support-mining SKILL.md skillA
support-mining from vmobifystudio/app-dev-team is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add vmobifystudio/app-dev-team/support-mining@git:20260729.071181ePins git:20260729.071181e in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- vmobifystudio/app-dev-team
- Path
skills/support-mining/SKILL.md- Versions recorded
- 1
- Latest version
- git:20260729.071181e, committed Jul 29, 2026
- Size
- 2,820 bytes
- Repository stars
- 5
- License
- MIT
Use when turning store reviews, support threads, crash clusters or feedback into ranked product findings — by data-analyst post-launch, and by product-researcher when existing user evidence is the question. A review-mining pass, not a standing role.
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
# Support mining Users describe symptoms, in their own words, having already worked around the problem. This is the pass that turns that into something the board can act on — and the discipline that keeps it from becoming a list of the loudest complaints. ## Sources, and what each is good for | Source | Good evidence for | Systematically biased toward | |---|---|---| | Store reviews | first-run and pricing friction | the delighted and the furious, never the middle | | Support threads | reproducible defects | users willing to write in — a small, patient minority | | Crash clusters | the truth about stability | devices and OS versions you have most of | | Uninstall / churn signals | where value failed to land | nothing at all about why | **Name the bias in the report.** A finding from reviews alone is a finding about reviewers. ## The pass 1. **Cluster by user-described symptom, not by your guess at the cause.** "Photos disappeared" and "lost my edits" may be one defect or three; keep them separate until evidence merges them. 2. **Rank by `frequency × severity × recency`**, and show all three columns. A cluster ranked by …
Read the whole file at its exact version.
How to install
mdr add vmobifystudio/app-dev-team/support-mining@sha256:65314fad698ace71The line at the top of this page pins the label git:20260729.071181e, 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_yc6nptkrpcxhivtu)
3 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 1 version of this file, committed on Jul 29, 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 (2820 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
vmobifystudio/app-dev-team · 5 stars · license MIT · pushed 2026-11-02 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_yc6nptkrpcxhivtu GET https://markdownregistry.com/api/v1/resolve?ref=vmobifystudio/app-dev-team/support-mining GET https://markdownregistry.com/api/v1/blob/65314fad698ace718bb3bd305329f5f359868eb8cafc505f224ae83ae17fa023
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.