Getting it into your agent
One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.
npx skills add zai-org/Synapse --skill debug-progit clone --depth 1 https://github.com/zai-org/SynapseWrote 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.
[](https://agentmods.dev/skills/zai-org/synapse/debug-pro)<a href="https://agentmods.dev/skills/zai-org/synapse/debug-pro"><img src="https://agentmods.dev/badge/skills/zai-org/synapse/debug-pro/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.
<a href="https://agentmods.dev/skills/zai-org/synapse/debug-pro"><img src="https://agentmods.dev/badge/skills/zai-org/synapse/debug-pro.svg" alt="Reviewed on agentmods" width="80" height="20"></a>- NVIDIA SkillSpector warn
SkillSpector: 2 findings, up to medium
These are SkillSpector’s own severities. On a checked sample its high-severity flags on skills were ~96% false positives — a documented command, a public API, a “never do X” rule — so we show them as a caution to read, not a verdict. Why →
- medium Data Exfiltration · line 70 Data is being sent to an external URL. This could be legitimate telemetry or data exfiltration. Manual review is recommended.Fix: Verify the destination URL is trusted and necessary. Remove or replace with documented APIs. Ensure no secrets, tokens, or PII are transmitted.
- medium Privilege Escalation · line 104 Commands invoke sudo or root privileges. Verify this elevated access is necessary and justified.Fix: Avoid sudo/root unless strictly required. Prefer least-privilege patterns. If elevation is needed, document the justification and scope.
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.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.00000 | $0.00864 |
| Opus 5.5 | $0.00000 | $0.00346 |
| Sonnet 5.5 | $0.00000 | $0.00173 |
| Haiku 4.5 | $0.00000 | $0.00086 |
Grade B, and why
debug-pro scanned grade B with 2 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 1mo 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.
Asks for rootmediumPrivilege escalation
A mod that escalates privileges can change anything on the machine, not only the project.
| `Permission denied` | File/network permission issue | Check chmod, firewall, sudo | Makes network callslowCapability
Not a fault in itself. Listed so you know the mod talks to something, and to what.
curl -v https://api.example.com/endpoint Copies of this mod
2 near-identical copies found in the catalogue:
- advanced-debugging-assistant — 89% identical, 9 lines differ
- debug-pro — 88% identical, 5 lines differ
How it starts
The opening of the file, as written. The whole thing — 124 lines — stays where its author put it; the contents beside it link to each section on GitHub.
debug-pro
Systematic debugging methodology and language-specific debugging commands.
The 7-Step Debugging Protocol
- Reproduce — Get it to fail consistently. Document exact steps, inputs, and environment.
- Isolate — Narrow scope. Comment out code, use binary search, check recent commits with
git bisect. - Hypothesize — Form a specific, testable theory about the root cause.
- Instrument — Add targeted logging, breakpoints, or assertions.
- Verify — Confirm root cause. If hypothesis was wrong, return to step 3.
- Fix — Apply the minimal correct fix. Resist the urge to refactor while debugging.
- Regression Test — Write a test that catches this bug. Verify it passes.
Language-Specific Debugging
JavaScript / TypeScript
# Node.js debugger
node --inspect-brk app.js
# Chrome DevTools: chrome://inspect
# Console debugging
console.log(JSON.stringify(obj, null, 2))
console.trace('Call stack here')
console.time('perf'); /* code */ console.timeEnd('perf')
# Memory leaks
node --expose-gc --max-old-space-size=4096 app.js
Python
# Built-in debugger
python -m pdb script.py
# Breakpoint in code
breakpoint() # Python 3.7+
# Verbose tracing
python -X tracemalloc script.py
# Profile
python -m cProfile -s cumulative script.py
Swift
# LLDB debugging
lldb ./MyApp
(lldb) breakpoint set --name main
(lldb) run
(lldb) po myVariable
# Xcode: Product → Profile (Instruments)
CSS / Layout
/* Outline all elements */
* { outline: 1px solid red !important; }
/* Debug specific element */
.debug { background: rgba(255,0,0,0.1) !important; }
Network
# HTTP debugging
curl -v https://api.example.com/endpoint
curl -w "@curl-format.txt" -o /dev/null -s https://example.com
# DNS
dig example.com
nslookup example.com
# Ports
lsof -i :3000
netstat -tlnp
Git Bisect
git bisect start
git bisect bad # Current commit is broken
git bisect good abc1234 # Known good commit
# Git checks out middle commit — test it, then:
git bisect good # or git bisect bad
# Repeat until root cause commit is found
git bisect reset
What ships with it
2 files beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.
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.
- 1mo ago First seen · 124 lines · 0 tokens per session scan B 88d58b65a81f
debug-pro is a skill published in the GitHub repository zai-org/Synapse (462 stars, last pushed 2mo ago), licensed Apache-2.0. It costs nothing until one of its globs matches a file; then it loads 864 tokens. A static security scan graded it B with 2 findings (asks for root, makes network calls). No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.
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