Skip to main content

llmfy-guardrails llmfy-guardrails llmfy-guardrails python

llmfy-guardrails is a standalone text-based PII detector/masker (PIIGuard, PIIType, PIIStrategy, PIIDetection/PIIDetectionResult). It has no dependency on llmfy or any other LLM framework — drop it into any Python pipeline that needs to detect or mask PII in plain text.

How to install

# Using UV
uv add llmfy-guardrails

# Using pip
pip install llmfy-guardrails

Installing llmfy-guardrails pulls in pydantic automatically — nothing else.

PII Guard — PERSON_NAME / ADDRESS detection

Most PIITypes are regex-based and work with no extra install. PIIType.PERSON_NAME/PIIType.ADDRESS are the exception — they're backed by an optional spaCy NER model, loaded lazily on first use:

# Using UV
uv add "llmfy-guardrails[spacy]"
uv add https://github.com/irufano/spacy_ner_pii/releases/download/v0.1.0/xx_ent_pii_sm-0.1.0-py3-none-any.whl

# Using pip
pip install "llmfy-guardrails[spacy]"
pip install https://github.com/irufano/spacy_ner_pii/releases/download/v0.1.0/xx_ent_pii_sm-0.1.0-py3-none-any.whl

xx_ent_pii_sm isn't published to PyPI, so it can't be pulled in as a normal extra — install it manually from the release wheel above.

Note that PIIGuard() defaults to detecting every PIIType, including these two — pass exclude_types=[PIIType.PERSON_NAME, PIIType.ADDRESS] if you don't want this dependency.

How to use

from llmfy_guardrails import PIIGuard, PIIStrategy, PIIType

guard = PIIGuard(exclude_types=[PIIType.PERSON_NAME, PIIType.ADDRESS])  # strategy=TOKENIZE (default)
result = guard.detect("Contact john.doe@example.com or call (555) 123-4567.")

print(result.processed_text)  # "Contact [EMAIL_1] or call [PHONE_NUMBER_1]."
restored = guard.restore(result.processed_text, result.detections)
print(restored)  # "Contact john.doe@example.com or call (555) 123-4567."

See llmfy_guardrails/example/pii_example.py for a full walkthrough of every strategy (TOKENIZE, MASK, REDACT, PARTIAL), custom types, and the NER-backed types.

Contributing

See CONTRIBUTING.md for commit message format, the automatic version-bump/release process, and local package development commands.

Metadata

Release files for llmfy-guardrails 0.1.1

For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.

Source distribution (sdist)

Source distribution for llmfy-guardrails 0.1.1
File Size Uploaded Provenance Actions
llmfy_guardrails-0.1.1.tar.gz 13.4 kB Without provenance Details for llmfy_guardrails-0.1.1.tar.gz

Built distribution (wheel)

Table of built distributions (wheels) for llmfy-guardrails 0.1.1
File Interpreter ABI Platform Actions
llmfy_guardrails-0.1.1-py3-none-any.whl Python 3 none any Details for llmfy_guardrails-0.1.1-py3-none-any.whl

Total release size: 30.9 kB

Release files / llmfy_guardrails-0.1.1.tar.gz

Download URL llmfy_guardrails-0.1.1.tar.gz
Size 13.4 kB
Tags Source
SHA-256 checksum
How to use checksums
9fab951eca3e8df352cdc676052061f4b04804517496f4c1646f00a67c15b267
BLAKE2b-256 checksum
How to use checksums
8e7ee259fc0cce64a7636ae485a4f0b6e1e2df0ca7d6da19ec150acb77aa7f7e
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
No
Uploaded via uv/0.12.13 {"installer":{"name":"uv","version":"0.12.13","subcommand":["publish"]},"python":null,"implementation":{"name":null,"version":null},"distro":{"name":"Ubuntu","version":"24.04","id":"noble","libc":null},"system":{"name":null,"release":null},"cpu":null,"openssl_version":null,"setuptools_version":null,"rustc_version":null,"ci":true}

Release files / llmfy_guardrails-0.1.1-py3-none-any.whl

Download URL llmfy_guardrails-0.1.1-py3-none-any.whl
Size 17.6 kB
Tags Python 3
SHA-256 checksum
How to use checksums
7366d21cc499b8607e4e1e0dd4a03486a90a8087c43544d609d24b06d1ac3842
BLAKE2b-256 checksum
How to use checksums
6ef0dbc35afc4e4089d2bbd7622021b45185375cdf4870a48721c81e754216be
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
No
Uploaded via uv/0.12.13 {"installer":{"name":"uv","version":"0.12.13","subcommand":["publish"]},"python":null,"implementation":{"name":null,"version":null},"distro":{"name":"Ubuntu","version":"24.04","id":"noble","libc":null},"system":{"name":null,"release":null},"cpu":null,"openssl_version":null,"setuptools_version":null,"rustc_version":null,"ci":true}

Security for llmfy-guardrails 0.1.1

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

No provenance found

None of the files in this release were uploaded with provenance metadata.

A note on package security

PyPI is a repository for distributing packages, not a service for auditing them. While third-party security researchers and our staff do their best to detect and remove malicious packages, PyPI cannot guarantee the quality, security or suitability of any given package.

To learn more about protecting yourself from malicious actors, visit our package security documentation.

Release history Release notifications | RSS feed

This release

0.1.1 This release

2 release files No provenance

Anthropic, PBC Visionary sponsor Bloomberg Visionary sponsor Hudson River Trading Visionary sponsor Meta Visionary sponsor NVIDIA Visionary sponsor Microsoft Sustainability sponsor Depot Continuous Integration AWS Cloud computing and Security Sponsor Datadog Monitoring Fastly CDN Google Download Analytics Sentry Error logging StatusPage Status page