chatgpt-mcp: Skill for Claude Code

.claude/skills/gitnexus/gitnexus-exploring/SKILL.md

gitnexus-exploring is a skill for Claude Code from trankhanh040147/chatgpt-mcp. It costs 55 tokens per session (688 once invoked), scanned A, a copy of gitnexus-exploring, MIT.

A code-exploration tool that helps explain how an unfamiliar software project is organized and how its code runs.

In plain words
What is it for?
It helps trace authentication, database, and other execution flows, inspect project structure, find related code, and understand callers and dependencies.
Why use it?
It saves time when you need to understand existing code before changing it. It can connect symbols, such as functions or classes, to the code that calls or uses them.

Skill for Claude Code

Written for Claude Code: installed under .claude/.

This is trankhanh040147/chatgpt-mcp's own configuration. It tells Claude Code how to work on chatgpt-mcp itself, so it is not a mod to install elsewhere. Copy it as a starting point and replace the rules that are about this project. Everything chatgpt-mcp configures →

Reuse

Borrowing it

Nothing to install: this file belongs to trankhanh040147/chatgpt-mcp. Take a copy, put it at the same path in your own repository, and replace the rules that are about this project with yours.

Copy the file
curl -O https://raw.githubusercontent.com/trankhanh040147/chatgpt-mcp/main/.claude/skills/gitnexus/gitnexus-exploring/SKILL.md
Clone the repo
git clone --depth 1 https://github.com/trankhanh040147/chatgpt-mcp

Made for: Claude Code.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

agentmods badge for gitnexus-exploring

README.md
[![agentmods](https://agentmods.dev/badge/skills/trankhanh040147/chatgpt-mcp/gitnexus-exploring/github.svg)](https://agentmods.dev/skills/trankhanh040147/chatgpt-mcp/gitnexus-exploring)
Your own site
<a href="https://agentmods.dev/skills/trankhanh040147/chatgpt-mcp/gitnexus-exploring"><img src="https://agentmods.dev/badge/skills/trankhanh040147/chatgpt-mcp/gitnexus-exploring/github.svg" alt="Measured on agentmods" height="20"></a>

Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

agentmods 80×15 button for gitnexus-exploring

Your own site · 80×15
<a href="https://agentmods.dev/skills/trankhanh040147/chatgpt-mcp/gitnexus-exploring"><img src="https://agentmods.dev/badge/skills/trankhanh040147/chatgpt-mcp/gitnexus-exploring.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 55 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 688 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.
Origin 100% copy Near-identical to another mod in the catalogue.
Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

ModelPer sessionOnce invoked
Fable 5.1 $0.00055 $0.00688
Opus 5 $0.00028 $0.00344
Sonnet 5 $0.00011 $0.00138
Haiku 4.5 $0.00006 $0.00069

Measured 8d ago against content hash 21b18eee1f67, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-09, from the pricing page.

Security

Grade A, and why

gitnexus-exploring scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 8d ago.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

Origin

This is a copy

100% identical to gitnexus-exploring — 0 lines differ, which has more behind it and is treated as the original. This page carries a canonical link to it rather than competing with it.

.claude/skills/gitnexus/gitnexus-exploring/SKILL.md · 79 lines

How it starts

The opening of the file, as written. The whole thing — 79 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Exploring Codebases with GitNexus

When to Use

  • "How does authentication work?"
  • "What's the project structure?"
  • "Show me the main components"
  • "Where is the database logic?"
  • Understanding code you haven't seen before

Workflow

1. READ gitnexus://repos                          → Discover indexed repos
2. READ gitnexus://repo/{name}/context             → Codebase overview, check staleness
3. query({search_query: "<what you want to understand>"})  → Find related execution flows
4. context({name: "<symbol>"})            → Deep dive on specific symbol
5. READ gitnexus://repo/{name}/process/{name}      → Trace full execution flow

If step 2 says "Index is stale" → run node .gitnexus/run.cjs analyze in terminal.

Checklist

- [ ] READ gitnexus://repo/{name}/context
- [ ] query for the concept you want to understand
- [ ] Review returned processes (execution flows)
- [ ] context on key symbols for callers/callees
- [ ] READ process resource for full execution traces
- [ ] Read source files for implementation details

Resources

Resource What you get
gitnexus://repo/{name}/context Stats, staleness warning (~150 tokens)
gitnexus://repo/{name}/clusters All functional areas with cohesion scores (~300 tokens)
gitnexus://repo/{name}/cluster/{name} Area members with file paths (~500 tokens)
gitnexus://repo/{name}/process/{name} Step-by-step execution trace (~200 tokens)

Tools

query — find execution flows related to a concept:

query({search_query: "payment processing"})
→ Processes: CheckoutFlow, RefundFlow, WebhookHandler
→ Symbols grouped by flow with file locations

context — 360-degree view of a symbol:

context({name: "validateUser"})
→ Incoming calls: loginHandler, apiMiddleware
→ Outgoing calls: checkToken, getUserById
→ Processes: LoginFlow (step 2/5), TokenRefresh (step 1/3)

Read the full file on GitHub · 79 lines

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. 8d ago First seen · 79 lines · 55 tokens per session scan A 21b18eee1f67

Subscribe to this mod's changes

gitnexus-exploring is a skill published in the GitHub repository trankhanh040147/chatgpt-mcp (0 stars, last pushed 4d ago), licensed MIT. It adds 55 tokens to every session and 688 once invoked, about $0.0003 per session on Opus 5. A static security scan graded it A with 0 findings. It is 100% identical to gitnexus-exploring, differing in 0 lines, and is treated as a copy.

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