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@TooTallNate TooTallNate commented Jan 7, 2026

I didn't have bd installed so Claude gave up on using beads. Hopefully this will nudge it to figure it out.

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🦋 Changeset detected

Latest commit: ce1e466

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📊 Benchmark Results

📈 Comparing against baseline from main branch. Green 🟢 = faster, Red 🔺 = slower.

workflow with no steps

💻 Local Development

World Framework Workflow Time Wall Time Overhead Samples vs Fastest
💻 Local 🥇 Express 0.031s (-30.6% 🟢) 1.007s (~) 0.976s 10 1.00x
🌐 Starter Next.js (Turbopack) 0.037s (-6.3% 🟢) 1.013s (~) 0.976s 10 1.20x
💻 Local Next.js (Turbopack) 0.038s (-11.9% 🟢) 1.014s (~) 0.976s 10 1.23x
🌐 Redis Next.js (Turbopack) 0.040s (+7.4% 🔺) 1.017s (~) 0.977s 10 1.30x
💻 Local Nitro 0.043s (-16.0% 🟢) 1.019s (+1.1%) 0.976s 10 1.37x
🌐 MongoDB Next.js (Turbopack) 0.074s (-11.0% 🟢) 1.014s (~) 0.940s 10 2.39x
🌐 Turso Next.js (Turbopack) 0.100s (-2.8%) 1.014s (~) 0.914s 10 3.22x
🐘 Postgres Express 0.231s (-38.5% 🟢) 1.013s (~) 0.783s 10 7.41x
🐘 Postgres Nitro 0.323s (+17.9% 🔺) 1.013s (~) 0.690s 10 10.38x
🐘 Postgres Next.js (Turbopack) 0.365s (+100.9% 🔺) 1.037s (+1.8%) 0.672s 10 11.74x

▲ Production (Vercel)

World Framework Workflow Time Wall Time Overhead Samples vs Fastest
▲ Vercel 🥇 Nitro 1.586s (+25.5% 🔺) 2.437s (+20.5% 🔺) 0.852s 10 1.00x
▲ Vercel Express 1.683s (+58.2% 🔺) 2.443s (+25.0% 🔺) 0.759s 10 1.06x
▲ Vercel Next.js (Turbopack) 1.692s (+32.1% 🔺) 2.724s (+36.0% 🔺) 1.031s 10 1.07x

🔍 Observability: Nitro | Express | Next.js (Turbopack)

workflow with 1 step

💻 Local Development

World Framework Workflow Time Wall Time Overhead Samples vs Fastest
💻 Local 🥇 Express 1.077s (-3.3%) 2.007s (~) 0.930s 10 1.00x
🌐 Starter Next.js (Turbopack) 1.092s (~) 2.009s (~) 0.917s 10 1.01x
💻 Local Next.js (Turbopack) 1.098s (~) 2.011s (~) 0.914s 10 1.02x
🌐 Redis Next.js (Turbopack) 1.099s (-0.6%) 2.012s (~) 0.913s 10 1.02x
💻 Local Nitro 1.113s (-1.9%) 2.007s (~) 0.894s 10 1.03x
🌐 Turso Next.js (Turbopack) 1.298s (-1.5%) 2.013s (~) 0.715s 10 1.21x
🌐 MongoDB Next.js (Turbopack) 1.302s (-0.7%) 2.012s (~) 0.710s 10 1.21x
🐘 Postgres Next.js (Turbopack) 1.717s (-27.2% 🟢) 2.016s (-33.2% 🟢) 0.299s 10 1.59x
🐘 Postgres Express 2.183s (-1.2%) 3.015s (~) 0.832s 10 2.03x
🐘 Postgres Nitro 2.186s (+2.2%) 3.014s (~) 0.828s 10 2.03x

▲ Production (Vercel)

World Framework Workflow Time Wall Time Overhead Samples vs Fastest
▲ Vercel 🥇 Next.js (Turbopack) 5.096s (+85.9% 🔺) 5.933s (+63.8% 🔺) 0.837s 10 1.00x
▲ Vercel Express 5.975s (+121.0% 🔺) 6.806s (+85.9% 🔺) 0.831s 10 1.17x
▲ Vercel Nitro 6.033s (+124.6% 🔺) 6.861s (+94.7% 🔺) 0.828s 10 1.18x

