Comparison
agent-opt vs agent-starter-pack
Verdict
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; pick agent-starter-pack if agent-starter-pack offers built-in CI/CD, evaluation tools, and observability for deploying generative AI agents on Google Cloud with Python.
Markdown twin · agent-opt alternatives · agent-starter-pack alternatives
GraphCanon updated 3d
vs
Trust & integrity
| Signal | agent-opt | agent-starter-pack |
|---|---|---|
| Maintenance | Steady (35d since push) As of 2w · github_public_v1 | Active (29d since push) As of 3d · github_public_v1 |
| Provenance | Not a fork · Organization account As of 2w · github_public_v1 | Not a fork · Organization account As of 3d · 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
- agent-opt
- Open Source Library for Automated Optimization of AI Agent Workflows
- agent-starter-pack
- Ship AI Agents to Google Cloud in minutes with built-in CI/CD, evaluation, and observability
Stars
- agent-opt
- 71
- agent-starter-pack
- 6.5k
Forks
- agent-opt
- 7
- agent-starter-pack
- 1.5k
Open issues
- agent-opt
- 0
- agent-starter-pack
- 49
Language
- agent-opt
- Python
- agent-starter-pack
- Python
Adopt for
- 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.
- agent-starter-pack
- agent-starter-pack offers built-in CI/CD, evaluation tools, and observability for deploying generative AI agents on Google Cloud with Python.
Persona
- agent-opt
- -
- agent-starter-pack
- -
Runtime
- agent-opt
- -
- agent-starter-pack
- -
License
- agent-opt
- Apache-2.0
- agent-starter-pack
- Apache-2.0
Last pushed
- agent-opt
- Jun 30, 2026
- agent-starter-pack
- Jul 21, 2026
Categories
- agent-opt
- AI Agents, Evaluation & Observability
- agent-starter-pack
- AI Agents, Evaluation & Observability
Trust and health
Maintenance
- agent-opt
- Steady (60%)
- agent-starter-pack
- Active (82%)
Days since push
- agent-opt
- 35d
- agent-starter-pack
- 29d
Open issues (now)
- agent-opt
- 0
- agent-starter-pack
- 49
Stars delta
- agent-opt
- Unknown
- agent-starter-pack
- +18 (30d)
Open issues delta
- agent-opt
- Unknown
- agent-starter-pack
- +1 (30d)
Full report
- agent-opt
- Trust report
- agent-starter-pack
- Trust report
Shared compatibility
- Python · agent-opt: Python runtime · agent-starter-pack: Python runtime
Choose agent-opt if…
- Tags unique to agent-opt: agent, ai-agents, aioptimization, automation.
- - When your project needs seamless CI/CD integration alongside automated optimization
- Leaner open-issue backlog (0).
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
Choose agent-starter-pack if…
- Requirements: Depends on Python 3.10+.; Requires the Google Cloud SDK for interacting with GCP services.; Terraform is needed for deployment purposes.; Make utility should be installed for development tasks..
- Tags unique to agent-starter-pack: agents, gcp, gemini, genai-agents.
- You are working with Google Cloud and wish to deploy generative AI agents quickly using production-ready templates that come with integrated CI/CD pipelines.
When NOT to use agent-starter-pack
- Your project is hosted on a cloud provider other than Google Cloud, as this tool is optimized for GCP services and uses Terraform specifically configured for deployment with it.
- You do not need or want built-in CI/CD pipelines and evaluation tools, preferring to manage these components separately through different tools or self-configured setups.
Explore
Sources
Every stat on this page traces to a dated GitHub sync, license file, enrichment field, or trust scan.
- 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 (GoogleCloudPlatform/agent-starter-pack) · observed Aug 20, 2026
- GitHub forks (GoogleCloudPlatform/agent-starter-pack) · observed Aug 20, 2026
- Last push (GoogleCloudPlatform/agent-starter-pack) · observed Jul 21, 2026
- License file (Apache-2.0) · observed Aug 20, 2026
- Decision facts (enrichment) · observed Jul 15, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
GitHub stars on cards: agent-opt 71 · agent-starter-pack 6.5k (synced Aug 4, 2026).
Common questions
- What is the difference between agent-opt and agent-starter-pack?
- agent-opt: Open Source Library for Automated Optimization of AI Agent Workflows. agent-starter-pack: Ship AI Agents to Google Cloud in minutes with built-in CI/CD, evaluation, and observability. See the comparison table for live GitHub stats and shared categories.
- When should I choose agent-opt over agent-starter-pack?
- Choose agent-opt over agent-starter-pack when Tags unique to agent-opt: agent, ai-agents, aioptimization, automation; - When your project needs seamless CI/CD integration alongside automated optimization; Leaner open-issue backlog (0).
- When should I choose agent-starter-pack over agent-opt?
- Choose agent-starter-pack over agent-opt when Requirements: Depends on Python 3.10+.; Requires the Google Cloud SDK for interacting with GCP services.; Terraform is needed for deployment purposes.; Make utility should be installed for development tasks.; Tags unique to agent-starter-pack: agents, gcp, gemini, genai-agents; You are working with Google Cloud and wish to deploy generative AI agents quickly using production-ready templates that come with integrated CI/CD pipelines.
- 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
- When should I avoid agent-starter-pack?
- Your project is hosted on a cloud provider other than Google Cloud, as this tool is optimized for GCP services and uses Terraform specifically configured for deployment with it. You do not need or want built-in CI/CD pipelines and evaluation tools, preferring to manage these components separately through different tools or self-configured setups.
- Is agent-opt or agent-starter-pack more popular on GitHub?
- agent-starter-pack has more GitHub stars (6,537 vs 71). Stars measure visibility, not whether either tool fits your constraints.
- Are agent-opt and agent-starter-pack open source?
- Yes - both are open-source projects on GitHub (agent-opt: Apache-2.0, agent-starter-pack: Apache-2.0).
- Where can I find alternatives to agent-opt or agent-starter-pack?
- GraphCanon lists graph-backed alternatives at agent-opt alternatives and agent-starter-pack alternatives (agent-opt markdown twin, agent-starter-pack 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, agent-opt or agent-starter-pack?
- agent-opt: Steady. agent-starter-pack: Active. 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 agent-opt and agent-starter-pack?
- GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: agent-opt trust report; agent-starter-pack trust report.