forecast-modeling SKILL.md skillA
forecast-modeling from gtmagents/gtm-agents is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add gtmagents/gtm-agents/forecast-modeling@git:20251119.8c446bfPins git:20251119.8c446bf in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- gtmagents/gtm-agents
- Path
plugins/revenue-forecasting-pipeline/skills/forecast-modeling/SKILL.md- Versions recorded
- 1
- Latest version
- git:20251119.8c446bf, committed Nov 19, 2025
- Size
- 1,320 bytes
- Repository stars
- 436
- License
- Apache-2.0
Use when designing, tuning, or auditing revenue forecast models.
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 Modeling System Skill ## When to Use - Launching new forecasting cadences or revisiting methodology. - Running scenario planning ahead of board meetings or budget cycles. - Auditing deviations between forecast, pipeline, and actuals. ## Framework 1. **Method Selection** – pick bottom-up CRM, top-down macro, cohort, or blended models and document assumptions. 2. **Driver Mapping** – define win rates, velocity, expansion, churn, pricing, and seasonality inputs. 3. **Scenario Logic** – establish base/upside/downside cases with tunable levers for sensitivity analysis. 4. **Model Governance** – list data sources, refresh cadence, validation checks, and ownership. 5. **Output Packaging** – standardize tables, charts, and narrative prompts for exec review. ## Templates - Driver tree diagram connecting levers to KPIs. - Scenario sheet (assumption → base/upside/downside values). - Model QA checklist (data freshness, formula audits, version history). ## Tips - Keep raw inputs + assumptions in version control for auditability. - Pair with `variance-analysis` skill to recalibrate after each cycle. - Automate sensitivity runs to answer "what-if" questions during reviews. ---
Read the whole file at its exact version.
How to install
mdr add gtmagents/gtm-agents/forecast-modeling@sha256:d20722c77add0eceThe line at the top of this page pins the label git:20251119.8c446bf, 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_ti7wvib7wk5sthia)
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Versions
The registry has recorded 1 version of this file, committed on Nov 19, 2025.
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 (1320 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
gtmagents/gtm-agents · 436 stars · license Apache-2.0 · pushed 2026-04-03 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_ti7wvib7wk5sthia GET https://markdownregistry.com/api/v1/resolve?ref=gtmagents/gtm-agents/forecast-modeling GET https://markdownregistry.com/api/v1/blob/d20722c77add0ece714281fc78a9e69a66a4256497e5de29124dbbf53cc31180
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.