AGENTS.mdA

AGENTS.md from iman/agent-driven-risk-desk-and-skills is an AGENTS.md file: the standing instructions coding agents read in that repo.

Install it, pinned
mdr add iman/agent-driven-risk-desk-and-skills/AGENTS.md@git:20261104.baeed54

Pins git:20261104.baeed54 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 14 of 14 checks passed
Kind
AGENTS.md file
Repository
iman/agent-driven-risk-desk-and-skills
Path
AGENTS.md
Versions recorded
3
Latest version
git:20261104.baeed54, committed Nov 4, 2026
First version recorded
Sep 13, 2026
Size
1,432 bytes
Repository stars
3
License
a license file GitHub does not identify

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

# Risk Desk repository guidance

The approved initial scope is historical VaR/Expected Shortfall, linear
portfolio exposure and stress, and the ORE exposure/XVA adapter. v0.2
(approved by the maintainer on 2026-11-04) adds tail models and VaR/ES
backtests, and European option Greeks and revaluation through the Option
Desk engine. It also adds covariance and VaR/ES attribution, limits and
what-if, liquidity, and historical replay and reverse stress. Its
counterparty, credit and capital additions are SA-CCR and exposure
profiles, portfolio credit VaR, and FRTB capital pieces.

The runtime is under `src/riskdesk`. CLI and MCP use the same functions.
Skills live in `plugins/risk-desk/skills`.

Before you extend the models, read README.md, THIRD-PARTY.md and
docs/IMPLEMENTATION.md. Preserve loss signs, base currency, horizon,
source provenance and degraded status. Do not equate historical loss
forecasts with risk-neutral valuation. Preserve ORE report levels and
unavailable values.

Run `python -m pytest -q --color=no`. When you change the ORE adapter, run
the pinned ORE example. After a packaging or notice change, rebuild the
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add iman/agent-driven-risk-desk-and-skills/AGENTS.md@sha256:26fa5e02c1df76eb

The line at the top of this page pins the label git:20261104.baeed54, 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.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_4sp7hwzhtg7iqyct.svg)](https://markdownregistry.com/a/art_4sp7hwzhtg7iqyct)

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Versions

The registry has recorded 3 versions of this file, between Sep 13, 2026 and Nov 4, 2026, about one every 26 days.

versioncommittedcommitsizeaudit
git:20261104.baeed54 latest2026-11-04 baeed54 1,432 BA view · diff
git:20261104.0499e612026-11-04 0499e61 1,345 BA view · diff
git:20260913.da9f3682026-09-13 da9f368 1,006 BA view

Audit of the latest version

A  14 of 14 checks passed. Fixed automatic checks with no AI involved, so the same checks give the same answer every run.
  • pass: Size between 200 bytes and 200 KB (1432 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
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  • pass: No script tag

Source

GitHub

iman/agent-driven-risk-desk-and-skills · 3 stars · license a license file GitHub does not identify · pushed 2026-11-06 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_4sp7hwzhtg7iqyct
GET https://markdownregistry.com/api/v1/resolve?ref=iman/agent-driven-risk-desk-and-skills/AGENTS.md
GET https://markdownregistry.com/api/v1/blob/26fa5e02c1df76eb2f1514809457bf091d8e4b14a965d9d217b2b86d57d54ee9

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: how to write a good AGENTS.md · AGENTS.md vs CLAUDE.md · which agent file does what.

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iman/agent-driven-risk-desk-and-skills · openai-skills/risk-attribution/SKILL.md · Estimate a covariance matrix from supplied returns, split VaR and Expected Shortfall into per-position contributions…
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iman/agent-driven-risk-desk-and-skills · openai-skills/risk-backtest/SKILL.md · Backtest a supplied VaR series, and optionally an Expected Shortfall series, against realised P&L over the hosted Risk…
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iman/agent-driven-risk-desk-and-skills · openai-skills/risk-counterparty/SKILL.md · Calculate Basel SA-CCR exposure at default for one derivative netting set, or summarise a simulated exposure profile…
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iman/agent-driven-risk-desk-and-skills · openai-skills/risk-data-import/SKILL.md · Turn a CSV, spreadsheet or JSON file the user attaches into a Risk Desk request, repairing clear format and unit errors…
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iman/agent-driven-risk-desk-and-skills · openai-skills/risk-derivatives/SKILL.md · Calculate cash Greeks, spot and vol scenario grids, and historical full-revaluation VaR and Expected Shortfall for a…
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risk-frtb SKILL.md skill
iman/agent-driven-risk-desk-and-skills · openai-skills/risk-frtb/SKILL.md · Compute Basel FRTB capital pieces from figures a bank has already produced, covering IMCC, aggregate IMA capital and…
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risk-limits SKILL.md skill
iman/agent-driven-risk-desk-and-skills · openai-skills/risk-limits/SKILL.md · Grade a limit set on gross, net, leverage, gross share, VaR, Expected Shortfall or a named stress loss against Risk…
git:20261106.6f9670c · audit A · 3 stars
risk-liquidity SKILL.md skill
iman/agent-driven-risk-desk-and-skills · openai-skills/risk-liquidity/SKILL.md · Estimate days to liquidate each asset at a participation rate of average daily traded value, the holdings schedule by…
git:20261106.6f9670c · audit A · 3 stars
risk-portfolio SKILL.md skill
iman/agent-driven-risk-desk-and-skills · openai-skills/risk-portfolio/SKILL.md · Aggregate gross and net exposure, leverage and asset concentration for linear positions in one base currency, over the…
git:20261106.6f9670c · audit A · 3 stars
risk-stress SKILL.md skill
iman/agent-driven-risk-desk-and-skills · openai-skills/risk-stress/SKILL.md · Revalue linear positions under supplied asset-return scenarios, replay a dated window from the user's own prices, list…
git:20261106.6f9670c · audit A · 3 stars
risk-tail SKILL.md skill
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git:20261106.6f9670c · audit A · 3 stars

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