Debugging with GitNexus

SkillMonitoring & ops

Use when the user is debugging a bug, tracing an error, or asking why something fails. Examples: \"Why is X failing?\", \"Where does this error come from?\", \"Trace this bug\"

Available today. Use it from your connected AI after setup.

Connect ahel once, and every AI you use reads what you have installed.

Then ask your AI: use the Debugging with GitNexus skill

What this skill tells your AI

The instructions your AI receives, as published by haoxiang-xu/pupu in .claude/skills/gitnexus-debugging/SKILL.md and read by ahel’s review.

When to Use

  • "Why is this function failing?"
  • "Trace where this error comes from"
  • "Who calls this method?"
  • "This endpoint returns 500"
  • Investigating bugs, errors, or unexpected behavior

Workflow

1. query({search_query: "<error or symptom>"})            → Find related execution flows
2. context({name: "<suspect>"})                    → See callers/callees/processes
3. READ gitnexus://repo/{name}/process/{name}                → Trace execution flow
4. cypher({statement: "MATCH path..."})                 → Custom traces if needed

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

Checklist

- [ ] Understand the symptom (error message, unexpected behavior)
- [ ] query for error text or related code
- [ ] Identify the suspect function from returned processes
- [ ] context to see callers and callees
- [ ] Trace execution flow via process resource if applicable
- [ ] cypher for custom call chain traces if needed
- [ ] Read source files to confirm root cause

Debugging Patterns

SymptomGitNexus Approach
Error messagequery for error text → context on throw sites
Wrong return valuecontext on the function → trace callees for data flow
Intermittent failurecontext → look for external calls, async deps
Performance issuecontext → find symbols with many callers (hot paths)
Recent regressiondetect_changes to see what your changes affect
"How does A reach B?"trace between the two symbols — shortest call chain in one call

Tools

query — find code related to error:

query({search_query: "payment validation error"})
→ Processes: CheckoutFlow, ErrorHandling
→ Symbols: validatePayment, handlePaymentError, PaymentException

context — full context for a suspect:

context({name: "validatePayment"})
→ Incoming calls: processCheckout, webhookHandler
→ Outgoing calls: verifyCard, fetchRates (external API!)
→ Processes: CheckoutFlow (step 3/7)

cypher — custom call chain traces:

MATCH path = (a)-[:CodeRelation {type: 'CALLS'}*1..2]->(b:Function {name: "validatePayment"})
RETURN [n IN nodes(path) | n.name] AS chain

trace — shortest call chain between two symbols ("how does A reach B?"), one call instead of chaining context hops:

trace({ from: "processCheckout", to: "fetchRates" })
→ status: ok, hopCount: 3
→ hops: processCheckout → validatePayment → verifyCard → fetchRates
→ edges: CALLS (1.0), CALLS (0.95), CALLS (1.0)

When no path exists, trace reports the furthest reachable node — exactly where the chain breaks (dynamic dispatch, reflection, or an external boundary).

Example: "Payment endpoint returns 500 intermittently"

1. query({search_query: "payment error handling"})
   → Processes: CheckoutFlow, ErrorHandling
   → Symbols: validatePayment, handlePaymentError

2. context({name: "validatePayment"})
   → Outgoing calls: verifyCard, fetchRates (external API!)

3. READ gitnexus://repo/my-app/process/CheckoutFlow
   → Step 3: validatePayment → calls fetchRates (external)

4. Root cause: fetchRates calls external API without proper timeout

Signals

GitHub stars
36
Forks
6
Last commit
Sep 2026
Advanced
Catalog kind
skill
Gateway key
gitnexus-debugging
Source
github.com/haoxiang-xu/pupu