Skip to main content

CLI for haluguard — verify LLM output for hallucinations from your terminal, CI/CD, or auto-verify every Claude Code response via a Stop hook.

Project description

haluguard CLI

PyPI version License

Verify LLM output for hallucinations directly from your terminal or CI/CD pipeline. Plugs into the haluguard hosted API.

Install

pip install haluguard

Zero runtime dependencies — pure stdlib, installs in seconds.

Quick start

# 1. Save your API token (get one at haluguard.com)
haluguard auth login

# 2. Verify a file
haluguard check report.md

# 3. Or pipe input
echo "Microsoft was founded in 1981 by Bill Gates." | haluguard check

# JSON output for scripts / CI
haluguard check report.md --json | jq .

# Exit non-zero only above a confidence threshold (useful in CI)
haluguard check report.md --threshold 0.7

Output

Human-readable by default:

✗ HALLUCINATIONS    severity=clear  score=0.95  claims=1/2  latency=4ms
verdict source: data_contradicted

  [CONTRADICTED] high · wikidata
    claim:    Microsoft was founded in 1981
    evidence: Wikidata confirms Microsoft was founded in 1975
    source:   https://www.wikidata.org/wiki/Q2283
    fix:      1975

--json returns the raw API response (verdict, severity_tier, score, findings, etc).

Exit codes

Code Meaning
0 Clean / no hallucinations above threshold
1 Hallucinations detected
2 Transient API error (rate-limited, 5xx, network)
3 Auth error (no token / invalid token)
4 Bad input / usage

CI/CD example — GitHub Actions

- name: Verify generated docs
  env:
    HALUGUARD_TOKEN: ${{ secrets.HALUGUARD_TOKEN }}
  run: |
    pip install haluguard
    haluguard check generated/release-notes.md --threshold 0.7

For a dedicated GitHub Action with richer output, see haluguard-action.

Env vars

Var Default Purpose
HALUGUARD_TOKEN (required) Bearer token. Used in CI. Overrides ~/.haluguard/config.json.
HALUGUARD_API_URL https://api.haluguard.com Override for self-host / dev.
NO_COLOR unset Disable ANSI colors.

License

MIT (the CLI itself). The hosted API behind it is a paid subscription service — see haluguard.com.

Project details


Download files

Download the file for your platform. If you're not sure which to choose, learn more about installing packages.

Source Distribution

haluguard-0.3.1.tar.gz (8.9 kB view details)

Uploaded Source

Built Distribution

If you're not sure about the file name format, learn more about wheel file names.

haluguard-0.3.1-py3-none-any.whl (10.2 kB view details)

Uploaded Python 3

File details

Details for the file haluguard-0.3.1.tar.gz.

File metadata

  • Download URL: haluguard-0.3.1.tar.gz
  • Upload date:
  • Size: 8.9 kB
  • Tags: Source
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/6.2.0 CPython/3.11.7

File hashes

Hashes for haluguard-0.3.1.tar.gz
Algorithm Hash digest
SHA256 e6ae9245c75a724353aae3ebde47c61b16aa522db960b6601c45c1fb29b0453f
MD5 0d508e14315b820ae94e28ef8560be1f
BLAKE2b-256 9e6b2ed48903e431780336a5e7a2f1e5dca8192e41c1a0edcf0dd5fe9519dc33

See more details on using hashes here.

File details

Details for the file haluguard-0.3.1-py3-none-any.whl.

File metadata

  • Download URL: haluguard-0.3.1-py3-none-any.whl
  • Upload date:
  • Size: 10.2 kB
  • Tags: Python 3
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/6.2.0 CPython/3.11.7

File hashes

Hashes for haluguard-0.3.1-py3-none-any.whl
Algorithm Hash digest
SHA256 5b84f092b99479784fa6db5e64ede7f1a2ac80babcc98215beb7c106e9499151
MD5 bd3d300b16bdbb14bda7c070f7b2e377
BLAKE2b-256 96d67861c6568e63eb19cdec55bd9525e0e575c09c2db764fcc39060a5ff2009

See more details on using hashes here.

Supported by

AWS Cloud computing and Security Sponsor Datadog Monitoring Depot Continuous Integration Fastly CDN Google Download Analytics Pingdom Monitoring Sentry Error logging StatusPage Status page