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sy-automl-mcp: Instructions file for Claude Code

CLAUDE.md

sy-automl-mcp CLAUDE.md is an instructions file for Claude Code from noahwang550/sy-automl-mcp. It costs 7,083 tokens per session, scanned A, original, Apache-2.0.

Repository instructions for sy-automl-mcp, a server for automated machine-learning tasks through MCP. They describe its completed work, technology choices, and project constraints.

In plain words
What is it for?
Understanding the project while developing, testing, linting, or maintaining its tabular, time-series, and multimodal machine-learning workflows.
Why use it?
They give coding agents the project context needed to change the server without overlooking its status or required safeguards.

Instructions file for Claude Code

Written for Claude Code: the file is CLAUDE.md. Also seen: mentions CLAUDE.md; mentions Claude Code.

This is noahwang550/sy-automl-mcp's own configuration. It tells Claude Code how to work on sy-automl-mcp itself, so it is not a mod to install elsewhere. Copy it as a starting point and replace the rules that are about this project. Everything sy-automl-mcp configures →

not rated 0repo 2mo ago A scan 7,083 tokens original Apache-2.0
View source ↗ noahwang550/sy-automl-mcp
Reuse

Borrowing it

Nothing to install: this file belongs to noahwang550/sy-automl-mcp. Take a copy, put it at the same path in your own repository, and replace the rules that are about this project with yours.

Copy the file
curl -O https://raw.githubusercontent.com/noahwang550/sy-automl-mcp/master/CLAUDE.md
Clone the repo
git clone --depth 1 https://github.com/noahwang550/sy-automl-mcp

Made for: Claude Code.

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Per session 7,083 This file is loaded in full into every session.
When invoked 7,083 The same file — it is already loaded in full.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.
Origin original No closer match found in the catalogue.
Token cost

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.

ModelPer sessionOnce invoked
Fable 5.1 $0.07083 $0.07083
Opus 5 $0.03542 $0.03542
Sonnet 5 $0.01417 $0.01417
Haiku 4.5 $0.00708 $0.00708

Measured 9d ago against content hash bb80a4166c1c, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-10, from the pricing page.

Security

Grade A, and why

sy-automl-mcp 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 9d 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.

CLAUDE.md · 264 lines

How it starts

The opening of the file, as written. The whole thing — 264 lines — stays where its author put it; the contents beside it link to each section on GitHub.

CLAUDE.md

This file provides guidance to Claude Code (claude.ai/code) when working with code in this repository.

Project Status

Phase 1, Phase 2, and Phase 3 all COMPLETE. v0.3.0 released. Streamable-http auth added (pending release).

  • Tabular (Phase 1): ✅ End-to-end verified via live MCP server stdio flow: load_dataset (inline CSV) → train_tabular (returns task_id) → poll get_task_status → predict_tabular (returns predictions).
  • TimeSeries + Multimodal (Phase 2): ✅ VERIFIED against real AutoGluon in sy-automl-mcp:full. All 10 checklist items PASS or FIXED. 5 additional bugs found and fixed during Phase 2 verification.
  • Phase 3 (hardening): ✅ COMPLETE. All 4 previously-deferred tech-debt items resolved (cancel race, LRU cache, task retention, thread-safe stdout). Unified error envelope ✅, resource limits ✅, stdout pollution fix ✅, thread-safe output redirection ✅.
  • v0.3.0 engineering round: ✅ COMPLETE. All 3 optional items resolved: CI lint pipeline (.github/workflows/lint.yml), progress parsing (tasks/progress.py), 80% test coverage target met (90% in :full).
  • Streamable-http Bearer auth: ✅ COMPLETE. MCP_API_TOKEN gates the streamable-http transport; stdio is completely unaffected; backward-compatible (auth off when token unset/empty). TDD → live http e2e → code review chain verified.
  • Test counts (auth feature):
    • :latest suite — 102 passed, 2 skipped (skips = TimeSeries/Multimodal not installed on tabular tier, expected). tests/test_auth.py = 18 passed.
    • :full suite — 106 passed, 0 skipped, 0 failed (~3.5 min).
    • Live http auth e2e (scripts/http_auth_e2e.py) — PASSED (all 12 cases: 401 for missing/wrong token, full MCP protocol returns 24 tools with token, backward-compat when unset, identical 401 body).
    • Live stdio MCP e2e (e2e_stdio.py) in rebuilt :full — PASSED (24 tools, tabular round-trip, stdout clean) — auth change did NOT break stdio.
    • ruff check . — clean.
  • Git: Initial commit (6134717) plus v0.2.0 hardening commit (1b9bf52) plus v0.3.0 release commit (1ab7be7). Remote origin = https://github.com/noahwang550/sy-automl-mcp.git (HTTPS + GCM). Tags v0.1.0, v0.2.0, and v0.3.0 pushed. Auth feature committed locally (not yet pushed or tagged — v0.4.0 release at user's discretion).

Read the full file on GitHub · 264 lines

Changes

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.

  1. 9d ago First seen · 264 lines · 7,083 tokens per session scan A bb80a4166c1c

Subscribe to this mod's changes

sy-automl-mcp CLAUDE.md is an instructions file published in the GitHub repository noahwang550/sy-automl-mcp (0 stars, last pushed 2mo ago), licensed Apache-2.0. It adds 7,083 tokens to every session, about $0.0354 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 2026-09-01.

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