insforge-debug SKILL.md skillA

insforge-debug from aiskillstore/marketplace is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add aiskillstore/marketplace/insforge-debug@git:20260831.347f91d

Pins git:20260831.347f91d in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
aiskillstore/marketplace
Path
pending/insforge/insforge-debug/SKILL.md
Versions recorded
1
Latest version
git:20260831.347f91d, committed Aug 31, 2026
Size
15,342 bytes
Repository stars
471
License
none declared

Use when diagnosing problems in an InsForge project — reactive failures (SDK error object, HTTP 4xx/5xx, gateway timeout 502/503/504, edge function failure or timeout, login/OAuth/auth errors, RLS denial, realtime channel issues, slow query on one endpoint, edge function or Vercel deploy failure), proactive audits (security/RLS review, performance/index review, system health check, pre-launch readiness), or when the user has an error but doesn't know where to start.

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

# InsForge Debug

Diagnose problems in InsForge projects by combining the backend's observability primitives — logs, metrics, db-health, advisor, policies, metadata, error objects, deploy state, and AI assist. This skill provides:

1. A reference per **debug primitive** (one observability surface each — under `references/`)
2. **Symptom Recipes** (below) that name the primitive sequence for known reactive symptoms and proactive audits

**Always use `npx -y @insforge/cli`** — never install the CLI globally.

## Fastest Path: AI-Assisted Triage

When the user gives a concrete description (error message, failing URL, HTTP status), hand it to the InsForge debug agent. Unlike the other primitives, this one returns suggestions, not just observations — verify the diagnosis against the primitives it cites before acting on it.

```bash
npx -y @insforge/cli diagnose --ai "<issue description>"
```

See [references/ai-assisted.md](references/ai-assisted.md) for when to use this first vs when to skip, and how to verify the output.

## Debug Primitives
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add aiskillstore/marketplace/insforge-debug@sha256:9cfe7d7640e44f75

The line at the top of this page pins the label git:20260831.347f91d, 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_mxvqe736sltdcjww.svg)](https://markdownregistry.com/a/art_mxvqe736sltdcjww)

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

Versions

The registry has recorded 1 version of this file, committed on Aug 31, 2026.

versioncommittedcommitsizeaudit
git:20260831.347f91d latest2026-08-31 347f91d 15,342 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 (15342 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

aiskillstore/marketplace · 471 stars · license none declared · pushed 2026-11-08 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_mxvqe736sltdcjww
GET https://markdownregistry.com/api/v1/resolve?ref=aiskillstore/marketplace/insforge-debug
GET https://markdownregistry.com/api/v1/blob/9cfe7d7640e44f751a95ec53e873a5ff59d691fd6a20b153cc2238c4da0bc1a4

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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Every file in aiskillstore/marketplace

Other files named insforge-debug

insforge-debug SKILL.md skill
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