stillos-edge-gate
MCP serverDev toolsGrades a track record before capital is put at risk, returning one of three verdicts: REAL_EDGE, REGIME_LUCK, or NEGATIVE_EV. Once added, your AI can run this check and report which verdict a record earns. The check is fail-closed, so anything it cannot confirm counts as a fail rather than a pass.
Use stillos-edge-gate in Claude, ChatGPT or Ahel Desktop
Free. Sign in, add stillos-edge-gate and connect your AI. About a minute.
Also: Claude Code · Cursor · Codex
Then ask your AI: use the grade strategy tool from stillos-edge-gate
No key or account is asked for. Not verified by us yet: Ahel has not run a call through it.
Details
Available today. Use it from your connected AI after setup.
No key or account is asked for. Not verified by us yet: Ahel has not run a call through it.
Add the integration from its repository at github.com/stillmarcus24/stillos-edge-gate. Then give your AI a track record and ask for the grade.
What your AI can do with it
- Grade a track record as REAL_EDGE, REGIME_LUCK, or NEGATIVE_EV
- Separate real edge from regime luck or negative expected value
- Check a record before capital is put at risk
- Default to a fail when the grade cannot be completed
Install stillos-edge-gate
The server’s own address, for the clients that take one directly. Or connect Ahel once and every client you use reads it from one address, with the account kept on Ahel rather than in each client’s config.
Claude Code
claude mcp add --transport http --scope user stillos-edge-gate 'https://stillos-edge-gate-edge.stillos.workers.dev/mcp'Run it once in your project, then open /mcp to approve any sign-in the server asks for.
Claude Desktop
https://stillos-edge-gate-edge.stillos.workers.dev/mcpAdd a custom connector in Settings, paste this address, and approve the sign-in.
Cursor
cursor://anysphere.cursor-deeplink/mcp/install?name=stillos-edge-gate&config=eyJ1cmwiOiJodHRwczovL3N0aWxsb3MtZWRnZS1nYXRlLWVkZ2Uuc3RpbGxvcy53b3JrZXJzLmRldi9tY3AifQ==Open the link and Cursor adds the server at that address.
ChatGPT
https://stillos-edge-gate-edge.stillos.workers.dev/mcpIn Settings, enable Developer mode, create an MCP app, and paste this address. Your plan and workspace must allow custom apps.
Codex
codex mcp add stillos-edge-gate --url 'https://stillos-edge-gate-edge.stillos.workers.dev/mcp'Run it once, then sign in with codex mcp login stillos-edge-gate if the server asks for an account.
From the project's README
As published by stillmarcus24/stillos-edge-gate in README.md.
A callable trust primitive. Grade a track record before you commit capital.
A real edge is not a prediction — it is a repeatable, out-of-sample, fee-adjusted decision advantage that survives a regime change. This tells you, in one word, whether a strategy has one:
REAL_EDGE | REGIME_LUCK | NEGATIVE_EV | INSUFFICIENT_DATA
Fail-closed: anything that isn't a surviving, fee-adjusted, regime-stable edge is rejected. Every verdict ships with a signed, independently verifiable receipt.
Install
npx stillos-edge-gate grade trades.json
or add as an MCP server (Claude Desktop / any MCP client):
{ "mcpServers": { "stillos-edge-gate": { "command": "npx", "args": ["stillos-edge-gate", "mcp"] } } }
Input
[ { "t": "2026-06-01T12:00:00Z", "price": 0.62, "side": "no", "outcome": 1 }, ... ]
price = entry price 0..1 · side = yes|no · outcome = 1 won / 0 lost.
How it decides
- chronological 70/30 out-of-sample holdout (most-recent 30% is the test)
- fee + slippage adjusted per trade
- significance test (t ≥ 1.5) on fee-adjusted EV
REAL_EDGEonly if +EV in both splits after fees, significant.
Why trust it
We ran it on our own live trading book first. It returned NEGATIVE_EV — and we published the signed receipt. We don't sell edges; we tell you whether yours is real.
Library
const { gradeStrategy } = require('stillos-edge-gate');
const v = gradeStrategy(trades); // { verdict, train, test, t_stat, reasons }
Tools it offers (1)
What this server listed when Ahel dialed its public endpoint in Sep 2026, with no key and no account of yours. The names are the server’s own.
grade_strategy
Signals
- Last commit
- Sep 2026
- Weekly downloads
- 91
Advanced
- Delivery
- stillos-edge-gate MCP server → your Ahel connector (mcp.ahel.ai) → your AI.
- Item type
- mcp-server
- Key
io-github-stillmarcus24-stillos-edge-gate- Source
- github.com/stillmarcus24/stillos-edge-gate
- Hosted endpoint
https://stillos-edge-gate-edge.stillos.workers.dev/mcp
github.com/stillmarcus24/stillos-edge-gate