Comparison
agent-opt vs qwed-verification
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 qwed-verification if qWED-verification employs math and formal methods like Z3, SMT, SymPy to verify AI outputs, creating an auditable trust boundary specifically for agentic AI.
Markdown twin · agent-opt alternatives · qwed-verification alternatives
GraphCanon updated 2w
vs
Trust & integrity
| Signal | agent-opt | qwed-verification |
|---|---|---|
| Maintenance | Steady (35d since push) As of 2w · github_public_v1 | Very active (0d since push) As of 3w · github_public_v1 |
| Provenance | Not a fork · Organization account As of 2w · 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
- agent-opt
- Open Source Library for Automated Optimization of AI Agent Workflows
- qwed-verification
- A deterministic verification layer for AI systems
Stars
- agent-opt
- 71
- qwed-verification
- 57
Forks
- agent-opt
- 7
- qwed-verification
- 11
Open issues
- agent-opt
- 0
- qwed-verification
- 26
Language
- agent-opt
- Python
- qwed-verification
- 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.
- qwed-verification
- QWED-verification employs math and formal methods like Z3, SMT, SymPy to verify AI outputs, creating an auditable trust boundary specifically for agentic AI.
Persona
- agent-opt
- -
- qwed-verification
- -
Runtime
- agent-opt
- -
- qwed-verification
- -
License
- agent-opt
- Apache-2.0
- qwed-verification
- Apache-2.0
Last pushed
- agent-opt
- Jun 30, 2026
- qwed-verification
- Aug 2, 2026
Categories
- agent-opt
- AI Agents, Evaluation & Observability
- qwed-verification
- Evaluation & Observability
Trust and health
Maintenance
- agent-opt
- Steady (60%)
- qwed-verification
- Very active (96%)
Days since push
- agent-opt
- 35d
- qwed-verification
- 0d
Open issues (now)
- agent-opt
- 0
- qwed-verification
- 26
Full report
- agent-opt
- Trust report
- qwed-verification
- Trust report
Shared compatibility
- Python · agent-opt: Python runtime · qwed-verification: Python runtime
Choose agent-opt if…
- Tags unique to agent-opt: agent, ai-agents, aioptimization, automation.
- Also covers AI Agents.
- - 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 qwed-verification if…
- Tags unique to qwed-verification: ai safety, ai-accuracy, ai-security, code-security.
- qwed-verification ships Docker support for self-hosted deployment.
- When deterministic verification is needed for ai output accuracy
When NOT to use qwed-verification
- If looking to generate content rather than verify outputs
- In scenarios where flexible, non-mathematical verification methods suffice
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 (QWED-AI/qwed-verification) · observed Aug 2, 2026
- GitHub forks (QWED-AI/qwed-verification) · observed Aug 2, 2026
- Last push (QWED-AI/qwed-verification) · observed Aug 2, 2026
- License file (Apache-2.0) · observed Aug 2, 2026
- Decision facts (enrichment) · observed Jul 17, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
GitHub stars on cards: agent-opt 71 · qwed-verification 57 (synced Aug 4, 2026).
Common questions
- What is the difference between agent-opt and qwed-verification?
- agent-opt: Open Source Library for Automated Optimization of AI Agent Workflows. qwed-verification: A deterministic verification layer for AI systems. See the comparison table for live GitHub stats and shared categories.
- When should I choose agent-opt over qwed-verification?
- Choose agent-opt over qwed-verification when Tags unique to agent-opt: agent, ai-agents, aioptimization, automation; Also covers AI Agents; - When your project needs seamless CI/CD integration alongside automated optimization.
- When should I choose qwed-verification over agent-opt?
- Choose qwed-verification over agent-opt when Tags unique to qwed-verification: ai safety, ai-accuracy, ai-security, code-security; qwed-verification ships Docker support for self-hosted deployment; When deterministic verification is needed for ai output accuracy.
- 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 qwed-verification?
- If looking to generate content rather than verify outputs In scenarios where flexible, non-mathematical verification methods suffice
- Is agent-opt or qwed-verification more popular on GitHub?
- agent-opt has more GitHub stars (71 vs 57). Stars measure visibility, not whether either tool fits your constraints.
- Are agent-opt and qwed-verification open source?
- Yes - both are open-source projects on GitHub (agent-opt: Apache-2.0, qwed-verification: Apache-2.0).
- Where can I find alternatives to agent-opt or qwed-verification?
- GraphCanon lists graph-backed alternatives at agent-opt alternatives and qwed-verification alternatives (agent-opt markdown twin, qwed-verification 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 qwed-verification?
- agent-opt: Steady. qwed-verification: Very 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 qwed-verification?
- GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: agent-opt trust report; qwed-verification trust report.