Comparison
waggle-dance vs agent-opt
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.
Markdown twin · waggle-dance alternatives · agent-opt alternatives
GraphCanon updated 1w
vs
Trust & integrity
| Signal | waggle-dance | agent-opt |
|---|---|---|
| Maintenance | Archived (971d since push) As of 1w · github_public_v1 | Steady (35d since push) As of 3w · github_public_v1 |
| Provenance | Not a fork · Organization account As of 1w · github_public_v1 | Not a fork · Organization account As of 3w · github_public_v1 |
| OSV dependency advisories | No lockfile (source not queried) As of 1mo · osv@v1 | No lockfile (source not queried) As of 1mo · osv@v1 |
| deps.dev advisories | Not queried deps.dev@v1 | Not queried deps.dev@v1 |
| OpenSSF Scorecard | Not queried openssf-scorecard@v1 | Not queried openssf-scorecard@v1 |
Tagline
- waggle-dance
- Knowledge work automation with AI agents
- agent-opt
- Open Source Library for Automated Optimization of AI Agent Workflows
Stars
- waggle-dance
- 171
- agent-opt
- 71
Forks
- waggle-dance
- 12
- agent-opt
- 7
Open issues
- waggle-dance
- 0
- agent-opt
- 0
Language
- waggle-dance
- TypeScript
- agent-opt
- Python
Adopt for
- waggle-dance
- Waggle-dance is an AI-driven knowledge work automation tool built in TypeScript with experimental concurrent agent execution for faster task resolution.
- agent-opt
- 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
- waggle-dance
- -
- agent-opt
- -
Runtime
- waggle-dance
- -
- agent-opt
- -
License
- waggle-dance
- MIT
- agent-opt
- Apache-2.0
Last pushed
- waggle-dance
- Dec 17, 2023
- agent-opt
- Jun 30, 2026
Categories
- waggle-dance
- AI Agents, Model Training
- agent-opt
- AI Agents, Evaluation & Observability
Trust and health
Maintenance
- waggle-dance
- Archived (8%)
- agent-opt
- Steady (60%)
Days since push
- waggle-dance
- 971d
- agent-opt
- 35d
Archived on GitHub
- waggle-dance
- Yes
- agent-opt
- No
Stars delta
- waggle-dance
- 0 (30d)
- agent-opt
- Unknown
Open issues delta
- waggle-dance
- 0 (30d)
- agent-opt
- Unknown
Full report
- waggle-dance
- Trust report
- agent-opt
- Trust report
Shared compatibility
- Python · waggle-dance: Python runtime · agent-opt: Python runtime
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
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
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 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
Explore
Sources
Every stat on this page traces to a dated GitHub sync, license file, enrichment field, or trust scan.
- GitHub stars (agi-merge/waggle-dance) · observed Aug 15, 2026
- GitHub forks (agi-merge/waggle-dance) · observed Aug 15, 2026
- Last push (agi-merge/waggle-dance) · observed Dec 17, 2023
- License file (MIT) · observed Aug 15, 2026
- Decision facts (enrichment) · observed Jul 14, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
- GitHub stars (future-agi/agent-opt) · observed Aug 4, 2026
- GitHub forks (future-agi/agent-opt) · observed Aug 4, 2026
- Last push (future-agi/agent-opt) · observed Jun 30, 2026
- License file (Apache-2.0) · observed Aug 4, 2026
- Decision facts (enrichment) · observed Jul 17, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
GitHub stars on cards: waggle-dance 171 · agent-opt 71 (synced Aug 15, 2026).
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 and agent-opt alternatives (waggle-dance markdown twin, agent-opt markdown twin), 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 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; agent-opt trust report.