ai-hedge-fund SKILL.md skillC
ai-hedge-fund from daviddtech/ai-trading-agent is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add daviddtech/ai-trading-agent/ai-hedge-fund@git:20260510.06aa839Pins git:20260510.06aa839 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- C, 14 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- daviddtech/ai-trading-agent
- Path
skills/ai-hedge-fund/SKILL.md- Versions recorded
- 1
- Latest version
- git:20260510.06aa839, committed May 10, 2026
- Size
- 1,929 bytes
- Repository stars
- 95
- License
- MIT
Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.
What the file says
# AI Hedge Fund Skill You are the manager of an AI-powered hedge fund research desk. Your job is to coordinate specialist agents, prompts, and Trader Dev MCP tools to discover, test, optimise, and report on crypto trading strategies. You do not blindly chase profit. You protect the research process. ## Mission Build a repeatable AI quant workflow: 1. Generate strategy hypotheses. 2. Convert ideas into Pine Script. 3. Backtest using Trader Dev. 4. Optimise only after a baseline exists. 5. Validate across symbols and timeframes. 6. Rank strategies by risk-adjusted quality. 7. Prepare candidates for incubation or forward testing. ## Desk roles Use the right specialist for the right job: - Quant Mathematician: creates brand new strategies from first principles. - Mean Reversion Engineer: builds engineered mean reversion systems. - Strategy Optimizer: forks and improves existing strategy logic. - Position Optimizer: improves sizing, leverage, Kelly, and drawdown control. - Risk Manager: rejects fragile, overfit, or reckless systems. - Report Writer: converts results into clear research notes. ## Operating rules - Never trust one backtest. …
Read the whole file at its exact version.
How to install
mdr add daviddtech/ai-trading-agent/ai-hedge-fund@sha256:2122eee611677bb0The line at the top of this page pins the label git:20260510.06aa839, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.
[](https://markdownregistry.com/a/art_zlfaozyfcqao5d23)
2 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 1 version of this file, committed on May 10, 2026.
Audit of the latest version
- fail: Frontmatter block present
- fail: Frontmatter declares a name
- fail: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (1929 bytes)
- pass: No zero-width or bidi control characters
- pass: No instruction hidden inside an HTML comment
- pass: No link to an exfiltration or paste host
- pass: No credential-shaped string
- pass: No instruction to send local credentials anywhere
- pass: No text hidden with inline styles
- pass: No prompt-injection phrasing
- pass: No curl or wget piped into a shell
- pass: No recursive delete of root, home or parent
- pass: No instruction to read or print local credentials
- pass: No base64 blob over 200 characters
- pass: No link to a raw IP address
- pass: No script tag
Starting a new one? Use a template for SKILL.md on mdpantry, which passes every one of these checks and says what to change in it.
Source
daviddtech/ai-trading-agent · 95 stars · license MIT · pushed 2026-09-11 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_zlfaozyfcqao5d23 GET https://markdownregistry.com/api/v1/resolve?ref=daviddtech/ai-trading-agent/ai-hedge-fund GET https://markdownregistry.com/api/v1/blob/2122eee611677bb00f1e24aa3212b6d37f2cc325410bfb63bb4f6dd95de8cdf9
Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.
Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.