Comparison
coze-loop vs agent-opt
Verdict
Pick coze-loop if coze-loop provides comprehensive lifecycle management for AI agents leveraging Go, under Apache-2.0 license, ideal for robust agent optimization from development to monitoring; 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 · coze-loop alternatives · agent-opt alternatives
GraphCanon updated today
vs
Trust & integrity
| Signal | coze-loop | agent-opt |
|---|---|---|
| Maintenance | Very active (0d since push) As of today · github_public_v1 | Steady (35d since push) As of 2w · github_public_v1 |
| Provenance | Not a fork · Organization account As of today · github_public_v1 | Not a fork · Organization account As of 2w · 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
- coze-loop
- Next-generation AI Agent Optimization Platform
- agent-opt
- Open Source Library for Automated Optimization of AI Agent Workflows
Stars
- coze-loop
- 5.7k
- agent-opt
- 71
Forks
- coze-loop
- 791
- agent-opt
- 7
Open issues
- coze-loop
- 72
- agent-opt
- 0
Language
- coze-loop
- Go
- agent-opt
- Python
Adopt for
- coze-loop
- Coze-loop provides comprehensive lifecycle management for AI agents leveraging Go, under Apache-2.0 license, ideal for robust agent optimization from development to monitoring.
- 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
- coze-loop
- -
- agent-opt
- -
Runtime
- coze-loop
- -
- agent-opt
- -
License
- coze-loop
- Apache-2.0
- agent-opt
- Apache-2.0
Last pushed
- coze-loop
- Aug 20, 2026
- agent-opt
- Jun 30, 2026
Categories
- coze-loop
- AI Agents, Evaluation & Observability
- agent-opt
- AI Agents, Evaluation & Observability
Trust and health
Maintenance
- coze-loop
- Very active (96%)
- agent-opt
- Steady (60%)
Days since push
- coze-loop
- 0d
- agent-opt
- 35d
Open issues (now)
- coze-loop
- 72
- agent-opt
- 0
Stars delta
- coze-loop
- +77 (30d)
- agent-opt
- Unknown
Open issues delta
- coze-loop
- +6 (30d)
- agent-opt
- Unknown
Full report
- coze-loop
- Trust report
- agent-opt
- Trust report
Choose coze-loop if…
- coze-loop is primarily Go; agent-opt is Python.
- Tags unique to coze-loop: observability, open-source.
- When you are developing AI agents and need full-lifecycle support from initial setup through deployment
When NOT to use coze-loop
- If your primary agent development language is not Go, or if you do not wish to use Docker or Kubernetes for deployment
- Avoid if you are unwilling to configure the Volcengine Ark API Key and Endpoint ID manually through YAML files during setup
Choose agent-opt if…
- agent-opt is primarily Python; coze-loop is Go.
- Tags unique to agent-opt: ai-agents, aioptimization, automation, cicd.
- - 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 (coze-dev/coze-loop) · observed Aug 20, 2026
- GitHub forks (coze-dev/coze-loop) · observed Aug 20, 2026
- Last push (coze-dev/coze-loop) · observed Aug 20, 2026
- License file (Apache-2.0) · observed Aug 20, 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: coze-loop 5.7k · agent-opt 71 (synced Aug 20, 2026).
Common questions
- What is the difference between coze-loop and agent-opt?
- coze-loop: Next-generation AI Agent Optimization Platform. 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 coze-loop over agent-opt?
- Choose coze-loop over agent-opt when coze-loop is primarily Go; agent-opt is Python; Tags unique to coze-loop: observability, open-source; When you are developing AI agents and need full-lifecycle support from initial setup through deployment.
- When should I choose agent-opt over coze-loop?
- Choose agent-opt over coze-loop when agent-opt is primarily Python; coze-loop is Go; Tags unique to agent-opt: ai-agents, aioptimization, automation, cicd; - When your project needs seamless CI/CD integration alongside automated optimization.
- When should I avoid coze-loop?
- If your primary agent development language is not Go, or if you do not wish to use Docker or Kubernetes for deployment Avoid if you are unwilling to configure the Volcengine Ark API Key and Endpoint ID manually through YAML files during setup
- 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 coze-loop or agent-opt more popular on GitHub?
- coze-loop has more GitHub stars (5,697 vs 71). Stars measure visibility, not whether either tool fits your constraints.
- Are coze-loop and agent-opt open source?
- Yes - both are open-source projects on GitHub (coze-loop: Apache-2.0, agent-opt: Apache-2.0).
- Where can I find alternatives to coze-loop or agent-opt?
- GraphCanon lists graph-backed alternatives at coze-loop alternatives and agent-opt alternatives (coze-loop 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, coze-loop or agent-opt?
- coze-loop: Very active. 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 coze-loop and agent-opt?
- GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: coze-loop trust report; agent-opt trust report.