--- title: "captain-claw vs swarmclaw" type: "comparison" canonical_url: "https://www.graphcanon.com/compare/kstevica-captain-claw-vs-swarmclawai-swarmclaw" tools: ["kstevica-captain-claw", "swarmclawai-swarmclaw"] --- # captain-claw vs swarmclaw *GraphCanon updated Aug 13, 2026* ## Verdict Pick captain-claw if self-hosted ensemble reasoning and agentic coding framework for orchestrating specialist AI agents; pick swarmclaw if swarmClaw is a versatile open-source AI agent runtime designed for running autonomous agent swarms across multiple LLM providers. [captain-claw](https://captain-claw.com) reports 161 GitHub stars, 14 forks, and 0 open issues, last pushed Aug 1, 2026. [swarmclaw](https://www.swarmclaw.ai) has 630 stars, 134 forks, and 13 open issues, last pushed Jun 30, 2026. Figures are from public GitHub metadata via [captain-claw's repository](https://github.com/kstevica/captain-claw) and [swarmclaw's repository](https://github.com/swarmclawai/swarmclaw). | | [captain-claw](/tools/kstevica-captain-claw.md) | [swarmclaw](/tools/swarmclawai-swarmclaw.md) | | --- | --- | --- | | Tagline | Self-hosted framework for orchestrating fleets of specialist AI agents | Open-source self-hosted AI agent runtime and multi-agent framework | | Stars | 161 | 630 | | Forks | 14 | 134 | | Open issues | 0 | 13 | | Language | Python | TypeScript | | Adopt for | Self-hosted ensemble reasoning and agentic coding framework for orchestrating specialist AI agents | SwarmClaw is a versatile open-source AI agent runtime designed for running autonomous agent swarms across multiple LLM providers. | | Persona | - | - | | Runtime | - | - | | License | MIT | MIT | | Categories | AI Agents | AI Agents | ## Trust and health _Sourced signals - not a safety guarantee. No winner column._ | | [captain-claw](/tools/kstevica-captain-claw.md) | [swarmclaw](/tools/swarmclawai-swarmclaw.md) | | --- | --- | --- | | Maintenance | Active (82%) | Steady (60%) | | Days since push | 12d | 32d | | Open issues (now) | 0 | 13 | | Owner type | User | Organization | | Full report | [trust report](/tools/kstevica-captain-claw/trust.md) | [trust report](/tools/swarmclawai-swarmclaw/trust.md) | ## Decision facts: captain-claw - **Adopt for:** Self-hosted ensemble reasoning and agentic coding framework for orchestrating specialist AI agents ## Decision facts: swarmclaw - **Adopt for:** SwarmClaw is a versatile open-source AI agent runtime designed for running autonomous agent swarms across multiple LLM providers. ## Choose when ### Choose captain-claw if… - captain-claw is primarily Python; swarmclaw is TypeScript. - Tags unique to captain-claw: agent-orchestration, agentic-coding, local-friendly, model-agnostic. - When you need a model-agnostic solution that supports local deployment of multiple AI agents. ### Choose swarmclaw if… - swarmclaw is primarily TypeScript; captain-claw is Python. - Tags unique to swarmclaw: agent-framework, agent-memory, agent-runtime, agent-swarm. - 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 NOT to use captain-claw - Avoid if your project needs cloud-based scalable resources, as captain-claw focuses on local setups. - If ease-of-use and existing community support are prioritized over self-hosting flexibility. ## 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. ## Common questions ### What is the difference between captain-claw and swarmclaw? captain-claw: Self-hosted framework for orchestrating fleets of specialist AI agents. 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 captain-claw over swarmclaw? Choose captain-claw over swarmclaw when captain-claw is primarily Python; swarmclaw is TypeScript; Tags unique to captain-claw: agent-orchestration, agentic-coding, local-friendly, model-agnostic; When you need a model-agnostic solution that supports local deployment of multiple AI agents. ### When should I choose swarmclaw over captain-claw? Choose swarmclaw over captain-claw when swarmclaw is primarily TypeScript; captain-claw is Python; Tags unique to swarmclaw: agent-framework, agent-memory, agent-runtime, agent-swarm; 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 avoid captain-claw? Avoid if your project needs cloud-based scalable resources, as captain-claw focuses on local setups. If ease-of-use and existing community support are prioritized over self-hosting flexibility. ### 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. ### Is captain-claw or swarmclaw more popular on GitHub? swarmclaw has more GitHub stars (630 vs 161). Stars measure visibility, not whether either tool fits your constraints. ### Are captain-claw and swarmclaw open source? Yes - both are open-source projects on GitHub (captain-claw: MIT, swarmclaw: MIT). ### Where can I find alternatives to captain-claw or swarmclaw? GraphCanon lists graph-backed alternatives at [captain-claw alternatives](/tools/kstevica-captain-claw/alternatives) and [swarmclaw alternatives](/tools/swarmclawai-swarmclaw/alternatives) ([captain-claw markdown twin](/tools/kstevica-captain-claw/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/kstevica-captain-claw-vs-swarmclawai-swarmclaw.md) mirrors this page for agents and LLM crawlers, with the same stats table and FAQ answers. ### Which is better maintained, captain-claw or swarmclaw? captain-claw: Active. 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 captain-claw and swarmclaw? GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: [captain-claw trust report](/tools/kstevica-captain-claw/trust); [swarmclaw trust report](/tools/swarmclawai-swarmclaw/trust). --- **Machine-readable endpoints** - JSON: [`/api/graphcanon/graph?tool=kstevica-captain-claw`](/api/graphcanon/graph?tool=kstevica-captain-claw) - 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/_