🔍 Observability: Next.js (Turbopack) | Express | Nitro

workflow with 10 sequential steps

💻 Local Development

World Framework Workflow Time Wall Time Overhead Samples vs Fastest
💻 Local 🥇 Express 10.530s (-2.5%) 11.014s (~) 0.484s 5 1.00x
🌐 Starter Next.js (Turbopack) 10.582s (~) 11.012s (~) 0.429s 5 1.01x
💻 Local Next.js (Turbopack) 10.651s (~) 11.018s (~) 0.367s 5 1.01x
🌐 Redis Next.js (Turbopack) 10.658s (~) 11.017s (~) 0.359s 5 1.01x
💻 Local Nitro 10.779s (-1.1%) 11.013s (~) 0.234s 5 1.02x
🌐 MongoDB Next.js (Turbopack) 12.169s (~) 13.021s (~) 0.852s 5 1.16x
🌐 Turso Next.js (Turbopack) 12.208s (~) 13.029s (~) 0.821s 5 1.16x
🐘 Postgres Next.js (Turbopack) 15.248s (-25.0% 🟢) 16.043s (-23.8% 🟢) 0.795s 5 1.45x
🐘 Postgres Nitro 20.356s (+2.8%) 21.030s (+4.0%) 0.673s 5 1.93x
🐘 Postgres Express 20.457s (+0.7%) 21.036s (+0.9%) 0.579s 5 1.94x

▲ Production (Vercel)

World Framework Workflow Time Wall Time Overhead Samples vs Fastest
▲ Vercel 🥇 Express 22.044s (-0.6%) 22.865s (-0.7%) 0.821s 5 1.00x
▲ Vercel Nitro 22.373s (+2.3%) 23.163s (+1.5%) 0.790s 5 1.01x
▲ Vercel Next.js (Turbopack) 22.422s (+1.3%) 23.343s (+2.4%) 0.921s 5 1.02x

🔍 Observability: Express | Nitro | Next.js (Turbopack)

Promise.all with 10 concurrent steps

💻 Local Development

World Framework Workflow Time Wall Time Overhead Samples vs Fastest
💻 Local 🥇 Express 1.323s (-7.1% 🟢) 2.007s (~) 0.684s 15 1.00x
🌐 Starter Next.js (Turbopack) 1.337s (-1.2%) 2.008s (~) 0.671s 15 1.01x
🌐 Redis Next.js (Turbopack) 1.354s (+0.9%) 2.011s (~) 0.656s 15 1.02x
💻 Local Next.js (Turbopack) 1.390s (-0.6%) 2.011s (~) 0.621s 15 1.05x
💻 Local Nitro 1.399s (-3.5%) 2.005s (~) 0.606s 15 1.06x
🐘 Postgres Next.js (Turbopack) 1.767s (-20.0% 🟢) 2.014s (-22.6% 🟢) 0.248s 15 1.34x
🌐 Turso Next.js (Turbopack) 2.115s (-4.3%) 3.014s (~) 0.899s 10 1.60x
🐘 Postgres Express 2.153s (-9.6% 🟢) 2.739s (-9.0% 🟢) 0.587s 11 1.63x
🌐 MongoDB Next.js (Turbopack) 2.153s (+1.4%) 3.012s (~) 0.858s 10 1.63x
🐘 Postgres Nitro 2.467s (+2.7%) 3.012s (~) 0.545s 10 1.86x

▲ Production (Vercel)

World Framework Workflow Time Wall Time Overhead Samples vs Fastest
▲ Vercel 🥇 Next.js (Turbopack) 2.791s (-3.6%) 3.790s (+3.0%) 1.000s 8 1.00x
▲ Vercel Express 2.807s (+1.6%) 3.701s (-2.6%) 0.894s 9 1.01x
▲ Vercel Nitro 2.912s (+7.8% 🔺) 3.726s (+4.9%) 0.814s 9 1.04x

🔍 Observability: Next.js (Turbopack) | Express | Nitro

Promise.all with 25 concurrent steps

💻 Local Development

World Framework Workflow Time Wall Time Overhead Samples vs Fastest
💻 Local 🥇 Express 1.979s (-11.0% 🟢) 2.153s (-32.4% 🟢) 0.174s 14 1.00x
💻 Local Nitro 2.172s (-6.3% 🟢) 3.144s (-3.5%) 0.972s 10 1.10x
💻 Local Next.js (Turbopack) 2.175s (-3.3%) 3.128s (-2.5%) 0.954s 10 1.10x
🌐 Starter Next.js (Turbopack) 2.451s (~) 3.008s (~) 0.557s 10 1.24x
🌐 Redis Next.js (Turbopack) 2.521s (+1.7%) 3.023s (~) 0.502s 10 1.27x
🐘 Postgres Next.js (Turbopack) 2.720s (+3.4%) 3.134s (+4.0%) 0.414s 10 1.37x
🐘 Postgres Nitro 2.843s (+2.1%) 3.012s (~) 0.170s 10 1.44x
🐘 Postgres Express 2.849s (-6.0% 🟢) 3.030s (-15.5% 🟢) 0.181s 10 1.44x
🌐 Turso Next.js (Turbopack) 4.727s (+2.2%) 5.181s (~) 0.454s 6 2.39x
🌐 MongoDB Next.js (Turbopack) 4.789s (+3.3%) 5.181s (~) 0.392s 6 2.42x

