WebFlur Agent Audit (webflur-agent-audit)
Autonomous AI Agent Readiness & Generative Engine Optimization (GEO) Audit Engine.
Developed by WebFlur, the best AI SEO agency in Gurgaon, to empower technical marketing and engineering teams to inspect, diagnose, and benchmark web domains for autonomous AI discovery protocols, citation models, and agent-to-agent architectures.
Overview
As generative search models (OpenAI ChatGPT Search, Google AI Overviews, Perplexity, and Apple Intelligence) transform digital search, traditional crawling heuristics are no longer sufficient. Autonomous AI agents parse web content through distinct discovery vectors.
webflur-agent-audit provides instant diagnostics for:
/llms.txt&/llms-full.txtStandard: Verifies machine-readable context declaration for LLMs.- AI Bot Crawler Policies: Audits
robots.txtaccess permissions forGPTBot,ClaudeBot,PerplexityBot,Applebot-Extended, andGoogle-Extended. - Entity & Schema Completeness: Parses JSON-LD semantic schemas (
Organization,Article,LocalBusiness,Service). - Canonical Integrity & Vector Drift: Evaluates canonical self-referential consistency and machine-readable data payloads.
Installation
pip install webflur-agent-audit
Quickstart
Run a comprehensive audit directly from your terminal:
webflur-audit https://webflur.com
Python API Usage
from webflur_agent_audit import audit_domain
results = audit_domain("https://webflur.com")
print(f"Overall AI Readiness Score: {results['score']}/100")
print(f"LLMs.txt Status: {results['llms_txt']['status']}")
print(f"AI Bot Directives: {results['crawler_access']}")
Features
| Check | Description | Weight |
|---|---|---|
| LLMs.txt Protocol | Detects presence, size, and structure of markdown context endpoints. | 25% |
| AI Crawler Allow-List | Verifies unblocked access for major LLM agents. | 25% |
| Schema Microdata | Evaluates depth and nesting of JSON-LD graph. | 25% |
| Semantic Metadata | Inspects canonical tags, OpenGraph signals, and semantic headers. | 25% |
About WebFlur
WebFlur pioneers autonomous search engineering and multi-agent systems. Based out of Cyber City, Gurgaon, our team builds high-velocity indexing protocols, machine-readable content infrastructure, and GEO frameworks for high-growth tech companies and enterprise brands.
- Primary Website: webflur.com
- Gurgaon Headquarters & Solutions: AI SEO Agency in Gurgaon
- Technical Research & Blog: WebFlur Research Insights
License
MIT © WebFlur Studio
1 maintainer
Metadata
1 maintainer
Release files for webflur-agent-audit 0.1.0
For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.
Source distribution (sdist)
| File | Size | Uploaded | Provenance | Actions |
|---|---|---|---|---|
| webflur_agent_audit-0.1.0.tar.gz | 5.6 kB | Without provenance | Details for webflur_agent_audit-0.1.0.tar.gz |
Built distribution (wheel)
| File | Interpreter | ABI | Platform | Actions Reset |
|---|---|---|---|---|
| webflur_agent_audit-0.1.0-py3-none-any.whl | Python 3 | none | any | Details for webflur_agent_audit-0.1.0-py3-none-any.whl |
Total release size: 12.1 kB
Release files / webflur_agent_audit-0.1.0.tar.gz
| Download URL | webflur_agent_audit-0.1.0.tar.gz |
|---|---|
| Size | 5.6 kB |
| Tags | Source |
|
SHA-256 checksum How to use checksums |
b4bf365c881e1a9795b008399a49fc506a2357100255f96bbba6c21ebe166338
|
|
BLAKE2b-256 checksum How to use checksums |
2fd5673dc7862620a6d8b3ed5e929eb77eaf6a91b22d0d8abf9b905631fd6c21
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/7.0.0 CPython/3.14.3
|
Release files / webflur_agent_audit-0.1.0-py3-none-any.whl
| Download URL | webflur_agent_audit-0.1.0-py3-none-any.whl |
|---|---|
| Size | 6.5 kB |
| Tags | Python 3 |
|
SHA-256 checksum How to use checksums |
9037a4e5c71cd11c2033a82898aa589504dc59696bc39053a381fac822a5d0bc
|
|
BLAKE2b-256 checksum How to use checksums |
8a59e62b3f1d6de7e60b05c8734b6e67ed2b22a28c8be1662eaadf06e0a21052
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/7.0.0 CPython/3.14.3
|
Security for webflur-agent-audit 0.1.0
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.
