--- title: "waggle-dance vs agent-opt" type: "comparison" canonical_url: "https://www.graphcanon.com/compare/agi-merge-waggle-dance-vs-future-agi-agent-opt" tools: ["agi-merge-waggle-dance", "future-agi-agent-opt"] --- # waggle-dance vs agent-opt *GraphCanon updated Aug 15, 2026* ## Verdict Pick waggle-dance if waggle-dance is an AI-driven knowledge work automation tool built in TypeScript with experimental concurrent agent execution for faster task resolution; pick agent-opt if agent-opt is tailored for teams that require automated optimization of AI workflows and support for continuous integration/continuous delivery (CI/CD), relying on Python and specific library dependencies. [waggle-dance](https://waggledance.ai) reports 171 GitHub stars, 12 forks, and 0 open issues, last pushed Dec 17, 2023. [agent-opt](https://app.futureagi.com) has 71 stars, 7 forks, and 0 open issues, last pushed Jun 30, 2026. Figures are from public GitHub metadata via [waggle-dance's repository](https://github.com/agi-merge/waggle-dance) and [agent-opt's repository](https://github.com/future-agi/agent-opt). | | [waggle-dance](/tools/agi-merge-waggle-dance.md) | [agent-opt](/tools/future-agi-agent-opt.md) | | --- | --- | --- | | Tagline | Knowledge work automation with AI agents | Open Source Library for Automated Optimization of AI Agent Workflows | | Stars | 171 | 71 | | Forks | 12 | 7 | | Open issues | 0 | 0 | | Language | TypeScript | Python | | Adopt for | Waggle-dance is an AI-driven knowledge work automation tool built in TypeScript with experimental concurrent agent execution for faster task resolution. | Agent-opt is tailored for teams that require automated optimization of AI workflows and support for continuous integration/continuous delivery (CI/CD), relying on Python and specific library dependencies. | | Persona | - | - | | Runtime | - | - | | License | MIT | Apache-2.0 | | Categories | AI Agents, Model Training | AI Agents, Evaluation & Observability | ## Trust and health _Sourced signals - not a safety guarantee. No winner column._ | | [waggle-dance](/tools/agi-merge-waggle-dance.md) | [agent-opt](/tools/future-agi-agent-opt.md) | | --- | --- | --- | | Maintenance | Archived (8%) | Steady (60%) | | Days since push | 971d | 35d | | Archived on GitHub | Yes | No | | Stars delta | 0 (30d) | Unknown | | Open issues delta | 0 (30d) | Unknown | | Full report | [trust report](/tools/agi-merge-waggle-dance/trust.md) | [trust report](/tools/future-agi-agent-opt/trust.md) | ## Shared compatibility - **Python**: [waggle-dance](/tools/agi-merge-waggle-dance.md) - Python runtime; [agent-opt](/tools/future-agi-agent-opt.md) - Python runtime ## Decision facts: waggle-dance - **Adopt for:** Waggle-dance is an AI-driven knowledge work automation tool built in TypeScript with experimental concurrent agent execution for faster task resolution. ## Decision facts: agent-opt - **Adopt for:** Agent-opt is tailored for teams that require automated optimization of AI workflows and support for continuous integration/continuous delivery (CI/CD), relying on Python and specific library dependencies. ## Choose when ### Choose waggle-dance if… - waggle-dance is primarily TypeScript; agent-opt is Python. - License: waggle-dance is MIT, agent-opt is Apache-2.0. - Tags unique to waggle-dance: autogpt, langchain, weaviate, workflow-automation. - Also covers Model Training. - waggle-dance ships Docker support for self-hosted deployment. - You need a system that prioritizes speed and concurrency in executing tasks ### Choose agent-opt if… - agent-opt is primarily Python; waggle-dance is TypeScript. - License: agent-opt is Apache-2.0, waggle-dance is MIT. - Tags unique to agent-opt: ai-agents, aioptimization, automation, cicd. - Also covers Evaluation & Observability. - - When your project needs seamless CI/CD integration alongside automated optimization ## When NOT to use waggle-dance - Your project demands high stability over experimental features - You require extensive customization of agent execution behavior beyond what Waggle-dance offers initially ## When NOT to use agent-opt - - If your project does not require Python or if it cannot meet the specific requirement of having Python ≥ 3.10 - - In scenarios where CI/CD integration is not a priority for your AI workflow optimization ## Common questions ### What is the difference between waggle-dance and agent-opt? waggle-dance: Knowledge work automation with AI agents. agent-opt: Open Source Library for Automated Optimization of AI Agent Workflows. See the comparison table for live GitHub stats and shared categories. ### When should I choose waggle-dance over agent-opt? Choose waggle-dance over agent-opt when waggle-dance is primarily TypeScript; agent-opt is Python; License: waggle-dance is MIT, agent-opt is Apache-2.0; Tags unique to waggle-dance: autogpt, langchain, weaviate, workflow-automation; Also covers Model Training; waggle-dance ships Docker support for self-hosted deployment; You need a system that prioritizes speed and concurrency in executing tasks. ### When should I choose agent-opt over waggle-dance? Choose agent-opt over waggle-dance when agent-opt is primarily Python; waggle-dance is TypeScript; License: agent-opt is Apache-2.0, waggle-dance is MIT; Tags unique to agent-opt: ai-agents, aioptimization, automation, cicd; Also covers Evaluation & Observability; - When your project needs seamless CI/CD integration alongside automated optimization. ### When should I avoid waggle-dance? Your project demands high stability over experimental features You require extensive customization of agent execution behavior beyond what Waggle-dance offers initially ### When should I avoid agent-opt? - If your project does not require Python or if it cannot meet the specific requirement of having Python ≥ 3.10 - In scenarios where CI/CD integration is not a priority for your AI workflow optimization ### Is waggle-dance or agent-opt more popular on GitHub? waggle-dance has more GitHub stars (171 vs 71). Stars measure visibility, not whether either tool fits your constraints. ### Are waggle-dance and agent-opt open source? Yes - both are open-source projects on GitHub (waggle-dance: MIT, agent-opt: Apache-2.0). ### Where can I find alternatives to waggle-dance or agent-opt? GraphCanon lists graph-backed alternatives at [waggle-dance alternatives](/tools/agi-merge-waggle-dance/alternatives) and [agent-opt alternatives](/tools/future-agi-agent-opt/alternatives) ([waggle-dance markdown twin](/tools/agi-merge-waggle-dance/alternatives.md), [agent-opt markdown twin](/tools/future-agi-agent-opt/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/agi-merge-waggle-dance-vs-future-agi-agent-opt.md) mirrors this page for agents and LLM crawlers, with the same stats table and FAQ answers. ### Which is better maintained, waggle-dance or agent-opt? waggle-dance: Archived. agent-opt: 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 waggle-dance and agent-opt? GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: [waggle-dance trust report](/tools/agi-merge-waggle-dance/trust); [agent-opt trust report](/tools/future-agi-agent-opt/trust). --- **Machine-readable endpoints** - JSON: [`/api/graphcanon/graph?tool=agi-merge-waggle-dance`](/api/graphcanon/graph?tool=agi-merge-waggle-dance) - 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/_