Getting it into your agent
One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.
npx agentmods add instructions/redis/redis-vl-python/claude-mdgit clone --depth 1 https://github.com/redis/redis-vl-pythonWhat it costs to keep this loaded
Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5 | $0.01033 | $0.01033 |
| Opus 5 | $0.00517 | $0.00517 |
| Sonnet 5 | $0.00207 | $0.00207 |
| Haiku 4.5 | $0.00103 | $0.00103 |
Grade A, and why
redis-vl-python CLAUDE.md scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 2d ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Nothing flagged
None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.
How it starts
The opening of the file, as written. The whole thing — 128 lines — stays where its author put it; the contents beside it link to each section on GitHub.
CLAUDE.md - RedisVL Project Context
Frequently Used Commands
# Development workflow
make install # Install dependencies
make format # Format code (black + isort)
make check-types # Run mypy type checking
make lint # Run all linting (format + types)
make test # Run tests (no external APIs)
make test-all # Run all tests (includes API tests)
make check # Full check (lint + test)
# Redis setup
make redis-start # Start Redis container
make redis-stop # Stop Redis container
# Documentation
make docs-build # Build documentation
make docs-serve # Serve docs locally
Pre-commit hooks are also configured, which you should run before you commit:
pre-commit run --all-files
Important Architectural Patterns
Async/Sync Dual Interfaces
- Most core classes have both sync and async versions (e.g.,
SearchIndex/AsyncSearchIndex) - Follow existing patterns when adding new functionality
Schema-Driven Design
# Index schemas define structure
schema = IndexSchema.from_yaml("schema.yaml")
index = SearchIndex(schema, redis_url="redis://localhost:6379")
Critical Rules
Do Not Modify
- CRITICAL: Do not change this line unless explicitly asked:
token.strip().strip(",").replace(""", "").replace(""", "").lower()
Protected Directories
CRITICAL: NEVER delete the local_docs/ directory or any files within it.
Git Operations
CRITICAL: NEVER use git push or attempt to push to remote repositories. The user will handle all git push operations.
Code Quality
IMPORTANT: Always run make format before committing code to ensure proper formatting and linting compliance.
README.md Maintenance
IMPORTANT: DO NOT modify README.md unless explicitly requested.
If you need to document something, use these alternatives:
- Development info → CONTRIBUTING.md
- API details → docs/ directory
- Examples → docs/examples/
- Project memory (explicit preferences, directives, etc.) → CLAUDE.md
What this file has done since we first saw it
Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.
- 2d ago First seen · 128 lines · 1,033 tokens per session scan A adab844c087c
redis-vl-python CLAUDE.md is an instructions file published in the GitHub repository redis/redis-vl-python (424 stars, last pushed 5d ago), licensed MIT. It adds 1,033 tokens to every session, about $0.0052 per session on Opus 5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.
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