fred-mcp: Instructions file for Codex

AGENTS.md

fred-mcp AGENTS.md is an instructions file for Codex, OpenCode from zachspar/fred-mcp. It costs 1,394 tokens per session, scanned A, original, MIT.

Project instructions for a Python MCP server that provides economic data from FRED, the Federal Reserve Bank of St. Louis database. The instructions cover setup, required credentials, transport modes, testing, and dependency compatibility.

In plain words
What is it for?
Setting up FRED_API_KEY, starting the server through standard input or HTTP, running lint and tests, and understanding the server’s data domains and tool structure.
Why use it?
They explain how to run the server correctly and what reviewers or contributors must check before changing it.

Instructions file for CodexOpenCode

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

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

Reuse

Borrowing it

Nothing to install: this file belongs to zachspar/fred-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/zachspar/fred-mcp/main/AGENTS.md
Clone the repo
git clone --depth 1 https://github.com/zachspar/fred-mcp

Made for: Codex, OpenCode.

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Per session 1,394 This file is loaded in full into every session.
When invoked 1,394 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 $0.01394 $0.01394
Opus 5.5 $0.00558 $0.00558
Sonnet 5.5 $0.00279 $0.00279
Haiku 4.5 $0.00139 $0.00139

Measured 3d ago against content hash 15733b3011e4, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

fred-mcp 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 3d 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 · 102 lines

How it starts

The opening of the file, as written. The whole thing — 102 lines — stays where its author put it; the contents beside it link to each section on GitHub.

AGENTS.md

Open-source MCP server for FRED economic data. FastMCP 4 wraps fred-py-api. One process, no database, no cache. Version is in pyproject.toml. Python >=3.10. CI runs on 3.13.

The server exposes 31 read-only tools in five domains, plus the fred_research_workflow prompt. tests/test_tools.py asserts the tool count. Change that assertion when you add or remove a tool.

Setup and checks

python3.13 -m venv .venv
source .venv/bin/activate
pip install -e ".[dev]"
make check

make check runs ruff check src tests and then pytest. make lint and make test run one of those. CI calls make check on pull requests and pushes to main when src/, tests/, pyproject.toml, the Makefile, the Dockerfile, or the workflow file changes. A published GitHub Release publishes the package to PyPI and the Docker image to GHCR as latest, the release git tag, and the released commit SHA. Pushes to main do neither. The image runs fred-mcp with MCP_SERVER_TRANSPORT=streamable-http on 0.0.0.0:8000.

Run the server:

# stdio (default). FRED_API_KEY is required.
FRED_API_KEY=$FRED_API_KEY fred-mcp

# HTTP. Clients send their own key. Endpoint: http://localhost:8000/mcp
MCP_SERVER_TRANSPORT=streamable-http MCP_SERVER_HOST=0.0.0.0 MCP_SERVER_PORT=8000 fred-mcp

MCP_SERVER_TRANSPORT is stdio, streamable-http, or sse.

Where a change goes

main.py builds the server, mounts the five domain servers, and installs ToolCallLoggingMiddleware. Add a tool on the domain server in src/fred_mcp/<domain>/tools.py. Mount a new domain from main.py.

Each tool is a thin function:

  • Decorate with @<domain>_mcp.tool. Set name (snake_case), a description that includes an example call, and annotations={**READ_ONLY_ANNOTATIONS, "title": "..."}.
  • Accept FRED parameters explicitly. Use the Literal aliases in common/types.py for enums. Add a new alias there instead of inlining a new set of allowed strings.
  • Return call_fred("<fred-py-api method>", ...). call_fred drops None values and sets file_type="json". Do not pass the API key in. Do not call FredAPI from a tool.
  • Let FRED failures raise ToolError through raise_fred_tool_error. Do not return {"error": ...}.

Read the full file on GitHub · 102 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. 3d ago Changed · +36 lines · +794 tokens per session 15733b3011e4
  2. 2mo ago First seen · 66 lines · 600 tokens per session scan A 25f99af8dfd6

Subscribe to this mod's changes

fred-mcp AGENTS.md is an instructions file published in the GitHub repository zachspar/fred-mcp (2 stars, last pushed 4d ago), licensed MIT. It adds 1,394 tokens to every session, about $0.0056 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 2026-08-31.

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