▲ Production (Vercel)

World Framework Workflow Time Wall Time Overhead Samples vs Fastest
▲ Vercel 🥇 Express 3.206s (-5.2% 🟢) 3.597s (-9.1% 🟢) 0.392s 9 1.00x
▲ Vercel Nitro 3.255s (-11.3% 🟢) 3.819s (-11.7% 🟢) 0.564s 8 1.02x
▲ Vercel Next.js (Turbopack) 3.498s (+2.7%) 4.126s (-0.6%) 0.627s 8 1.09x

🔍 Observability: Express | Nitro | Next.js (Turbopack)

Promise.race with 10 concurrent steps

💻 Local Development

World Framework Workflow Time Wall Time Overhead Samples vs Fastest
💻 Local 🥇 Express 1.336s (-6.1% 🟢) 2.006s (~) 0.670s 15 1.00x
🌐 Starter Next.js (Turbopack) 1.356s (~) 2.007s (~) 0.652s 15 1.01x
🌐 Redis Next.js (Turbopack) 1.367s (~) 2.012s (~) 0.645s 15 1.02x
💻 Local Next.js (Turbopack) 1.389s (-2.7%) 2.015s (~) 0.626s 15 1.04x
💻 Local Nitro 1.409s (-3.8%) 2.005s (~) 0.597s 15 1.05x
🐘 Postgres Next.js (Turbopack) 1.605s (-7.2% 🟢) 2.013s (~) 0.409s 15 1.20x
🐘 Postgres Nitro 1.631s (-8.2% 🟢) 2.009s (~) 0.378s 15 1.22x
🐘 Postgres Express 1.687s (-17.7% 🟢) 2.010s (-16.1% 🟢) 0.323s 15 1.26x
🌐 Turso Next.js (Turbopack) 2.122s (-4.6%) 3.014s (~) 0.893s 10 1.59x
🌐 MongoDB Next.js (Turbopack) 2.123s (~) 3.013s (~) 0.890s 10 1.59x

▲ Production (Vercel)

World Framework Workflow Time Wall Time Overhead Samples vs Fastest
▲ Vercel 🥇 Nitro 2.733s (-1.0%) 3.603s (+2.8%) 0.870s 9 1.00x
▲ Vercel Next.js (Turbopack) 2.755s (-2.5%) 3.746s (+3.7%) 0.990s 9 1.01x
▲ Vercel Express 2.763s (~) 3.596s (-3.0%) 0.833s 9 1.01x

🔍 Observability: Nitro | Next.js (Turbopack) | Express

Promise.race with 25 concurrent steps

💻 Local Development

World Framework Workflow Time Wall Time Overhead Samples vs Fastest
💻 Local 🥇 Express 1.996s (-15.1% 🟢) 2.235s (-31.9% 🟢) 0.239s 14 1.00x
💻 Local Nitro 2.198s (-10.4% 🟢) 3.158s (-6.1% 🟢) 0.960s 10 1.10x
💻 Local Next.js (Turbopack) 2.199s (-2.3%) 3.146s (~) 0.947s 10 1.10x
🌐 Starter Next.js (Turbopack) 2.457s (~) 3.012s (~) 0.555s 10 1.23x
🌐 Redis Next.js (Turbopack) 2.519s (+2.0%) 3.011s (~) 0.492s 10 1.26x
🐘 Postgres Express 2.523s (-8.8% 🟢) 3.019s (~) 0.496s 10 1.26x
🐘 Postgres Next.js (Turbopack) 2.626s (+2.3%) 3.024s (~) 0.399s 10 1.32x
🐘 Postgres Nitro 2.868s (+7.3% 🔺) 3.016s (~) 0.148s 10 1.44x
🌐 Turso Next.js (Turbopack) 4.626s (~) 5.183s (~) 0.558s 6 2.32x
🌐 MongoDB Next.js (Turbopack) 4.758s (+3.0%) 5.179s (~) 0.420s 6 2.38x

▲ Production (Vercel)

