--- title: "agent-opt vs qwed-verification" type: "comparison" canonical_url: "https://www.graphcanon.com/compare/future-agi-agent-opt-vs-qwed-ai-qwed-verification" tools: ["future-agi-agent-opt", "qwed-ai-qwed-verification"] --- # agent-opt vs qwed-verification *GraphCanon updated Aug 4, 2026* ## 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. [agent-opt](https://app.futureagi.com) reports 71 GitHub stars, 7 forks, and 0 open issues, last pushed Jun 30, 2026. [qwed-verification](https://docs.qwedai.com/) has 57 stars, 11 forks, and 26 open issues, last pushed Aug 2, 2026. Figures are from public GitHub metadata via [agent-opt's repository](https://github.com/future-agi/agent-opt) and [qwed-verification's repository](https://github.com/QWED-AI/qwed-verification). | | [agent-opt](/tools/future-agi-agent-opt.md) | [qwed-verification](/tools/qwed-ai-qwed-verification.md) | | --- | --- | --- | | Tagline | Open Source Library for Automated Optimization of AI Agent Workflows | A deterministic verification layer for AI systems | | Stars | 71 | 57 | | Forks | 7 | 11 | | Open issues | 0 | 26 | | Language | Python | Python | | Adopt for | 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 employs math and formal methods like Z3, SMT, SymPy to verify AI outputs, creating an auditable trust boundary specifically for agentic AI. | | Persona | - | - | | Runtime | - | - | | License | Apache-2.0 | Apache-2.0 | | Categories | AI Agents, Evaluation & Observability | Evaluation & Observability | ## Trust and health _Sourced signals - not a safety guarantee. No winner column._ | | [agent-opt](/tools/future-agi-agent-opt.md) | [qwed-verification](/tools/qwed-ai-qwed-verification.md) | | --- | --- | --- | | Maintenance | Steady (60%) | Very active (96%) | | Days since push | 35d | 0d | | Open issues (now) | 0 | 26 | | Full report | [trust report](/tools/future-agi-agent-opt/trust.md) | [trust report](/tools/qwed-ai-qwed-verification/trust.md) | ## Shared compatibility - **Python**: [agent-opt](/tools/future-agi-agent-opt.md) - Python runtime; [qwed-verification](/tools/qwed-ai-qwed-verification.md) - Python runtime ## Decision facts: agent-opt - **Adopt for:** 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. ## Decision facts: qwed-verification - **Adopt for:** QWED-verification employs math and formal methods like Z3, SMT, SymPy to verify AI outputs, creating an auditable trust boundary specifically for agentic AI. ## Choose when ### 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 ### 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 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 NOT to use qwed-verification - If looking to generate content rather than verify outputs - In scenarios where flexible, non-mathematical verification methods suffice ## 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](/tools/future-agi-agent-opt/alternatives) and [qwed-verification alternatives](/tools/qwed-ai-qwed-verification/alternatives) ([agent-opt markdown twin](/tools/future-agi-agent-opt/alternatives.md), [qwed-verification markdown twin](/tools/qwed-ai-qwed-verification/alternatives.md)), 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](/compare/future-agi-agent-opt-vs-qwed-ai-qwed-verification.md) 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](/tools/future-agi-agent-opt/trust); [qwed-verification trust report](/tools/qwed-ai-qwed-verification/trust). --- **Machine-readable endpoints** - JSON: [`/api/graphcanon/graph?tool=future-agi-agent-opt`](/api/graphcanon/graph?tool=future-agi-agent-opt) - LLM index: [/llms.txt](/llms.txt) - Full corpus: [/llms-full.txt](/llms-full.txt) _GraphCanon - The knowledge graph for AI development. https://www.graphcanon.com/_