METAINFORMANT rules for directory src/metainformant/ml/llm. Use when editing, adding tests, or reviewing code under this path. Read the linked AGENTS.md first; use uv only, write outputs to output/, real implementations.
Scanned 9/8/2026
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---
name: metainformant-src-metainformant-ml-llm
description: METAINFORMANT rules for directory src/metainformant/ml/llm. Use when editing, adding tests, or reviewing code under this path. Read the linked AGENTS.md first; use uv only, write outputs to output/, real implementations.
---
# METAINFORMANT — `src/metainformant/ml/llm`
Before editing files in this subtree:
- Read [`AGENTS.md`](../../../src/metainformant/ml/llm/AGENTS.md) for this folder (canonical technical context).
- Optional overview: [`README.md`](../../../src/metainformant/ml/llm/README.md).
- Global rules: [`CLAUDE.md`](../../../CLAUDE.md) at repo root (uv, `output/`, `.tmp/`, real implementations).
- Testing policy: [`docs/REAL_IMPLEMENTATION_POLICY.md`](../../../docs/REAL_IMPLEMENTATION_POLICY.md).
- Use `metainformant.core.io` for file I/O and `metainformant.core.utils.logging` for logs.
Keep changes scoped; match existing patterns in this directory.
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This skill helps you track, analyze, and report on keyword ranking positions over time. It monitors both traditional SERP rankings and AI/GEO visibility to provide comprehensive search performance insights.
