qwed-verification
Open-source AI verification infrastructure for deterministic verification of LLM outputs, tool calls, code, schemas, and agent state before production execution.
GraphCanon updated Sep 20, 2026 · GitHub synced Sep 20, 2026
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Decision brief
qwed-verification is an open-source tool for deterministic verification of AI outputs, tool calls, code, schemas, and agent state, ensuring reliability and safety before production execution.
Good fit when
- When you need deterministic verification of AI outputs and tool calls to ensure reliability and safety before deploying to production.
- If your project requires formal verification methods to detect and mitigate hallucinations in LLM outputs.
Avoid when
- If your project does not require deterministic verification and can tolerate some level of uncertainty in AI outputs.
- When you are working on a small-scale project where the overhead of formal verification and fail-closed mechanisms is not justified.
- Requirements:
- Requires Docker; Requires Docker for deployment.; Installation in development mode involves cloning the repository and using pip to install in editable mode.
Observed Sep 18, 2026 · Source: enrich:decision_facts
Verify the decision
Maintenance and security
Full trust report- Maintenance
- Very active (0d since push)
- As of Sep 18, 2026
- Provenance
- Not a fork · Organization account
- As of Sep 18, 2026
- Security (OSV)
- No criticals
- As of Sep 18, 2026
Public GitHub metadata and optional OSV scans. Signals, not a guarantee. Trust methodology.
Install
pip install qwed-verificationSimilar tools
Same-category neighbours. No typed graph edges are catalogued for this tool yet.
Evidence and technical details
Sourced facts, taxonomy, compatibility claims, README excerpt, and machine-readable endpoints.
Overview
QWED-AI/qwed-verification is an open-source project that provides deterministic verification for AI outputs, tool calls, code, schemas, and agent state, ensuring reliability and safety before production execution.
Capability facts
- Deploy
- Self-host
Source: dockerfile:Dockerfile · Sep 18, 2026
- Docker
- Dockerfile present
Source: dockerfile:Dockerfile · Sep 18, 2026
- CLI
- CLI entrypoint
Source: pyproject.toml:[project.scripts] · Sep 18, 2026
- Languages
- python
Source: github.language+pyproject.toml · Sep 18, 2026
Categories
Compatibility
Sourced claims from the README excerpt - not unsourced marketing copy.
Source: README excerpt (regex_v1, Sep 18, 2026)
pip install -e ".[dev]"Source link
Tags
README
🔐 Ecosystem Trust & Infrastructure QWED is supported by leading open source infrastructure and security ecosystems, ensuring production grade reliability for AI verification workloads. Docker Clone and install in development mode git clone https://github.com/QWED AI/qwed verific...
For agents
This page has a .md twin and JSON over the API.