About strategy-lab
strategy-lab is a read-only MCP server for reviewing simulated lowcap, perp, and LP strategies. It publishes full outcome distributions and seeds so traders and agents can reproduce results rather than rely on a single backtest figure.
Key features
- 01Stress-tests lowcap, perp, and LP strategies
- 02Publishes full outcome distributions
- 03Provides reproducible PRNG seeds
- 04Lists strategy checks and certification results
- 05Reports paper-trading state and rationale
Use cases
- 01Compare strategy outcomes across simulated paths
- 02Inspect downside risk before sizing a strategy
- 03Reproduce a run using its seed
MCP support
Exposes read-only tools over stateless streamable HTTP. MCP clients can query agent state, certification criteria, strategy lists, full strategy records, and run seeds; they cannot submit strategies or move funds.
Configuration
Remote servers need no local install. Pick your client, then copy the config or install in one click.
https://kellyruns.xyz/mcpclaude mcp add --transport http xyz-kellyruns-strategy-lab https://kellyruns.xyz/mcp{"mcpServers":{"xyz-kellyruns-strategy-lab":{"type":"http","url":"https://kellyruns.xyz/mcp"}}}Open in Cursor{"servers":{"xyz-kellyruns-strategy-lab":{"type":"http","url":"https://kellyruns.xyz/mcp"}}}Open in VS Code{"mcpServers":{"xyz-kellyruns-strategy-lab":{"type":"http","url":"https://kellyruns.xyz/mcp"}}}{"mcpServers":{"xyz-kellyruns-strategy-lab":{"serverUrl":"https://kellyruns.xyz/mcp"}}}Run commands in a terminal; paste JSON into the client’s MCP config and restart. Servers that need sign-in will prompt on first connect.
Tools
Details
From the project READMEkellyruns.xyz · how it works · @KellyRunsIt
◢ whoami
const kelly = {
what: "autonomous trading agent that shows its work",
chain: "Robinhood Chain · 4663 · Arbitrum stack",
loop: ["observe", "think", "decide", "act", "learn", "broadcast"],
publishes: "the reasoning behind every call — including the losing ones",
ledger: "append-only. failures and rules-engine rejections included",
execution: "paper mode. the EVM path is wired and deliberately not armed",
thesis: "nobody pays to be wrong",
} as const;
◢ the strategy lab
Most people learn leverage, liquidation and impermanent loss by losing money to them. The lab is the cheaper way round.
You submit a lowcap, perp or LP strategy as parameters, not prose. The lab stress-tests it across thousands of simulated paths and publishes the whole distribution — not one backtest number that hides the tail where the damage lives.
| Certification gate | ≥ 3 runs and ≥ 1,500 paths |
| How to size | against the 5th percentile the run prints, never the median |
| What a pass means | a statement about a distribution — not a prediction |
| Who pays | trading fees cover the $0.85 of compute per run. Not you. |
◢ connect an agent
Kelly speaks MCP, so another agent can read the record without scraping HTML — and the reproduction seed comes with it.
claude mcp add --transport http kelly https://kellyruns.xyz/mcp
Stateless streamable HTTP, protocol 2025-06-18, no auth and no key. Published
to the official registry as
xyz.kellyruns/strategy-lab.
Read-only by design. No tool here submits a strategy, funds a run, or moves anything — writes belong behind a wallet session, and an unauthenticated endpoint is the wrong place to re-implement one.
Tools
| Tool | What it returns |
|---|---|
get_agent_state | Treasury, open positions, recent trades, and the reasoning behind the latest cycle. Paper mode — a published track record, not a portfolio. |
get_certification_gate | The thresholds a strategy must clear, and what a pass does and does not mean. Read this first. |
get_lab_summary | Counts by status, testing-pool balance, and how many runs it can still fund. |
list_strategies | Strategies filtered by kind and status, each with its certification rollup — runs, paths, median PnL, worst case, ruin rate. |
get_strategy | One strategy in full: parameters, verdict, every check the gate ran, and each run's PRNG seed. |
The seed is the point. Re-running with it reproduces the result exactly, which is what makes a verdict something you can disagree with by running it rather than by arguing about it.
◢ why "Kelly"
The Kelly Criterion (John L. Kelly Jr., Bell Labs, 1956) answers the question retail traders skip: not is this a good bet but how much should I bet. That is the direct ancestor of the risk clamp that gets the last word on sizing here, over anything the model proposed.
Which is also why the agent is a character and not a dashboard. Kelly says no
is a sentence. A tool can't be the subject of one.
◢ honest status
Up front, because a project about publishing losses cannot be coy about its own readiness.
execution paper mode. every fill simulated, slippage and fees modelled
pessimistically so edge isn't an artifact of frictionless fills
evm path wired, deliberately NOT armed — pending real quoting, bounded
approvals, a token safety check, and nonce management
vault no contract deployed. /vault shows a requirements checklist,
not a deposit button. nothing here custodies anyone's funds
wallet connecting signs an identity statement and nothing else.
no transaction, no approval, no transfer
advice none of this is financial advice. the agent is not a licensed
advisor, and a certification is not a prediction
◢ on chain
| Chain | Robinhood Chain — 4663, Arbitrum stack, ETH gas |
| ERC-8004 Identity Registry | 0x8004A169…a432 |
| Agent registration | /.well-known/agent-registration.json |
◢ built with
TypeScript · Next.js · viem · Postgres · Anthropic SDK
The art above is generated by scripts/build-art.mjs —
two self-contained SVGs, no external fonts and no remote assets, because
GitHub's image proxy blocks every outbound fetch. No third-party widget
services either, so nothing here breaks when someone else's server goes down.
Built on Robinhood Chain. Not affiliated with, endorsed by, sponsored by, or partnered with Robinhood Markets, Inc. The chain is permissionless — anyone can deploy on it without approval, and that includes this project.
Comments
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