cgg-frameworks SKILL.md skillA
cgg-frameworks from neuralnotwerk/cgg is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add neuralnotwerk/cgg/cgg-frameworks@git:20260812.a9f50e1Pins git:20260812.a9f50e1 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- neuralnotwerk/cgg
- Path
skills/cgg-frameworks/SKILL.md- Versions recorded
- 4
- Latest version
- git:20260812.a9f50e1, committed Aug 12, 2026
- First version recorded
- Aug 6, 2026
- Size
- 20,098 bytes
- Repository stars
- 46
- License
- a license file GitHub does not identify
Teach `cgg` about a framework it does not recognise, so framework-invoked handlers stop showing up as unreferenced in `--dead-code`. Trigger when a cgg dead-code report flags route handlers, job tasks, lifecycle hooks, event listeners, actor message handlers, or ML `forward`/`step` methods that are obviously invoked by a framework; when the user says "these aren't dead, the framework calls them", "cgg doesn't understand our framework", "how do I tell cgg about X"; or when adding a…
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
# cgg-frameworks — teaching cgg about a framework
A framework invokes user code by means that are not calls: a decorator
registers a route, a base class declares a contract the runtime calls, a
path string names a worker module. cgg resolves *calls*, so those entry
points have no caller and `--dead-code` reports them — and then reports
everything reachable only from them. One invisible entry point commonly
costs two or more findings.
This skill turns that off, correctly, in four steps. Steps 1–3 are the
work. Step 4 is the upstream offer, and has rules of its own.
## Step 0 — read the coverage table first
cgg ships a built-in rule table covering 340+ distinct frameworks across
36 languages, and **tells you which ones it recognised in your tree**.
Run it and read stderr before writing anything:
```bash
cgg ./src
```
Real output, from `cgg` on a Flask application:
```text
framework coverage
recognised flask (network, 130 entries) · click (cli, 31 entries)
celery (queue, 3 entries)
seen, no rules py-context-manager — found in 2 file(s), entries NOT enumerated
detected, but no entry point matched its rules
…Read the whole file at its exact version.
How to install
mdr add neuralnotwerk/cgg/cgg-frameworks@sha256:98f1e1613ab2c7a4The line at the top of this page pins the label git:20260812.a9f50e1, 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_sp7lvhowumcelwlh)
4 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 4 versions of this file, between Aug 6, 2026 and Aug 12, 2026, about one every 2 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20260812.a9f50e1 latest | 2026-08-12 | a9f50e1 | 20,098 B | A | view · diff |
| git:20260808.c9fc4b1 | 2026-08-08 | c9fc4b1 | 15,212 B | A | view · diff |
| git:20260806.ddceb5f | 2026-08-06 | ddceb5f | 15,211 B | A | view · diff |
| git:20260806.47e7c17 | 2026-08-06 | 47e7c17 | 14,446 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 (20098 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
neuralnotwerk/cgg · 46 stars · license a license file GitHub does not identify · pushed 2026-10-23 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_sp7lvhowumcelwlh GET https://markdownregistry.com/api/v1/resolve?ref=neuralnotwerk/cgg/cgg-frameworks GET https://markdownregistry.com/api/v1/blob/98f1e1613ab2c7a43bd42e036fe8366627bdcb6329497f3b6544f737d80eadfa
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.