--- title: "swarmclaw vs agent-kernel" type: "comparison" canonical_url: "https://www.graphcanon.com/compare/swarmclawai-swarmclaw-vs-yaalalabs-agent-kernel" tools: ["swarmclawai-swarmclaw", "yaalalabs-agent-kernel"] --- # swarmclaw vs agent-kernel *GraphCanon updated Aug 9, 2026* ## Verdict Pick swarmclaw if swarmClaw is a versatile open-source AI agent runtime designed for running autonomous agent swarms across multiple LLM providers; pick agent-kernel if agent-kernel provides an operating system for scalable enterprise AI agents, supporting deployment and orchestration at scale with native integration support for MCP and A2A. [swarmclaw](https://www.swarmclaw.ai) reports 630 GitHub stars, 134 forks, and 13 open issues, last pushed Jun 30, 2026. [agent-kernel](https://kernel.yaala.ai/) has 113 stars, 60 forks, and 128 open issues, last pushed Aug 7, 2026. Figures are from public GitHub metadata via [swarmclaw's repository](https://github.com/swarmclawai/swarmclaw) and [agent-kernel's repository](https://github.com/yaalalabs/agent-kernel). | | [swarmclaw](/tools/swarmclawai-swarmclaw.md) | [agent-kernel](/tools/yaalalabs-agent-kernel.md) | | --- | --- | --- | | Tagline | Open-source self-hosted AI agent runtime and multi-agent framework | The Operating System for Scalable Enterprise AI Agents | | Stars | 630 | 113 | | Forks | 134 | 60 | | Open issues | 13 | 128 | | Language | TypeScript | Python | | Adopt for | SwarmClaw is a versatile open-source AI agent runtime designed for running autonomous agent swarms across multiple LLM providers. | Agent-kernel provides an operating system for scalable enterprise AI agents, supporting deployment and orchestration at scale with native integration support for MCP and A2A. | | Persona | - | - | | Runtime | - | - | | License | MIT | Apache-2.0 | | Categories | AI Agents | AI Agents | ## Trust and health _Sourced signals - not a safety guarantee. No winner column._ | | [swarmclaw](/tools/swarmclawai-swarmclaw.md) | [agent-kernel](/tools/yaalalabs-agent-kernel.md) | | --- | --- | --- | | Maintenance | Steady (60%) | Very active (96%) | | Days since push | 32d | 2d | | Open issues (now) | 13 | 128 | | Full report | [trust report](/tools/swarmclawai-swarmclaw/trust.md) | [trust report](/tools/yaalalabs-agent-kernel/trust.md) | ## Decision facts: swarmclaw - **Adopt for:** SwarmClaw is a versatile open-source AI agent runtime designed for running autonomous agent swarms across multiple LLM providers. ## Decision facts: agent-kernel - **Requirements:** It requires Python versions between 3.12 and 3.13.x.; Supports deployment to various environments such as AWS Lambda, ECS, Azure Functions, or Container Apps via one Terraform module. - **Adopt for:** Agent-kernel provides an operating system for scalable enterprise AI agents, supporting deployment and orchestration at scale with native integration support for MCP and A2A. ## Choose when ### Choose swarmclaw if… - swarmclaw is primarily TypeScript; agent-kernel is Python. - License: swarmclaw is MIT, agent-kernel is Apache-2.0. - Tags unique to swarmclaw: agent-framework, agent-memory, agent-runtime, agent-swarm. - swarmclaw ships Docker support for self-hosted deployment. - swarmclaw ships an MCP server manifest. - - You are working with or planning to integrate more than 23 supported language models (like Claude, GPT, Gemini), and require flexibility in choosing your model provider. ### Choose agent-kernel if… - agent-kernel is primarily Python; swarmclaw is TypeScript. - License: agent-kernel is Apache-2.0, swarmclaw is MIT. - Requirements: It requires Python versions between 3.12 and 3.13.x.; Supports deployment to various environments such as AWS Lambda, ECS, Azure Functions, or Container Apps via one Terraform module.. - Tags unique to agent-kernel: a2a, adk, aws, azure. - If you require seamless scalability across different cloud providers like AWS and Azure without lock-in or rewrites. ## When NOT to use swarmclaw - - If you are already deeply invested in proprietary solutions that aren't compatible with