Borrowing it
Nothing to install: this file belongs to paiml/paiml-mcp-agent-toolkit. Take a copy, put it at the same path in your own repository, and replace the rules that are about this project with yours.
curl -O https://raw.githubusercontent.com/paiml/paiml-mcp-agent-toolkit/master/CLAUDE.mdgit clone --depth 1 https://github.com/paiml/paiml-mcp-agent-toolkitWrote this? Show the measurements
A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.
[](https://agentmods.dev/instructions/paiml/paiml-mcp-agent-toolkit/claude-md)<a href="https://agentmods.dev/instructions/paiml/paiml-mcp-agent-toolkit/claude-md"><img src="https://agentmods.dev/badge/instructions/paiml/paiml-mcp-agent-toolkit/claude-md.svg" alt="Measured on agentmods" height="20"></a>What 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 5.1 | $0.06373 | $0.06373 |
| Opus 5 | $0.03187 | $0.03187 |
| Sonnet 5 | $0.01275 | $0.01275 |
| Haiku 4.5 | $0.00637 | $0.00637 |
Grade A, and why
paiml-mcp-agent-toolkit 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 4d 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 — 482 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Claude Code Configuration
CRITICAL: Sovereign AI Dependency Policy (80/20 Batuta Stack)
MANDATORY: Minimize external dependencies - use batuta stack first
PMAT follows the Sovereign AI philosophy: 80% batuta stack, 20% external deps maximum.
Before adding ANY external dependency for math, algorithms, data science, ML, or compute:
- CHECK BATUTA STACK FIRST - See if sovereign tools already provide the functionality
- BUILD IF CLOSE - If batuta stack is 70%+ there, extend it rather than adding external dep
- EXTERNAL ONLY AS LAST RESORT - Document why batuta stack couldn't work
Batuta Stack (Sovereign AI Tools)
| Crate | Purpose | Use Instead Of |
|---|---|---|
aprender |
ML, stats, graph algorithms, text similarity | nalgebra, linfa, smartcore |
trueno |
SIMD/GPU compute, matrix ops | ndarray, nalgebra |
trueno-graph |
Graph database, PageRank, Louvain | petgraph, graph |
trueno-db |
Columnar storage, analytics | polars, datafusion |
trueno-rag |
RAG pipeline, vector search | qdrant, milvus |
trueno-viz |
Terminal visualization | plotters, textplots |
trueno-zram-core |
SIMD compression | lz4, zstd |
renacer |
Golden tracing, chaos testing | proptest chaos |
certeza |
Quality validation | custom scripts |
bashrs |
Bash/Makefile linting | shellcheck |
probar |
Property-based testing | quickcheck |
pmcp |
MCP protocol SDK | custom MCP |
presentar-core |
TUI framework | ratatui |
Dependencies Requiring Review
| External Dep | Status | Batuta Alternative |
|---|---|---|
roaring |
Keep | Specialized bitmap (no batuta equivalent yet) |
rand |
Keep | Foundational (may add to trueno later) |
rayon |
Keep | Foundational parallel iterator |
(nalgebra-sparse was removed — see the note at Cargo.toml:251. Do not re-add it.)
Before adding ANY new dependency: check batuta stack first (pmat query "YourFeature" --limit 5 in aprender), build if close, document if external required.
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.
- 4d ago Changed · +15 tokens per session 1669f2606678
- 9d ago First seen · 482 lines · 6,358 tokens per session scan A 4978726a3b24
paiml-mcp-agent-toolkit CLAUDE.md is an instructions file published in the GitHub repository paiml/paiml-mcp-agent-toolkit (164 stars, last pushed today), licensed MIT. It adds 6,373 tokens to every session, about $0.0319 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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