improve-retention skillA
improve-retention is agent-read markdown (skill) from vandanaajaydubey111/great-pm: Diagnose and fix retention problems using behavior design (B=MAP). Use when the user mentions "users drop off", "activation rate", "onboarding friction", "retention metrics", "why users dont complete", "churn analysis", "user activation", or "aha moment". Also trigger when analyzing cohort retention curves, designing activation milestones, reducing time-to-value for new users, or investigating why users stop after their first session. Covers the Ability Chain, prompt design, and tiny behaviors t.
Indexed from public GitHub and served as immutable, content-addressed versions. Install it pinned to an exact SHA-256 with the mdr CLI, and every file is verified against the hash recorded here before it reaches your agent. The deterministic audit below grades the latest version, and the same file always earns the same grade.
What the file says
## Codex host binding - Treat references to Claude slash workflows as the equivalently named Codex skill. - Before delegating to any specialist, read the `great-pm-runtime` skill and the selected packaged role file. - Treat "invoke", "assign", "delegate", "spawn", and source Agent-tool instructions as a required Codex `spawn_agent` call with that role and a bounded assignment. - For the spawn tool's `task_name` or `agent_name` identifier, replace canonical role-name hyphens with underscores (`query-refiner-pm` → `query_refiner_pm`). Keep canonical names unchanged in prompts, filenames, verdict logs, and user-facing output; this is an internal identifier mapping, not a role rename. - Store every returned agent identifier. Never call a wait tool until a spawn has returned an identifier, and wait only on identifiers returned by successful spawns. - If `spawn_agent` is unavailable or a spawn fails, report BLOCKED; do not impersonate the specialist or wait on an empty agent set. - Resolve bundled paths from the installed GreatPM plugin root. - Ignore Claude-only model aliases, colors, turn limits, and tool allowlists. …
Read the whole file at its exact version.
How to install
mdr add vandanaajaydubey111/great-pm/improve-retention@git:20260920.2cbc56dmdr add vandanaajaydubey111/great-pm/improve-retention@sha256:2c7ed49540ddf32fPin to a label to follow the author's releases, or to a sha256 to freeze the exact bytes forever. Either way the resolved hash is written to mdr.lock, and mdr install reproduces it on any machine.
[](https://markdownregistry.com/a/art_tjhstrx466hnuuyt)
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Versions
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20260920.2cbc56d latest | 2026-09-20 | 2cbc56d | 21,374 B | A | view · diff |
| git:20260729.8dd5ad0 | 2026-07-29 | 8dd5ad0 | 21,197 B | A | view · diff |
| git:20260729.4a3a4d0 | 2026-07-29 | 4a3a4d0 | 21,062 B | A | view · diff |
| git:20260729.5b86b60 | 2026-07-29 | 5b86b60 | 20,566 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 (21374 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
vandanaajaydubey111/great-pm · 3 stars · license MIT · pushed 2026-09-20 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_tjhstrx466hnuuyt GET https://markdownregistry.com/api/v1/resolve?ref=vandanaajaydubey111/great-pm/improve-retention GET https://markdownregistry.com/api/v1/blob/2c7ed49540ddf32f904e5327dff32ff5c4f82e58efb800819a667c6886fa584c
Your agent 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.
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