microsoft-rd-agent","graph_url":"https://www.graphcanon.com/api/graphcanon/graph?tool=microsoft-rd-agent","description":"Research and development (R&D) is crucial for the enhancement of industrial productivity, especially in the AI era, where the core aspects of R&D are mainly focused on data and models. We are committed to automating these high-value generic R&D processes through R&D-Agent, which lets AI drive data-driven AI. 🔗https://aka.ms/RD-Agent-Tech-Report","homepage_url":"https://rdagent.azurewebsites.net/","license":"MIT","open_issues":198,"watchers":88,"ai_summary":"R&D-Agent is an automation tool aimed at streamlining research and development aspects focused on data and models in the AI domain. It provides a framework for automating generic R&D processes using Python, supported by Docker installations.","readme_excerpt":"### 🐳 Docker installation.\nUsers must ensure Docker is installed before attempting most scenarios. Please refer to the [official 🐳Docker page](https://docs.docker.com/engine/install/) for installation instructions.\nEnsure the current user can run Docker commands **without using sudo**. You can verify this by executing `docker run hello-world`.\n\n---\n\n### 🛠️ Install the R&D-Agent\n\n#### For Users\n- You can directly install the R&D-Agent package from PyPI:\n  ```sh\n  pip install rdagent\n  ```\n\n#### For Developers\n- If you want to try the latest version or contribute to RD-Agent, you can install it from the source and follow the development setup:\n  ```sh\n  git clone https://github.com/microsoft/RD-Agent\n  cd RD-Agent\n  make dev\n  ```\n\nMore details can be found in the [development setup](https://rdagent.readthedocs.io/en/latest/development.html).","github_created_at":"2024-04-03T03:39:33+00:00","created_at":"2026-07-07T17:39:08.333115+00:00","updated_at":"2026-08-19T06:01:25.79955+00:00","categories":[{"slug":"ai-agents","name":"AI Agents","url":"https://www.graphcanon.com/categories/ai-agents","markdown_url":"https://www.graphcanon.com/categories/ai-agents.md","api_url":"https://www.graphcanon.com/api/graphcanon/categories/ai-agents"},{"slug":"data-retrieval","name":"Data & Retrieval","url":"https://www.graphcanon.com/categories/data-retrieval","markdown_url":"https://www.graphcanon.com/categories/data-retrieval.md","api_url":"https://www.graphcanon.com/api/graphcanon/categories/data-retrieval"},{"slug":"model-training","name":"Model Training","url":"https://www.graphcanon.com/categories/model-training","markdown_url":"https://www.graphcanon.com/categories/model-training.md","api_url":"https://www.graphcanon.com/api/graphcanon/categories/model-training"}],"tags":[{"slug":"agent","name":"agent"},{"slug":"ai","name":"ai"},{"slug":"automation","name":"automation"},{"slug":"data-mining","name":"data-mining"},{"slug":"data-science","name":"data-science"},{"slug":"development","name":"development"},{"slug":"llm","name":"llm"},{"slug":"research","name":"research"}],"trust":{"provenance":{"is_fork":false,"github_id":781261349,"owner_type":"Organization","methodology":"github_public_v1","parent_repo":null,"near_duplicate_slugs":[]},"computed_at":"2026-08-19T06:01:24.994Z","maintenance":{"label":"Active","score":82,"methodology":"github_public_v1","releases_90d":0,"days_since_push":14,"last_release_at":"2025-11-03T14:01:36Z","stars_delta_30d":332,"open_issues_delta_30d":5},"security_summary":{"status":"findings","scanner":"osv@v1","low_count":10,"high_count":0,"last_scan_at":"2026-07-11T11:13:54.125Z","medium_count":0,"scan_profile":"deps","critical_count":0}},"capability_facts":{"scan":{"source":"repo_scan","observed_at":"2026-08-19T06:01:25.463Z"},"has_cli":{"value":true,"source":"pyproject.toml:[project.scripts]","observed_at":"2026-08-19T06:01:25.463Z"},"languages":{"value":["python"],"source":"github.language+pyproject.toml","observed_at":"2026-08-19T06:01:25.463Z"},"license_spdx":{"value":"MIT","source":"github.license","observed_at":"2026-08-19T06:01:25.463Z"}},"decision_facts":{"hosting":null,"pricing":{"model":"freemium","summary":"RD-Agent operates under the MIT license allowing free use of the tool. Its framework for R&D automation can be expanded with premium services for enterprise-level support and integration if needed."},"requirements":{"notes":["Ensure Docker is installed beforehand and accessible without `sudo` by the current user for RD-Agent operation.","Supports Python installations via PyPI or development setup from source, which also requires installation of dependencies as per the documentation."],"min_ram_gb":null,"requires_docker":true},"constraints":{"min_ram_gb":null,"pricing_model":"freemium","requires_docker":true},"when_to_use":["When you require automation in high-value R&D tasks that revolve around data science and model development within the AI domain.","For scenarios where Python-based solutions are preferred, as it offers direct installation via PyPI or development setup options from source.","If your environment already supports Docker installations, enabling execution of RD-Agent's automated R&D processes without additional setup hurdles."],"when_not_to_use":["When the need arises to work in an environment where Python cannot be used or there is a requirement for another programming language framework that complements existing infrastructure better.","If your development team lacks expertise with Docker and is not willing or able to adopt it, as most scenarios within RD-Agent require a solid Docker setup."],"source":"enrich:decision_facts","observed_at":"2026-07-11T15:12:11.656Z"},"constraint_facets":{"min_ram_gb":null,"pricing_model":"freemium","requires_docker":true},"decision_summary":[{"label":"Pricing","value":"freemium - RD-Agent operates under the MIT license allowing free use of the tool. Its framework for R&D automation can be expanded with premium services for enterprise-level support and integration if needed."},{"label":"Requirements","value":"Requires Docker; Ensure Docker is installed beforehand and accessible without `sudo` by the current user for RD-Agent operation.; Supports Python installations via PyPI or development setup from source, which also requires installation of dependencies as per the documentation."},{"label":"Adopt for","value":"RD-Agent is an automation tool for AI-driven R&D processes, focusing on data and model development using Python with support from Docker installations."}]}}