risk-attribution SKILL.md skillA

risk-attribution from iman/agent-driven-risk-desk-and-skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add iman/agent-driven-risk-desk-and-skills/risk-attribution@git:20261106.6f9670c

Pins git:20261106.6f9670c in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
iman/agent-driven-risk-desk-and-skills
Path
plugins/risk-desk-hosted/skills/risk-attribution/SKILL.md
Versions recorded
2
Latest version
git:20261106.6f9670c, committed Nov 6, 2026
First version recorded
Nov 4, 2026
Size
4,101 bytes
Repository stars
3
License
a license file GitHub does not identify

Estimate a covariance matrix from supplied returns, split VaR and Expected Shortfall into per-position contributions, and split portfolio variance into factor and idiosyncratic parts, over the hosted Risk Desk MCP. Use to find which positions or factors drive the risk.

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 Attribution, hosted

Call `risk_desk_status` first to check availability, input limits and
reporting conventions. Then use the tool that answers the question on the
connected hosted Risk Desk MCP. Discover its input schema instead of
guessing field names. No local runtime or market-data feed is needed.

- `risk_covariance`: sample, EWMA or Ledoit-Wolf covariance, volatility
  and correlation of a return history.
- `risk_var_attribution`: parametric normal VaR and ES with per-position
  contributions and incremental VaR.
- `risk_es_attribution`: historical-simulation ES with per-position
  contributions.
- `risk_factor_exposure`: factor betas and the systematic and
  idiosyncratic split of portfolio variance.

For a requested demonstration, omit `request` to use the shipped synthetic
example. Label the result as synthetic; its `data_origin` is
`synthetic_demo`. For the user's own data, pass it in `request`; never
substitute the demo when input is missing or invalid. Ask only for
missing required fields.

Report degraded status, its reason, currency, horizon, method and the
observations used before the figures. Preserve source and as-of
…

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/risk-attribution@sha256:e2708a566bd17d10

The line at the top of this page pins the label git:20261106.6f9670c, 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_4wca2dszwgdtdylq.svg)](https://markdownregistry.com/a/art_4wca2dszwgdtdylq)

0 badge image fetches in 30 days. What the badge shows.

Versions

The registry has recorded 2 versions of this file, between Nov 4, 2026 and Nov 6, 2026, about one every 2 days.

versioncommittedcommitsizeaudit
git:20261106.6f9670c latest2026-11-06 6f9670c 4,101 BA view · diff
git:20261104.ac964e22026-11-04 ac964e2 3,260 BA view

Audit of the latest version

A  17 of 17 checks passed. Fixed automatic checks with no AI involved, so the same checks give the same answer every run.
  • pass: Frontmatter block present
  • pass: Frontmatter declares a name
  • pass: Frontmatter declares a description
  • pass: Size between 200 bytes and 200 KB (4101 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

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_4wca2dszwgdtdylq
GET https://markdownregistry.com/api/v1/resolve?ref=iman/agent-driven-risk-desk-and-skills/risk-attribution
GET https://markdownregistry.com/api/v1/blob/e2708a566bd17d100867977267de4fa2933f1a7beb67cc104b9c6ccc134ae87b

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.

More from iman/agent-driven-risk-desk-and-skills

AGENTS.md AGENTS.md file
iman/agent-driven-risk-desk-and-skills · AGENTS.md
git:20261104.baeed54 · audit A · 3 stars
risk-attribution SKILL.md skill
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…
git:20261106.6f9670c · audit A · 3 stars
risk-backtest SKILL.md skill
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…
git:20261106.6f9670c · audit A · 3 stars
risk-counterparty SKILL.md skill
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…
git:20261106.6f9670c · audit A · 3 stars
risk-credit SKILL.md skill
iman/agent-driven-risk-desk-and-skills · openai-skills/risk-credit/SKILL.md · Calculate portfolio credit VaR, expected and unexpected loss from obligor exposure, PD and LGD with the Vasicek ASRF…
git:20261106.6f9670c · audit A · 3 stars
risk-data-import SKILL.md skill
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…
git:20261106.6f9670c · audit A · 3 stars
risk-derivatives SKILL.md skill
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…
git:20261106.6f9670c · audit A · 3 stars
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…
git:20261106.6f9670c · audit A · 3 stars
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

Every file in iman/agent-driven-risk-desk-and-skills

Other files named risk-attribution

risk-attribution SKILL.md skill
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…
git:20261106.6f9670c · audit A · 3 stars

Browse by kind, by grade A, or by owner.