vercel-labs/dev3000 is a local web debugging runtime that records a web app's server logs, browser events, errors, network activity, interactions, and screenshots in one timestamped timeline. Coding agents use it to run and inspect web applications while reproducing bugs. Its catalogue add-ons teach agents how to operate the runtime and examine its debugging evidence.
Borrowing it
Nothing to install: this file belongs to vercel-labs/dev3000. Take a copy, put it at the same path in your own repository, and replace the rules that are about this project with yours.
curl -O https://raw.githubusercontent.com/vercel-labs/dev3000/main/.agents/skills/analyze-bundle/SKILL.mdgit clone --depth 1 https://github.com/vercel-labs/dev3000Wrote 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/vercel-labs/dev3000/analyze-bundle)<a href="https://agentmods.dev/skills/vercel-labs/dev3000/analyze-bundle"><img src="https://agentmods.dev/badge/skills/vercel-labs/dev3000/analyze-bundle/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/vercel-labs/dev3000/analyze-bundle"><img src="https://agentmods.dev/badge/skills/vercel-labs/dev3000/analyze-bundle.svg" alt="Reviewed on agentmods" width="80" height="20"></a>- NVIDIA SkillSpector pass
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 | $0.00017 | $0.00699 |
| Opus 5.5 | $0.00007 | $0.00280 |
| Sonnet 5.5 | $0.00003 | $0.00140 |
| Haiku 4.5 | $0.00002 | $0.00070 |
Grade A, and why
analyze-bundle 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 2mo 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.
How it starts
The opening of the file, as written. The whole thing — 83 lines — stays where its author put it; the contents beside it link to each section on GitHub.
analyze-to-ndjson
Converts Next.js bundle analyzer binary .data files into grep/jq-friendly NDJSON.
Analyze artifacts
This workflow pre-generates analyzer artifacts in:
.next/diagnostics/analyze/ndjson/routes.ndjson.next/diagnostics/analyze/ndjson/sources.ndjson.next/diagnostics/analyze/ndjson/output_files.ndjson.next/diagnostics/analyze/ndjson/module_edges.ndjson.next/diagnostics/analyze/ndjson/modules.ndjson
Focus on reading these files and using their evidence to prioritize changes.
Output files
| File | What's in it |
|---|---|
modules.ndjson |
Global module registry (id, ident, path) |
module_edges.ndjson |
Module dependency graph (from, to, kind: sync/async) |
sources.ndjson |
Per-route source tree with sizes and environment flags |
chunk_parts.ndjson |
Granular size data: one line per (source, output_file) pair |
output_files.ndjson |
Per-route output files with aggregated sizes |
routes.ndjson |
Route-level summaries |
Browsing the output
Route overview
jq -s 'sort_by(-.total_compressed_size)' .next/diagnostics/analyze/ndjson/routes.ndjson
Find large sources
jq -s '
group_by(.full_path)
| map(max_by(.compressed_size))
| sort_by(-.compressed_size)
| .[0:10]
| .[] | {full_path, compressed_size, size, route}
' .next/diagnostics/analyze/ndjson/sources.ndjson
Client-side JS
grep '"client":true' .next/diagnostics/analyze/ndjson/sources.ndjson \
| grep '"js":true' \
| jq -s 'sort_by(-.compressed_size) | .[0:10] | .[] | {full_path, compressed_size}'
Module dependencies
grep '"from":42,' .next/diagnostics/analyze/ndjson/module_edges.ndjson | jq .to
grep '"to":42,' .next/diagnostics/analyze/ndjson/module_edges.ndjson | jq .from
grep 'react-dom' .next/diagnostics/analyze/ndjson/modules.ndjson | jq '{id, path}'
Output files for a route
grep '"route":"/"' .next/diagnostics/analyze/ndjson/output_files.ndjson \
| jq -s 'sort_by(-.total_compressed_size) | .[0:10] | .[] | {filename, total_compressed_size, num_parts}'
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.
- 2mo ago First seen · 83 lines · 17 tokens per session scan A ec17b1a3dfe9
analyze-bundle is a skill published in the GitHub repository vercel-labs/dev3000 (1,597 stars, last pushed 7d ago), licensed MIT. It adds 17 tokens to every session and 699 once invoked, about $0.0001 per session on Opus 5.5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.
analyze-bundle compared with skills from other repositories
| Mod | Type | Stars | Last push | Licence | Scan | Tokens | Works with |
|---|---|---|---|---|---|---|---|
| analyze-bundlevercel-labs/dev3000 | Skill | 1.6k | 7d ago | MIT | A | 17 | Claude Code |
| storage-retentionget-bb/bb | Skill | 4.9k | today | MIT | A | 20 | Claude Code, Codex |
| thread-listget-bb/bb | Skill | 4.9k | today | MIT | A | 33 | Claude Code, Codex |
| memoryget-bb/bb | Skill | 4.9k | today | MIT | A | 16 | Claude Code, Codex |
| submit-a-pluginget-bb/bb | Skill | 4.9k | today | MIT | A | 23 | Claude Code, Codex |
| workflowsget-bb/bb | Skill | 4.9k | today | MIT | A | 21 | Claude Code, Codex |
| provider-retryget-bb/bb | Skill | 4.9k | today | MIT | A | 26 | Claude Code, Codex |