Borrowing it
Nothing to install: this file belongs to Snowflake-Labs/snowflake-ai-kit. 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/Snowflake-Labs/snowflake-ai-kit/main/AGENTS.mdgit clone --depth 1 https://github.com/Snowflake-Labs/snowflake-ai-kitWrote 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/snowflake-labs/snowflake-ai-kit/agents-md)<a href="https://agentmods.dev/instructions/snowflake-labs/snowflake-ai-kit/agents-md"><img src="https://agentmods.dev/badge/instructions/snowflake-labs/snowflake-ai-kit/agents-md/github.svg" alt="Measured on agentmods" height="20"></a>Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.
<a href="https://agentmods.dev/instructions/snowflake-labs/snowflake-ai-kit/agents-md"><img src="https://agentmods.dev/badge/instructions/snowflake-labs/snowflake-ai-kit/agents-md.svg" alt="Reviewed on agentmods" width="80" 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 | $0.01366 | $0.01366 |
| Opus 5.5 | $0.00546 | $0.00546 |
| Sonnet 5.5 | $0.00273 | $0.00273 |
| Haiku 4.5 | $0.00137 | $0.00137 |
Grade A, and why
snowflake-ai-kit AGENTS.md scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 4d ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Nothing flagged
None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.
How it starts
The opening of the file, as written. The whole thing — 105 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Agent Guidelines — snowflake-ai-kit
What This Repo Is
Developer tools for building on Snowflake with AI coding agents. Includes:
- A Claude Code + Codex plugin (
plugins/cortex-code/) that auto-routes Snowflake prompts to Cortex Code CLI - A Devin plugin (
plugins/snowflake-mcp-devin/) that connects Devin to a Snowflake Managed MCP Server over HTTPS, with no local dependencies - Installers (shell + PowerShell + npx)
Architecture
plugins/
cortex-code/ ← Claude Code + Codex plugin (v3.5.0)
.claude-plugin/plugin.json ← Claude Code manifest
.codex-plugin/plugin.json ← Codex manifest
hooks/hooks.json ← UserPromptSubmit hook (prompt_filter.py)
scripts/router/
prompt_filter.py ← keyword detection, fires additionalContext
discover_cortex.py ← finds Cortex CLI + discovers skills
execute_cortex.py ← spawns cortex CLI, credential blocking
route_request.py ← indicator scoring + skill trigger matching
skills/
cortex-router/ ← auto-routing skill
cortex-run/ ← explicit invocation ($cortex-run)
cortex-setup/ ← CLI install + connection setup
snowflake-mcp-devin/ ← Devin plugin (Snowflake Managed MCP, no local deps)
.devin-plugin/plugin.json ← Devin manifest: HTTP MCP with ${SNOWFLAKE_MCP_URL} + ${SNOWFLAKE_PAT}
.claude-plugin/plugin.json ← fallback manifest for Claude Code
AGENTS.md ← always-on Snowflake context
skills/ ← 7 skills (/snowflake:snowflake-query, -explore, ...)
.agents/plugins/marketplace.json ← Codex marketplace
.claude-plugin/marketplace.json ← Claude Code marketplace
actions/cortex-code/ ← GitHub Action
mcp-servers/cloud-agents/ ← Cloud Agents MCP server
install.sh / install.ps1 / bin/install.mjs ← one-command installers
tests/
run-tests.sh ← bash test runner (Mac/Linux)
run-tests.ps1 ← PowerShell test runner (Windows)
test_repo_docs.py ← Devin plugin structure + docs consistency checks
validate-install.ps1 ← install validation
.github/workflows/
test.yml ← CI: runs tests on macOS + Windows
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 · +20 lines · +301 tokens per session d4c1afeedec5
- 27d ago Changed · +7 lines · +136 tokens per session a1fb8a2f92f6
- 1mo ago First seen · 78 lines · 929 tokens per session scan A c580bd8c95a2
snowflake-ai-kit AGENTS.md is an instructions file published in the GitHub repository Snowflake-Labs/snowflake-ai-kit (41 stars, last pushed 5d ago), licensed Apache-2.0. It adds 1,366 tokens to every session, about $0.0055 per session on Opus 5.5. 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.
Other instructions, from other repositories
vscode buildNext.instructions.md
Working notes and architecture documentation for the new esbuild-based build system in build/next. Use when making changes to the new build pipeline (transpile/bundle commands, NLS plugin, source-map handling, resource copying, or self-hosting watch tasks).
next.js AGENTS.md
AGENTS.md instructions for vercel/next.js, covering next.js development guide, codebase structure, monorepo overview, core package: packages/next and other important packages.
vscode oss-third-party-notices.instructions.md
Instructions for microsoft/vscode, covering vs code oss third-party-notices pipeline, architecture, pipeline flow in ci, cache eligibility and rollout and applying the notice (cutover).
langchain AGENTS.md
AGENTS.md instructions for langchain-ai/langchain, covering global development guidelines for the langchain monorepo, corridor security analysis, project architecture and context, monorepo structure and development tools & commands.
vscode copilot-instructions.md
Copilot instructions for microsoft/vscode, covering vs code copilot instructions, project overview, root folders, core architecture (src/ folder) and built-in extensions (extensions/ folder).
vscode model-prompts.instructions.md
Model-specific prompt authoring and registry guidelines.