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Diagnosis · Research

mini-context-graph

A persistent, compounding knowledge base combining Karpathy's LLM Wiki pattern with a structured knowledge graph.

Reading sources and marking what holds up

Works with
ClaudeChatGPTGeminiClaude CodeCodexCursorCopilotGemini CLI
Setup
One command
Best in a coding tool, where its scripts can run.
Contains
Instructions + 10 scripts
Python.
Maintained
Last change 1 Oct 2026
On the repository’s main branch.

What it does

Standard RAG re-discovers knowledge from scratch on every query. This skill is different:

What it can touch

  • Includes 10 scripts

    Your AI can run these when the skill is used — on your computer in a coding tool (which asks first unless you have told it not to), or in the AI’s own sandbox in Claude and ChatGPT.

    How we know

    Found in the skill’s folder: scripts/config.py, scripts/contextgraph.py, scripts/template_agent_workflow.py, scripts/tools/__init__.py….

  • No known risk pattern found

    Launch7’s automated check read all 15 text files in this skill and matched none of its risk patterns. This is not a guarantee: a check like this can miss new or disguised tricks, and the author can change the files after the check.

    How we know

    Read 2026-10-05, commit 143a3d9 by pipeline/trust/analyze.py — 40+ patterns for hidden text, prompt injection, downloads that run, credential access and more. It reads; it never runs the skill.

  • Recently maintained

    Its repository has had changes recently.

    How we know

    Last push to github/awesome-copilot: 2026-10-01 (4 days before the scan).

Read automatically from the skill’s own files on GitHub on 5 Oct 2026. Launch7 does not run or manually review skills: this lists what the check saw, and nothing here means “safe”. How we check

Add it to your AI

Partly. Upload it in Claude’s settings — the instructions work; the scripts need the full folder.

  1. Built in your browser from the SKILL.md on GitHub — nothing passes through Launch7.

  2. In Claude, open Customize → Skills, press +, then Create skill → Upload a skill, and choose the .zip.

  3. Make sure code execution is switched on (Settings → Capabilities). Skills need it.

  4. Start a new chat and ask for the job in your own words — Claude picks the skill up when it fits.

This skill ships 10 scripts beside its instructions. The download here is the SKILL.md alone — enough for the instructions, not for the parts that run code. Use the command route, or take the full folder from the repository.

How Claude does this: support.claude.com · checked 28 Sep 2026 · “Supported” means documented by the vendor; Launch7 has not run it end to end

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    Trigger for prompts like "analyze my ad campaigns", "where am I wasting ad spend", "reallocate my ad budget", "which ads are actually working", or "ROAS analysis".

    From GitHubInstructions only
  • agent-architecture

    Design AI agent architectures through requirements discovery, or audit and diagnose architectural flaws in existing agents.

    From GitHubInstructions only
  • agentic-eval

    Patterns and techniques for evaluating and improving AI agent outputs.

    From GitHubInstructions only
  • ai-ready

    Make any repo AI-ready — analyzes your codebase and generates AGENTS.md, copilot-instructions.md, CI workflows, issue templates, and more.

    From GitHubRuns terminal commands
  • automate-this

    Analyze a screen recording of a manual process and produce targeted, working automation scripts.

    From GitHubInstalls other software