mcp-server-sigma: Instructions file for Codex

AGENTS.md

mcp-server-sigma AGENTS.md is an instructions file for Codex, OpenCode from christianclaudio/mcp-server-sigma. It costs 699 tokens per session, scanned A, original, Apache-2.0.

Repository instructions for an MCP server that exposes Sigma Computing's REST API to AI clients. Sigma Computing is a business analytics platform.

In plain words
What is it for?
Use it when adding or changing Sigma API tools, HTTP client behavior, webhooks, error handling, or server tests.
Why use it?
It explains the server structure and development rules, including authentication handling, retries, rate limits, logging, and safeguards for destructive actions.

Instructions file for CodexOpenCode

Written for Codex and OpenCode: the file is AGENTS.md. Also seen: mentions Claude Code; mentions AGENTS.md.

This is christianclaudio/mcp-server-sigma's own configuration. It tells Codex and OpenCode how to work on mcp-server-sigma 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 mcp-server-sigma configures →

Reuse

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.

Copy the file
curl -O https://raw.githubusercontent.com/christianclaudio/mcp-server-sigma/main/AGENTS.md
Clone the repo
git clone --depth 1 https://github.com/christianclaudio/mcp-server-sigma

Made for: Codex, OpenCode.

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README.md
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Per session 699 This file is loaded in full into every session.
When invoked 699 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 $0.00699 $0.00699
Opus 5 $0.00349 $0.00349
Sonnet 5 $0.00140 $0.00140
Haiku 4.5 $0.00070 $0.00070

Measured 7d ago against content hash 271ada91f51c, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-07, from the pricing page.

Security

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.

AGENTS.md · 76 lines

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 def decorated with @mcp.tool() and @sigma_tool
  • @sigma_tool is a decorator that adds timing, structured logging, and error handling
  • Destructive tools require confirm: bool = False — reject if not True
  • 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.AsyncMock to mock SigmaClient methods
  • Monkeypatch srv._client to 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

  1. Add the client method in client.py (async, typed)
  2. Add the @mcp.tool() handler in server.py with proper docstring
  3. Add the tool name to the appropriate annotation set (_DESTRUCTIVE_NAMES, _IDEMPOTENT_NAMES, or let it default to _WRITE_SAFE)
  4. Update scripts/check_tool_contract.py expected counts
  5. Update README.md tool count
  6. Add test coverage (must maintain 100%)

Read the full file on GitHub · 76 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. 7d ago First seen · 76 lines · 699 tokens per session scan A 271ada91f51c

Subscribe to this mod's changes

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.

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