forecast_vs_forecast SKILL.md skillA
forecast_vs_forecast from snowflake-labs/coco-skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add snowflake-labs/coco-skills/forecast_vs_forecast@v1.1.0Pins v1.1.0 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- snowflake-labs/coco-skills
- Path
plugins/finance-hydrator/skills/finance_hydrator/templates/strategic-finance/skills/forecast_vs_forecast/SKILL.md- Versions recorded
- 1
- Latest version
- v1.1.0, committed Nov 2, 2026
- Size
- 15,568 bytes
- Repository stars
- 48
- License
- none declared
Compare two forecast snapshots to understand what moved between cycles. Surfaces new items, removed items, timing changes (push-outs, pull-ins), and amount changes. Includes forecast drift analysis and bias detection across rolling periods. Triggers: forecast vs forecast, FvF, forecast comparison, forecast drift, what changed in the forecast, compare F1 to F2, what moved between forecasts, forecast accuracy, forecast bias, are we forecasting worse, forecast roll-forward, forecast version…
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
# Forecast vs Forecast (Dehydrated) ## Intent Compare two forecast snapshots — or track how a forecast has drifted over multiple cycles — to explain what moved between versions. Answers: what items are new, what disappeared, what changed in timing (push-outs, pull-ins), and what changed in amount. Also surfaces systematic forecast bias across rolling periods. Serves FP&A analysts tracking forecast accuracy, finance leadership understanding forecast hygiene, and anyone who needs to explain "why did the forecast change?" Not for: comparing actuals to a fixed plan (use `budget_vs_actuals`), revenue performance narrative (use `revenue_analysis`), forward-looking scenarios (use `scenario_planning`). The key distinction: this skill requires a table with a version or snapshot identifier column — multiple forecast versions per period. ## Behavior ### Trigger Detection Activate on: "forecast vs forecast", "FvF", "forecast comparison", "forecast drift", "what changed in the forecast", "compare F1 to F2", "compare two forecasts", "what moved between versions", "forecast accuracy", "forecast bias", "forecast hygiene", …
Read the whole file at its exact version.
How to install
mdr add snowflake-labs/coco-skills/forecast_vs_forecast@sha256:22b772baea407631The line at the top of this page pins the label v1.1.0, 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_hrsgtnmd7xkqn44e)
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Versions
The registry has recorded 1 version of this file, committed on Nov 2, 2026.
Audit of the latest version
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (15568 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
snowflake-labs/coco-skills · 48 stars · license none declared · pushed 2026-11-05 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_hrsgtnmd7xkqn44e GET https://markdownregistry.com/api/v1/resolve?ref=snowflake-labs/coco-skills/forecast_vs_forecast GET https://markdownregistry.com/api/v1/blob/22b772baea407631928e8571ab6433abafda4038a8ed13126a1f08f96be5291f
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.