Comparison
agent-opt vs XAgent
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 XAgent if xAgent is an open-source autonomous LLM agent for complex task solving with a user-friendly GUI.
Markdown twin · agent-opt alternatives · XAgent alternatives
GraphCanon updated 1w
Trust & integrity
| Signal | agent-opt | XAgent |
|---|---|---|
| Maintenance | Steady (35d since push) As of 3w · github_public_v1 | Active (15d since push) As of 1w · github_public_v1 |
| Provenance | Not a fork · Organization account As of 3w · github_public_v1 | Not a fork · Organization account As of 1w · github_public_v1 |
| OSV dependency advisories | No lockfile (source not queried) As of 1mo · osv@v1 | No published findings from this source as of 2026-07-11 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 | No public record from this source As of 2d · openssf-scorecard@v1 |
Tagline
- agent-opt
- Open Source Library for Automated Optimization of AI Agent Workflows
- XAgent
- An Autonomous LLM Agent for Complex Task Solving
Stars
- agent-opt
- 71
- XAgent
- 8.5k
Forks
- agent-opt
- 7
- XAgent
- 904
Open issues
- agent-opt
- 0
- XAgent
- 52
Language
- agent-opt
- Python
- XAgent
- 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.
- XAgent
- XAgent is an open-source autonomous LLM agent for complex task solving with a user-friendly GUI.
Persona
- agent-opt
- -
- XAgent
- -
Runtime
- agent-opt
- -
- XAgent
- -
License
- agent-opt
- Apache-2.0
- XAgent
- Apache-2.0
Last pushed
- agent-opt
- Jun 30, 2026
- XAgent
- Jul 31, 2026
Categories
- agent-opt
- AI Agents, Evaluation & Observability
- XAgent
- AI Agents
Trust and health
Maintenance
- agent-opt
- Steady (60%)
- XAgent
- Active (82%)
Days since push
- agent-opt
- 35d
- XAgent
- 15d
Open issues (now)
- agent-opt
- 0
- XAgent
- 52
Stars delta
- agent-opt
- Unknown
- XAgent
- +10 (30d)
Open issues delta
- agent-opt
- Unknown
- XAgent
- -12 (30d)
OSV dependency advisories
- agent-opt
- No lockfile (source not queried)
- XAgent
- No published findings from this source as of 2026-07-11
OpenSSF Scorecard
- agent-opt
- Not queried
- XAgent
- No public record from this source
Full report
- agent-opt
- Trust report
- XAgent
- Trust report
Shared compatibility
- Python · agent-opt: Python runtime · XAgent: Python runtime
Choose agent-opt if…
- Tags unique to agent-opt: agent, ai-agents, aioptimization, automation.
- 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
Choose XAgent if…
- Tags unique to XAgent: autonomous, extensible, general-purpose, gui.
- XAgent ships Docker support for self-hosted deployment.
- When you need an autonomous agent that can handle various tasks without human intervention and run safely within a Docker container.
When NOT to use XAgent
- For tasks requiring absolute precision and reliability, given its experimental nature.
- In scenarios where a highly specialized agent tailored to specific task requirements is necessary, since it's described as a general-purpose tool still in early development stages.
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 (OpenBMB/XAgent) · observed Aug 15, 2026
- GitHub forks (OpenBMB/XAgent) · observed Aug 15, 2026
- Last push (OpenBMB/XAgent) · observed Jul 31, 2026
- License file (Apache-2.0) · observed Aug 15, 2026
- Decision facts (enrichment) · observed Jul 12, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
GitHub stars on cards: agent-opt 71 · XAgent 8.5k (synced Aug 4, 2026).
Common questions
- What is the difference between agent-opt and XAgent?
- agent-opt: Open Source Library for Automated Optimization of AI Agent Workflows. XAgent: An Autonomous LLM Agent for Complex Task Solving. See the comparison table for live GitHub stats and shared categories.
- When should I choose agent-opt over XAgent?
- Choose agent-opt over XAgent when Tags unique to agent-opt: agent, ai-agents, aioptimization, automation; Also covers Evaluation & Observability; - When your project needs seamless CI/CD integration alongside automated optimization.
- When should I choose XAgent over agent-opt?
- Choose XAgent over agent-opt when Tags unique to XAgent: autonomous, extensible, general-purpose, gui; XAgent ships Docker support for self-hosted deployment; When you need an autonomous agent that can handle various tasks without human intervention and run safely within a Docker container.
- 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 XAgent?
- For tasks requiring absolute precision and reliability, given its experimental nature. In scenarios where a highly specialized agent tailored to specific task requirements is necessary, since it's described as a general-purpose tool still in early development stages.
- Is agent-opt or XAgent more popular on GitHub?
- XAgent has more GitHub stars (8,534 vs 71). Stars measure visibility, not whether either tool fits your constraints.
- Are agent-opt and XAgent open source?
- Yes - both are open-source projects on GitHub (agent-opt: Apache-2.0, XAgent: Apache-2.0).
- Where can I find alternatives to agent-opt or XAgent?
- GraphCanon lists graph-backed alternatives at agent-opt alternatives and XAgent alternatives (agent-opt markdown twin, XAgent 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 XAgent?
- agent-opt: Steady. XAgent: 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 XAgent?
- GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: agent-opt trust report; XAgent trust report.