{"about":{"site":"https://codewithpapers.app","non_affiliation":"Code with Papers and Syntology are not affiliated with, endorsed by, or sponsored by Papers with Code, Meta, or the pwc-archive mirror.","licence":"CC BY-SA 4.0","licence_url":"https://creativecommons.org/licenses/by-sa/4.0/legalcode","attribution":"https://codewithpapers.app/attribution","modified":"archive material modified by Syntology; see the attribution page"},"url":"/paper/autogen-studio-a-no-code-developer-tool-for","title":"AutoGen Studio: A No-Code Developer Tool for Building and Debugging Multi-Agent Systems","arxiv_id":"2408.15247","date":"2024-08-09","proceeding":null,"authors":["Victor Dibia","Jingya Chen","Gagan Bansal","Suff Syed","Adam Fourney","Erkang Zhu","Chi Wang","Saleema Amershi"],"abstract":"Multi-agent systems, where multiple agents (generative AI models + tools) collaborate, are emerging as an effective pattern for solving long-running, complex tasks in numerous domains. However, specifying their parameters (such as models, tools, and orchestration mechanisms etc,.) and debugging them remains challenging for most developers. To address this challenge, we present AUTOGEN STUDIO, a no-code developer tool for rapidly prototyping, debugging, and evaluating multi-agent workflows built upon the AUTOGEN framework. AUTOGEN STUDIO offers a web interface and a Python API for representing LLM-enabled agents using a declarative (JSON-based) specification. It provides an intuitive drag-and-drop UI for agent workflow specification, interactive evaluation and debugging of workflows, and a gallery of reusable agent components. We highlight four design principles for no-code multi-agent developer tools and contribute an open-source implementation at https://github.com/microsoft/autogen/tree/main/samples/apps/autogen-studio","url_abs":"https://arxiv.org/abs/2408.15247v1","url_pdf":"https://arxiv.org/pdf/2408.15247v1.pdf","source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28","licence_url":"https://creativecommons.org/licenses/by-sa/4.0/legalcode","row_kind":"abstracts"},"code_links":[{"paper_slug":"autogen-studio-a-no-code-developer-tool-for","repo_url":"https://github.com/microsoft/autogen","is_official":1,"mentioned_in_paper":1,"mentioned_in_github":0,"framework":"pytorch","reach":{"status":"ok","spdx":"CC-BY-4.0"}}],"tasks":[],"methods":[],"datasets_introduced":[],"methods_introduced":[],"results":[],"syntology":{"atlas_url":"https://app.syntology.ai/?focus=2408.15247","mcp":{"get_harvested_code_for_paper":{"arxiv_id":"2408.15247"}},"developers":"https://syntology.ai/developers","read_at":"2026-09-24T18:15:14+00:00","read_at_is":"when the build read Syntology's graph, not when any sample ran","claim":"Per-sample execution status on synthesized fixtures; not a correctness claim about the paper. Samples come from repositories linked to the paper, official or community; repo_kind says which.","repos":[{"provenance":"deterministic:regex_extraction","url":"https://github.com/microsoft/autogen","reach":{"status":"ok","spdx":"CC-BY-4.0"}}],"summary":{"ran":2},"by_repo_kind":{"official":{"samples":2,"ran":2,"repositories":1}},"repo_kind_vocabulary":{"official":"The archive marks this repository official for the paper","named_in_paper":"The archive records that the paper mentions this repository; it is not marked official","listed":"In the archive's code links for this paper, not marked official and not recorded as mentioned in the paper","found_in_text":"Syntology found this repository in the paper's own text; whether it is the authors' implementation is not asserted","community":"Not in the archive's code links for this paper; a community repository Syntology harvested"},"n_pointer_only_for_licence":2,"samples":[{"code_sha256_prefix":"ec5fe348d0d0b202","entry":"extract_python_code_blocks","repo":"microsoft/autogen","repo_kind":"official","path":"python/check_md_code_blocks.py","file_url":"https://github.com/microsoft/autogen/blob/HEAD/python/check_md_code_blocks.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"CC-BY-4.0","inline_ok":false,"mcp_get_code":{"code_sha256":"ec5fe348d0d0b202"}},{"code_sha256_prefix":"25e85c4de539bebe","entry":"is_valid_agent_type","repo":"microsoft/autogen","repo_kind":"official","path":"python/packages/autogen-core/src/autogen_core/_agent_id.py","file_url":"https://github.com/microsoft/autogen/blob/HEAD/python/packages/autogen-core/src/autogen_core/_agent_id.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"CC-BY-4.0","inline_ok":false,"mcp_get_code":{"code_sha256":"25e85c4de539bebe"}}]},"arxiv_metadata":null,"syntology_extracted_results":null}