the ecosystem supported by SwarmClaw, such as specific enterprise integrations. - - When your use case strictly requires real-time high-volume data processing and SwarmClaw’s current capabilities might pose limitations due to performance or scalability concerns. ## When NOT to use agent-kernel - If your project is confined to a single, specific AI framework which doesn't require the flexibility Agent-kernel offers. - When you do not have Python version 3.12 - 3.13.x, as it's the required runtime environment. ## Common questions ### What is the difference between swarmclaw and agent-kernel? swarmclaw: Open-source self-hosted AI agent runtime and multi-agent framework. agent-kernel: The Operating System for Scalable Enterprise AI Agents. See the comparison table for live GitHub stats and shared categories. ### When should I choose swarmclaw over agent-kernel? Choose swarmclaw over agent-kernel when swarmclaw is primarily TypeScript; agent-kernel is Python; License: swarmclaw is MIT, agent-kernel is Apache-2.0; Tags unique to swarmclaw: agent-framework, agent-memory, agent-runtime, agent-swarm; swarmclaw ships Docker support for self-hosted deployment; swarmclaw ships an MCP server manifest; - You are working with or planning to integrate more than 23 supported language models (like Claude, GPT, Gemini), and require flexibility in choosing your model provider. ### When should I choose agent-kernel over swarmclaw? Choose agent-kernel over swarmclaw when agent-kernel is primarily Python; swarmclaw is TypeScript; License: agent-kernel is Apache-2.0, swarmclaw is MIT; Requirements: It requires Python versions between 3.12 and 3.13.x.; Supports deployment to various environments such as AWS Lambda, ECS, Azure Functions, or Container Apps via one Terraform module.; Tags unique to agent-kernel: a2a, adk, aws, azure; If you require seamless scalability across different cloud providers like AWS and Azure without lock-in or rewrites. ### When should I avoid swarmclaw? - If you are already deeply invested in proprietary solutions that aren't compatible with the ecosystem supported by SwarmClaw, such as specific enterprise integrations. - When your use case strictly requires real-time high-volume data processing and SwarmClaw’s current capabilities might pose limitations due to performance or scalability concerns. ### When should I avoid agent-kernel? If your project is confined to a single, specific AI framework which doesn't require the flexibility Agent-kernel offers. When you do not have Python version 3.12 - 3.13.x, as it's the required runtime environment. ### Is swarmclaw or agent-kernel more popular on GitHub? swarmclaw has more GitHub stars (630 vs 113). Stars measure visibility, not whether either tool fits your constraints. ### Are swarmclaw and agent-kernel open source? Yes - both are open-source projects on GitHub (swarmclaw: MIT, agent-kernel: Apache-2.0). ### Where can I find alternatives to swarmclaw or agent-kernel? GraphCanon lists graph-backed alternatives at [swarmclaw alternatives](/tools/swarmclawai-swarmclaw/alternatives) and [agent-kernel alternatives](/tools/yaalalabs-agent-kernel/alternatives) ([swarmclaw markdown twin](/tools/swarmclawai-swarmclaw/alternatives.md), [agent-kernel markdown twin](/tools/yaalalabs-agent-kernel/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/swarmclawai-swarmclaw-vs-yaalalabs-agent-kernel.md) mirrors this page for agents and LLM crawlers, with the same stats table and FAQ answers. ### Which is better maintained, swarmclaw or agent-kernel? swarmclaw: Steady. agent-kernel: Very active. 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 swarmclaw and agent-kernel? GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: [swarmclaw trust report](/tools/swarmclawai-swarmclaw/trust); [agent-kernel trust report](/tools/yaalalabs-agent-kernel/trust). --- **Machine-readable endpoints** - JSON: [`/api/graphcanon/graph?tool=swarmclawai-swarmclaw`](/api/graphcanon/graph?tool=swarmclawai-swarmclaw) - 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/_