Borrowing it
Nothing to install: this file belongs to christianclaudio/mcp-server-sigma. 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/christianclaudio/mcp-server-sigma/main/AGENTS.mdgit clone --depth 1 https://github.com/christianclaudio/mcp-server-sigmaWrote 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/christianclaudio/mcp-server-sigma/agents-md)<a href="https://agentmods.dev/instructions/christianclaudio/mcp-server-sigma/agents-md"><img src="https://agentmods.dev/badge/instructions/christianclaudio/mcp-server-sigma/agents-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 | $0.00699 | $0.00699 |
| Opus 5 | $0.00349 | $0.00349 |
| Sonnet 5 | $0.00140 | $0.00140 |
| Haiku 4.5 | $0.00070 | $0.00070 |
Grade A, and why
mcp-server-sigma 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 7d 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 — 76 lines — stays where its author put it; the contents beside it link to each section on GitHub.
AGENTS.md
Instructions for AI coding agents (Claude Code, Copilot, Cursor, Windsurf, etc.) working on this repository.
Project Overview
This is mcp-server-sigma — a Python MCP server exposing 155 tools for Sigma Computing's REST API. It runs over stdio and is consumed by AI clients (Claude Desktop, VS Code, etc.).
Architecture
src/sigma_mcp/
├── server.py # MCP tool definitions (2600+ lines, all @mcp.tool() handlers)
├── client.py # Async HTTP client (OAuth2, retries, rate-limiting, tenant token exchange)
├── errors.py # Error formatting with secret redaction
├── webhooks.py # Webhook signature verification + in-memory event buffer
└── __init__.py # Version only
Key Patterns
- Every tool is an
async defdecorated with@mcp.tool()and@sigma_tool @sigma_toolis a decorator that adds timing, structured logging, and error handling- Destructive tools require
confirm: bool = False— reject if notTrue - Composite tools (promote, deploy, onboard) orchestrate multiple API calls
- Annotations are applied post-registration via
mcp._tool_manager._tools(private API, pinned SDK version)
Development Commands
# Install
pip install -e ".[dev]"
# Lint + format
ruff check . && ruff format --check .
# Type check
mypy --strict src/
# Tests (100% coverage required)
pytest --cov=src/sigma_mcp --cov-fail-under=100 -q
# Tool contract validation
python scripts/check_tool_contract.py
# OpenAPI drift check
python scripts/check_openapi_drift.py
Testing Conventions
- Tests use
unittest.mock.AsyncMockto mockSigmaClientmethods - Monkeypatch
srv._clientto inject a mock client - No
conftest.py— each test file is self-contained - Coverage must stay at 100% — CI enforces this
Adding a New Tool
- Add the client method in
client.py(async, typed) - Add the
@mcp.tool()handler inserver.pywith proper docstring - Add the tool name to the appropriate annotation set (
_DESTRUCTIVE_NAMES,_IDEMPOTENT_NAMES, or let it default to_WRITE_SAFE) - Update
scripts/check_tool_contract.pyexpected counts - Update
README.mdtool count - Add test coverage (must maintain 100%)
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.
- 7d ago First seen · 76 lines · 699 tokens per session scan A 271ada91f51c
mcp-server-sigma AGENTS.md is an instructions file published in the GitHub repository christianclaudio/mcp-server-sigma (0 stars, last pushed 4d ago), licensed Apache-2.0. It adds 699 tokens to every session, about $0.0035 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 2026-08-31.
Other instructions, from other repositories
codex AGENTS.md
AGENTS.md instructions for openai/codex, covering rust/codex-rs, the codex-core crate, code review rules, crate api surface and model visible context.
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.
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 oss-third-party-notices.instructions.md
Instructions for microsoft/vscode, covering vs code oss third-party-notices pipeline, architecture, pipeline flow in ci, applying the notice (cutover) and fallback chain (never fail the build).
spec-kit AGENTS.md
AGENTS.md instructions for github/spec-kit, covering agents.md, about spec kit and specify, quickstart — add a new integration in 5 steps, integration architecture and integrationmanifest — file tracking.