predict SKILL.md skillA

predict from ffroliva/gflow-cli is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add ffroliva/gflow-cli/predict@v1.0

Pins v1.0 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
ffroliva/gflow-cli
Path
skills/predict/SKILL.md
Versions recorded
5
Latest version
v1.0, committed Sep 2, 2026
First version recorded
May 28, 2026
Size
10,860 bytes
Repository stars
324
License
MIT

Pre-implementation multi-persona adversarial analysis for gflow-cli proposals. Five expert personas independently evaluate a proposed change before a single line of code is written, then converge on a GO / CAUTION / STOP verdict. Invoke before any high-stakes decision: new transport, auth change, selector redesign, schema migration, API surface change, or backlog item requiring an investigation gate.

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

# `predict` — Pre-Implementation Multi-Persona Analysis

Structured pre-implementation review. Five expert personas assess the proposal
**independently**, then debate, then converge on a verdict with a confidence
score. Surfacing architectural, security, performance, and UX flaws before the
first commit is the cheapest place to catch them.

---

## When to invoke

Use before implementing any of:
- A new transport strategy (`sapisidhash`, `cdp_attach`, `official_veo`)
- Auth flow changes (new strategy, G12 bypass technique, cookie extraction)
- Selector cascade redesigns affecting `ONBOARDING_SELECTORS`, `NEW_PROJECT_SELECTORS`, `FRAME_SLOTS_STRUCT`
- Schema migrations in `gflow_cli/data/`
- New CLI surface or exit-code changes
- Any backlog item with an "investigation gate" in PLAN.md before coding

Skip for: trivial bug fixes (< 10 lines, isolated, no boundary cross), already-approved PLAN.md tasks entering EXECUTE, pure doc changes.

---

## Invocation

```
/gflow:predict <proposal>
```

`<proposal>` is a short description of what you intend to build or change —
one paragraph is enough. Examples:
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add ffroliva/gflow-cli/predict@sha256:debaf164974925f9

The line at the top of this page pins the label v1.0, 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.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_he6s6a2gkalaonag.svg)](https://markdownregistry.com/a/art_he6s6a2gkalaonag)

0 badge image fetches in 30 days. What the badge shows.

Versions

The registry has recorded 5 versions of this file, between May 28, 2026 and Sep 2, 2026, about one every 24 days.

versioncommittedcommitsizeaudit
v1.0 latest2026-09-02 9691e3e 10,860 BA view · diff
v1.02026-08-06 47ec633 10,170 BA view · diff
v1.02026-08-04 08c583d 9,910 BA view · diff
v1.02026-05-30 72a95f7 9,817 BA view · diff
git:20260528.1e75e5a2026-05-28 1e75e5a 9,802 BA view

Audit of the latest version

A  17 of 17 checks passed. Fixed automatic checks with no AI involved, so the same checks give the same answer every run.
  • pass: Frontmatter block present
  • pass: Frontmatter declares a name
  • pass: Frontmatter declares a description
  • pass: Size between 200 bytes and 200 KB (10860 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

GitHub

ffroliva/gflow-cli · 324 stars · license MIT · pushed 2026-10-23 · branch develop

API

GET https://markdownregistry.com/api/v1/artifacts/art_he6s6a2gkalaonag
GET https://markdownregistry.com/api/v1/resolve?ref=ffroliva/gflow-cli/predict
GET https://markdownregistry.com/api/v1/blob/debaf164974925f95662cb068fa36d3e6ab7dd2828c02fadad7c1334b4943742

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.

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