--- title: "stepshield vs autogen" type: "comparison" canonical_url: "https://www.graphcanon.com/compare/glo26-stepshield-vs-microsoft-autogen" tools: ["glo26-stepshield", "microsoft-autogen"] --- # stepshield vs autogen *GraphCanon updated Jul 15, 2026* ## Verdict Pick stepshield when license: stepshield is Other, autogen is CC-BY-4.0; pick autogen when license: autogen is CC-BY-4.0, stepshield is Other. [stepshield](https://huggingface.co/datasets/glo26/stepshield) reports 82 GitHub stars, 18 forks, and 16 open issues, last pushed Jul 7, 2026. [autogen](https://microsoft.github.io/autogen/) has 60k stars, 9.0k forks, and 945 open issues, last pushed Apr 15, 2026. Figures are from public GitHub metadata via [stepshield's repository](https://github.com/glo26/stepshield) and [autogen's repository](https://github.com/microsoft/autogen). | | [stepshield](/tools/glo26-stepshield.md) | [autogen](/tools/microsoft-autogen.md) | | --- | --- | --- | | Tagline | StepShield: When, Not Whether to Intervene on Rogue Agents, NeurIPS 2026 benchmark for temporal evaluation of AI agent guardrails (9,429 trajectories, step-level annotations) | A programming framework for agentic AI | | Stars | 82 | 59,658 | | Forks | 18 | 8,983 | | Open issues | 16 | 945 | | Language | Python | Python | | Adopt for | - | AutoGen is a Python-based framework for developing and managing agentic AI systems. It includes the AutoGen Studio for no-code GUI setup, integrating with various models. | | Persona | - | - | | Runtime | - | - | | License | Other | CC-BY-4.0 | | Categories | AI Agents, Computer Vision, Vector Databases | AI Agents, LLM Frameworks | ## Trust and health _Sourced signals - not a safety guarantee. No winner column._ | | [stepshield](/tools/glo26-stepshield.md) | [autogen](/tools/microsoft-autogen.md) | | --- | --- | --- | | Maintenance | Active (82%) | Steady (60%) | | Days since push | 8d | 87d | | Open issues (now) | 16 | 945 | | Owner type | User | Organization | | Full report | [trust report](/tools/glo26-stepshield/trust.md) | [trust report](/tools/microsoft-autogen/trust.md) | ## Shared compatibility - **Python**: [stepshield](/tools/glo26-stepshield.md) - Python runtime; [autogen](/tools/microsoft-autogen.md) - Python runtime ## Decision facts: autogen - **Requirements:** Min 4 GB RAM; AutoGen requires Python 3.10 or later.; Ensure security when connecting to MCP servers due to the potential for local command execution and sensitive information exposure. - **Adopt for:** AutoGen is a Python-based framework for developing and managing agentic AI systems. It includes the AutoGen Studio for no-code GUI setup, integrating with various models. ## Choose when ### Choose stepshield if… - License: stepshield is Other, autogen is CC-BY-4.0. - Tags unique to stepshield: agent-security, ai-safety, benchmark, dataset. - Also covers Computer Vision, Vector Databases. ### Choose autogen if… - License: autogen is CC-BY-4.0, stepshield is Other. - Requirements: Min 4 GB RAM; AutoGen requires Python 3.10 or later.; Ensure security when connecting to MCP servers due to the potential for local command execution and sensitive information exposure.. - Tags unique to autogen: agentic-agi, agents, ai, autogen. - Also covers LLM Frameworks. - You need a framework that supports integration with multiple AI models via OpenAI's chat completion client. ## When NOT to use stepshield - AI Agents: Don't use an agent loop when a deterministic workflow would do; agents add latency, cost, and non-determinism. - Vector Databases: Don't reach for a dedicated vector DB under ~100k vectors; pgvector on your existing Postgres is simpler to operate. ## When NOT to use autogen - If you require tools supporting multiple programming languages beyond Python, as AutoGen is strictly a Python-based framework. - When deploying in environments where connecting to external servers (like those used by MCP) could pose security risks or is prohibited. - You need solutions which do not involve additional installations for server components such as `playwright/mcp`, as AutoGen requires this setup for certain functionalities. ## Common questions ### What is the difference between stepshield and autogen? stepshield: StepShield: When, Not Whether to Intervene on Rogue Agents, NeurIPS 2026 benchmark for temporal evaluation of AI agent guardrails (9,429 trajectories, step-level annotations). autogen: A programming framework for agentic AI. See the comparison table for live GitHub stats and shared categories. ### When should I choose stepshield over autogen? Choose stepshield over autogen when License: stepshield is Other, autogen is CC-BY-4.0; Tags unique to stepshield: agent-security, ai-safety, benchmark, dataset; Also covers Computer Vision, Vector Databases. ### When should I choose autogen over stepshield? Choose autogen over stepshield when License: autogen is CC-BY-4.0, stepshield is Other; Requirements: Min 4 GB RAM; AutoGen requires Python 3.10 or later.; Ensure security when connecting to MCP servers due to the potential for local command execution and sensitive information exposure.; Tags unique to autogen: agentic-agi, agents, ai, autogen; Also covers LLM Frameworks; You need a framework that supports integration with multiple AI models via OpenAI's chat completion client. ### When should I avoid stepshield? AI Agents: Don't use an agent loop when a deterministic workflow would do; agents add latency, cost, and non-determinism. Vector Databases: Don't reach for a dedicated vector DB under ~100k vectors; pgvector on your existing Postgres is simpler to operate. ### When should I avoid autogen? If you require tools supporting multiple programming languages beyond Python, as AutoGen is strictly a Python-based framework. When deploying in environments where connecting to external servers (like those used by MCP) could pose security risks or is prohibited. You need solutions which do not involve additional installations for server components such as `playwright/mcp`, as AutoGen requires this setup for certain functionalities. ### Is stepshield or autogen more popular on GitHub? autogen has more GitHub stars (59,658 vs 82). Stars measure visibility, not whether either tool fits your constraints. ### Are stepshield and autogen open source? Yes - both are open-source projects on GitHub (stepshield: Other, autogen: CC-BY-4.0). ### Where can I find alternatives to stepshield or autogen? GraphCanon lists graph-backed alternatives at [stepshield alternatives](/tools/glo26-stepshield/alternatives) and [autogen alternatives](/tools/microsoft-autogen/alternatives) ([stepshield markdown twin](/tools/glo26-stepshield/alternatives.md), [autogen markdown twin](/tools/microsoft-autogen/alternatives.md)), ranked by typed relationship edges rather than popularity votes. ### Is there a machine-readable version of this comparison? Yes. The markdown twin at [this comparison](/compare/glo26-stepshield-vs-microsoft-autogen.md) mirrors this page for agents and LLM crawlers, with the same stats table and FAQ answers. ### Which is better maintained, stepshield or autogen? stepshield: Active. autogen: Steady. Compare maintenance labels, days since push, and release cadence in the trust section below - stars alone do not measure maintenance. ### Where are the full trust reports for stepshield and autogen? GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: [stepshield trust report](/tools/glo26-stepshield/trust); [autogen trust report](/tools/microsoft-autogen/trust). --- **Machine-readable endpoints** - JSON: [`/api/graphcanon/graph?tool=glo26-stepshield`](/api/graphcanon/graph?tool=glo26-stepshield) - LLM index: [/llms.txt](/llms.txt) - Full corpus: [/llms-full.txt](/llms-full.txt) _GraphCanon - The knowledge graph for AI development. https://www.graphcanon.com/_