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.
curl -O https://raw.githubusercontent.com/zachspar/fred-mcp/main/AGENTS.mdgit clone --depth 1 https://github.com/zachspar/fred-mcpWrote 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/zachspar/fred-mcp/agents-md)<a href="https://agentmods.dev/instructions/zachspar/fred-mcp/agents-md"><img src="https://agentmods.dev/badge/instructions/zachspar/fred-mcp/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/zachspar/fred-mcp/agents-md"><img src="https://agentmods.dev/badge/instructions/zachspar/fred-mcp/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 | $0.01394 | $0.01394 |
| Opus 5.5 | $0.00558 | $0.00558 |
| Sonnet 5.5 | $0.00279 | $0.00279 |
| Haiku 4.5 | $0.00139 | $0.00139 |
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.
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. Setname(snake_case), a description that includes an example call, andannotations={**READ_ONLY_ANNOTATIONS, "title": "..."}. - Accept FRED parameters explicitly. Use the
Literalaliases incommon/types.pyfor enums. Add a new alias there instead of inlining a new set of allowed strings. - Return
call_fred("<fred-py-api method>", ...).call_freddropsNonevalues and setsfile_type="json". Do not pass the API key in. Do not callFredAPIfrom a tool. - Let FRED failures raise
ToolErrorthroughraise_fred_tool_error. Do not return{"error": ...}.
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.
- 3d ago Changed · +36 lines · +794 tokens per session 15733b3011e4
- 2mo ago First seen · 66 lines · 600 tokens per session scan A 25f99af8dfd6
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.
fred-mcp AGENTS.md compared with instructions from other repositories
| Mod | Type | Stars | Last push | Licence | Scan | Tokens | Works with |
|---|---|---|---|---|---|---|---|
| fred-mcp AGENTS.mdzachspar/fred-mcp | Instructions file | 2 | 4d ago | MIT | A | 1,394 | Codex, OpenCode |
| vscode buildNext.instructions.mdmicrosoft/vscode | Instructions file | 195k | yesterday | MIT | A | 9,719 | GitHub Copilot |
| next.js AGENTS.mdvercel/next.js | Instructions file | 143k | yesterday | MIT | A | 7,461 | Codex, OpenCode |
| langchain AGENTS.mdlangchain-ai/langchain | Instructions file | 149k | yesterday | MIT | A | 4,680 | Codex, OpenCode |
| vscode oss-third-party-notices.instructions.mdmicrosoft/vscode | Instructions file | 195k | yesterday | MIT | A | 5,516 | GitHub Copilot |
| vscode copilot-instructions.mdmicrosoft/vscode | Instructions file | 195k | yesterday | MIT | A | 3,093 | GitHub Copilot |
| deepseek-harness AGENTS.mddeepseek-ai/deepseek-harness | Instructions file | 274k | 2d ago | MIT | A | 4,313 | Codex, OpenCode |