retention-predictor SKILL.md skillA
retention-predictor from latifox/find-me-saas is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add latifox/find-me-saas/retention-predictor@git:20260906.e7c44bdPins git:20260906.e7c44bd in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- latifox/find-me-saas
- Path
skills/retention-predictor/SKILL.md- Versions recorded
- 2
- Latest version
- git:20260906.e7c44bd, committed Sep 6, 2026
- First version recorded
- Apr 13, 2026
- Size
- 7,578 bytes
- Repository stars
- 15
- License
- a license file GitHub does not identify
Predicts retention potential by evaluating usage frequency, habit formation mechanics, and churn risk factors for a B2C app idea.
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
<!-- version: 0.2.0 | outputs: memory/ideas/<slug>/retention.json --> # Skill: retention-predictor ## Purpose Retention determines LTV. An app that churns users in week 1 can't build a business regardless of acquisition. This skill evaluates how sticky the idea is structurally — not based on feature lists, but on the underlying usage pattern and habit formation potential. ## Input - Idea slug - `memory/ideas/<slug>/idea.md` (app concept, `business_model`) - `memory/ideas/<slug>/desire_scores.json` (desire strength and primary driver inform habit potential) - Optional: `memory/ideas/<slug>/pricing.json` (pricing model affects commitment), `memory/ideas/<slug>/competitors.json` (incumbent churn signals from reviews) - `memory/market_insights/<niche>-*-<YYYY>-<MM>.md` (usage cadence and complaint patterns) ### Lane selection `business_model` = `b2c` or `prosumer` uses the B2C lane (D1/D7/D30 user retention). `b2b-smb` or `b2b2c` uses the B2B lane (monthly logo churn, cohort retention at month 1-2, 6 and 12). Both lanes fill `d30_equivalent` so idea-scoring can apply one rubric. ## Evaluation Factors | Factor | High Retention Signal | Low Retention Signal | |---|---|---| …
Read the whole file at its exact version.
How to install
mdr add latifox/find-me-saas/retention-predictor@sha256:9d840a398efc4ff6The line at the top of this page pins the label git:20260906.e7c44bd, 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_lk32frwz2trfz4k5)
4 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 2 versions of this file, between Apr 13, 2026 and Sep 6, 2026, about one every 146 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20260906.e7c44bd latest | 2026-09-06 | e7c44bd | 7,578 B | A | view · diff |
| git:20260413.e24c93f | 2026-04-13 | e24c93f | 2,312 B | A | view |
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 (7578 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
latifox/find-me-saas · 15 stars · license a license file GitHub does not identify · pushed 2026-09-06 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_lk32frwz2trfz4k5 GET https://markdownregistry.com/api/v1/resolve?ref=latifox/find-me-saas/retention-predictor GET https://markdownregistry.com/api/v1/blob/9d840a398efc4ff63a3bce63820cdc761520742b7d7192bf8a43363e4f2802d8
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 latifox/find-me-saas
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