Jef MCP
MCP serverEverything elseJef decides. Give it options, it returns one with a confidence, never a sentence. A parody.
Available today. Use it from your connected AI after setup.
No other account needed.
Connect ahel once, and every AI you use reads what you have installed.
Then ask your AI: use Jef MCP
From the project's README
As published by SPFreedom/jef-mcp in README.md.
An MCP server for a model that decides instead of generating.
Jef never produces text. Every answer is one of the options you supplied, a number from 1 to 10, a yes or no, or a flag, with a confidence between 84% and 99%. It reads 0 tokens of your input, because it hashes it rather than reading it. It stores nothing, costs nothing, and returns the same answer for the same input forever.
It is a parody of TypeSafe AI's real decision model, Jev, and it is labelled as one everywhere. If you want to understand the real thing, we wrote a straight explainer for it: What is Jev?
Connect
The server is hosted. Nothing to install, no key, no account.
https://typosafe.lol/mcp
Claude Code:
claude mcp add --transport http jef https://typosafe.lol/mcp
Anything that reads a config file:
{
"mcpServers": {
"jef": { "type": "http", "url": "https://typosafe.lol/mcp" }
}
}
Or find it in the official MCP registry
as lol.typosafe/jef, or on Smithery as typosafe/jef.
Tools
| Tool | Ask it | Get back |
|---|---|---|
jef_yes_no | A yes-or-no question | YES or NO |
jef_pick | 2 to 5 options | One of them, plus a probability for each |
jef_score | Something to rate | 1 to 10 |
jef_rank | 2 to 5 options | Them, in order |
jef_flag | A described behaviour | RED FLAG, GREEN FLAG or BEIGE FLAG |
Every result carries a structuredContent object with the answer, the confidence, the
probability for each option, and two booleans that matter more than the answer does.
Two things an agent must handle
escalated: true means the question touched health, harm, money, law or safety. The
content is ESCALATED TO A HUMAN and confidence is 0. Tell the person to ask a human. Do
not rephrase the question to get a different answer.
blocked: true means the input contained profanity, slurs or sexual content. The
content is NOT EVALUATED, nothing was stored, and nothing is echoed back. Do not retry.
Both checks run on normalised text, so leetspeak, dotted letters and stretched spellings are caught, and both cover English, Spanish, Portuguese, Japanese and Chinese.
Beyond that: Jef is a parody and its answers are deliberately arbitrary. Present them as a confident arbitrary choice, which is what the user asked for, and never as advice.
Run it yourself
npx jef-mcp # MCP over stdio, what most clients spawn
Or from source:
git clone https://github.com/SPFreedom/jef-mcp.git
cd jef-mcp
node src/stdio.js # stdio transport
node src/server.js # http://localhost:8787/mcp
node test.js # smoke test, no network
As a local stdio server in a client config:
{
"mcpServers": {
"jef": { "command": "npx", "args": ["-y", "jef-mcp"] }
}
}
The hosted URL needs no install. This one runs entirely offline, which is possible because the whole model is 331 lines and reads nothing.
Zero dependencies. src/jef.js is the whole model, and src/handler.js is the exact
handler running at typosafe.lol/mcp.
Why the joke works
Every other MCP server is a wrapper around something that does work. This one wraps a 32-bit hash and a lookup table, and is honest that it never reads your input. It is stateless, so there is no session to establish and nothing to resume, which is the one part of MCP it implements better than most.
Related: npx typosafe is the same model on the
command line, where the exit code is the decision.
License
MIT. The model is 331 lines. Read it.
Advanced
- Delivery
- jef MCP server → your ahel gateway (mcp.ahel.ai) → every connected AI client.
- Catalog kind
- mcp-server
- Gateway key
lol-typosafe-jef- Source
- github.com/SPFreedom/jef-mcp
- Hosted endpoint
https://typosafe.lol/mcp