--- title: "agency vs swarmclaw" type: "comparison" canonical_url: "https://www.graphcanon.com/compare/operand-agency-vs-swarmclawai-swarmclaw" tools: ["operand-agency", "swarmclawai-swarmclaw"] --- # agency vs swarmclaw *GraphCanon updated Sep 20, 2026* ## Verdict Pick agency if agency is a fast and minimal Python-based framework for developing agentic systems that excels in its streamlined approach to creating autonomous agents; pick swarmclaw if swarmClaw is an open-source self-hosted AI agent runtime and multi-agent framework that supports agent memory, MCP tools, schedules, delegation, and integrates with over 23 LLM providers. [agency](https://createwith.agency) reports 490 GitHub stars, 29 forks, and 19 open issues, last pushed Jun 10, 2026. [swarmclaw](https://www.swarmclaw.ai) has 673 stars, 137 forks, and 18 open issues, last pushed Jun 30, 2026. Figures are from public GitHub metadata via [agency's repository](https://github.com/operand/agency) and [swarmclaw's repository](https://github.com/swarmclawai/swarmclaw). | | [agency](/tools/operand-agency.md) | [swarmclaw](/tools/swarmclawai-swarmclaw.md) | | --- | --- | --- | | Tagline | A fast and minimal framework for building agentic systems | Open-source self-hosted AI agent runtime and multi-agent framework | | Stars | 490 | 673 | | Forks | 29 | 137 | | Open issues | 19 | 18 | | Language | Python | TypeScript | | Adopt for | Agency is a fast and minimal Python-based framework for developing agentic systems that excels in its streamlined approach to creating autonomous agents. | SwarmClaw is an open-source self-hosted AI agent runtime and multi-agent framework that supports agent memory, MCP tools, schedules, delegation, and integrates with over 23 LLM providers. | | Persona | - | - | | Runtime | - | - | | License | MIT | MIT | | Categories | AI Agents | AI Agents, Inference & Serving, Model Training | ## Trust and health _Sourced signals - not a safety guarantee. No winner column._ | | [agency](/tools/operand-agency.md) | [swarmclaw](/tools/swarmclawai-swarmclaw.md) | | --- | --- | --- | | Maintenance | Slowing (36%) | Steady (60%) | | Days since push | 101d | 79d | | Open issues (now) | 19 | 18 | | Stars delta | +3 (30d) | +43 (30d) | | Open issues delta | 0 (30d) | +5 (30d) | | Owner type | User | Organization | | Full report | [trust report](/tools/operand-agency/trust.md) | [trust report](/tools/swarmclawai-swarmclaw/trust.md) | ## Decision facts: agency - **Adopt for:** Agency is a fast and minimal Python-based framework for developing agentic systems that excels in its streamlined approach to creating autonomous agents. ## Decision facts: swarmclaw - **Adopt for:** SwarmClaw is an open-source self-hosted AI agent runtime and multi-agent framework that supports agent memory, MCP tools, schedules, delegation, and integrates with over 23 LLM providers. ## Choose when ### Choose agency if… - agency is primarily Python; swarmclaw is TypeScript. - Tags unique to agency: actor-model. - When you prefer a lightweight solution for building autonomous agent systems without the need for extensive configuration or complex dependencies. ### Choose swarmclaw if… - swarmclaw is primarily TypeScript; agency is Python. - Tags unique to swarmclaw: agent-memory, agent-runtime, agent-swarm, ai-agents. - Also covers Inference & Serving, Model Training. - swarmclaw ships Docker support for self-hosted deployment. - swarmclaw ships an MCP server manifest. - When you need a self-hosted solution for managing autonomous agent swarms with support for agent memory and MCP tools. ## When NOT to use agency - If your development requires deeply integrated functionalities that would necessitate a heavier, more feature-rich framework. - In scenarios where you need robust tooling for large-scale deployment and management as Agency does not offer extensive LLMOps (LLM Operations) capabilities beyond its minimalistic design. ## When NOT to use swarmclaw - If you are looking for a solution that does not require self-hosting and prefer a fully managed service. - When your project strictly requires a specific LLM provider not supported by SwarmClaw, or if you need a more specialized agent framework that SwarmClaw does not cater to. - If your deployment environment does not support Node.js 22.6+ or Docker, which are prerequisites for running SwarmClaw. ## Common questions ### What is the difference between agency and swarmclaw? agency: A fast and minimal framework for building agentic systems. swarmclaw: Open-source self-hosted AI agent runtime and multi-agent framework. See the comparison table for live GitHub stats and shared categories. ### When should I choose agency over swarmclaw? Choose agency over swarmclaw when agency is primarily Python; swarmclaw is TypeScript; Tags unique to agency: actor-model; When you prefer a lightweight solution for building autonomous agent systems without the need for extensive configuration or complex dependencies. ### When should I choose swarmclaw over agency? Choose swarmclaw over agency when swarmclaw is primarily TypeScript; agency is Python; Tags unique to swarmclaw: agent-memory, agent-runtime, agent-swarm, ai-agents; Also covers Inference & Serving, Model Training; swarmclaw ships Docker support for self-hosted deployment; swarmclaw ships an MCP server manifest; When you need a self-hosted solution for managing autonomous agent swarms with support for agent memory and MCP tools. ### When should I avoid agency? If your development requires deeply integrated functionalities that would necessitate a heavier, more feature-rich framework. In scenarios where you need robust tooling for large-scale deployment and management as Agency does not offer extensive LLMOps (LLM Operations) capabilities beyond its minimalistic design. ### When should I avoid swarmclaw? If you are looking for a solution that does not require self-hosting and prefer a fully managed service. When your project strictly requires a specific LLM provider not supported by SwarmClaw, or if you need a more specialized agent framework that SwarmClaw does not cater to. If your deployment environment does not support Node.js 22.6+ or Docker, which are prerequisites for running SwarmClaw. ### Is agency or swarmclaw more popular on GitHub? swarmclaw has more GitHub stars (673 vs 490). Stars measure visibility, not whether either tool fits your constraints. ### Are agency and swarmclaw open source? Yes - both are open-source projects on GitHub (agency: MIT, swarmclaw: MIT). ### Where can I find alternatives to agency or swarmclaw? GraphCanon lists graph-backed alternatives at [agency alternatives](/tools/operand-agency/alternatives) and [swarmclaw alternatives](/tools/swarmclawai-swarmclaw/alternatives) ([agency markdown twin](/tools/operand-agency/alternatives.md), [swarmclaw markdown twin](/tools/swarmclawai-swarmclaw/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/operand-agency-vs-swarmclawai-swarmclaw.md) mirrors this page for agents and LLM crawlers, with the same stats table and FAQ answers. ### Which is better maintained, agency or swarmclaw? agency: Slowing. swarmclaw: 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 agency and swarmclaw? GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: [agency trust report](/tools/operand-agency/trust); [swarmclaw trust report](/tools/swarmclawai-swarmclaw/trust). --- **Machine-readable endpoints** - JSON: [`/api/graphcanon/graph?tool=operand-agency`](/api/graphcanon/graph?tool=operand-agency) - 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/_