World Framework Workflow Time Wall Time Overhead Samples vs Fastest
▲ Vercel 🥇 Nitro 3.046s (-8.4% 🟢) 3.682s (-6.3% 🟢) 0.635s 9 1.00x
▲ Vercel Next.js (Turbopack) 3.204s (+1.7%) 3.908s (+8.3% 🔺) 0.704s 8 1.05x
▲ Vercel Express 3.277s (+2.9%) 3.700s (-2.9%) 0.423s 9 1.08x

🔍 Observability: Nitro | Next.js (Turbopack) | Express

Stream Benchmarks (includes TTFB metrics)
workflow with stream

💻 Local Development

World Framework Workflow Time TTFB Slurp Wall Time Overhead Samples vs Fastest
💻 Local 🥇 Express 0.113s (-36.4% 🟢) 1.000s (+0.8%) 0.013s (-36.9% 🟢) 1.020s (-0.7%) 0.907s 10 1.00x
🌐 Starter Next.js (Turbopack) 0.123s (-0.6%) 1.005s (~) 0.000s (-100.0% 🟢) 1.010s (~) 0.887s 10 1.10x
💻 Local Next.js (Turbopack) 0.140s (-3.8%) 1.003s (~) 0.016s (-10.8% 🟢) 1.027s (~) 0.886s 10 1.25x
🌐 Redis Next.js (Turbopack) 0.142s (+2.2%) 1.005s (~) 0.000s (-100.0% 🟢) 1.014s (~) 0.872s 10 1.26x
💻 Local Nitro 0.173s (-9.5% 🟢) 0.992s (~) 0.016s (-4.7%) 1.022s (~) 0.849s 10 1.54x
🌐 MongoDB Next.js (Turbopack) 0.449s (-14.9% 🟢) 0.999s (+8.5% 🔺) 0.000s (NaN%) 1.013s (~) 0.564s 10 3.98x
🌐 Turso Next.js (Turbopack) 0.491s (+8.2% 🔺) 0.953s (-4.2%) 0.000s (NaN%) 1.013s (~) 0.522s 10 4.36x
🐘 Postgres Next.js (Turbopack) 1.337s (-20.3% 🟢) 1.709s (-30.0% 🟢) 0.000s (-100.0% 🟢) 2.017s (-19.9% 🟢) 0.680s 10 11.87x
🐘 Postgres Express 2.260s (-1.6%) 2.779s (+1.2%) 0.000s (NaN%) 3.015s (~) 0.756s 10 20.07x
🐘 Postgres Nitro 2.386s (+72.3% 🔺) 2.655s (+55.7% 🔺) 0.000s (+Infinity% 🔺) 3.014s (+49.8% 🔺) 0.628s 10 21.19x

▲ Production (Vercel)

World Framework Workflow Time TTFB Slurp Wall Time Overhead Samples vs Fastest
▲ Vercel 🥇 Next.js (Turbopack) 2.982s (+8.2% 🔺) 3.355s (+5.8% 🔺) 0.612s (+143.1% 🔺) 4.491s (+15.6% 🔺) 1.509s 10 1.00x
▲ Vercel Nitro 3.007s (+10.7% 🔺) 3.177s (+2.8%) 0.595s (+30.8% 🔺) 4.256s (+6.8% 🔺) 1.249s 10 1.01x
▲ Vercel Express 3.098s (+10.1% 🔺) 3.410s (+4.0%) 0.455s (+44.5% 🔺) 4.310s (+6.1% 🔺) 1.213s 10 1.04x

🔍 Observability: Next.js (Turbopack) | Nitro | Express

Summary

Fastest Framework by World

Winner determined by most benchmark wins

World 🥇 Fastest Framework Wins
💻 Local Express 8/8
🐘 Postgres Next.js (Turbopack) 6/8
▲ Vercel Nitro 3/8
Fastest World by Framework

Winner determined by most benchmark wins

Framework 🥇 Fastest World Wins
Express 💻 Local 8/8
Next.js (Turbopack) 🌐 Starter 6/8
Nitro 💻 Local 8/8
Column Definitions
  • Workflow Time: Runtime reported by workflow (completedAt - createdAt) - primary metric
  • TTFB: Time to First Byte - time from workflow start until first stream byte received (stream benchmarks only)
  • Slurp: Time from first byte to complete stream consumption (stream benchmarks only)
  • Wall Time: Total testbench time (trigger workflow + poll for result)
  • Overhead: Testbench overhead (Wall Time - Workflow Time)
  • Samples: Number of benchmark iterations run
  • vs Fastest: How much slower compared to the fastest configuration for this benchmark

Worlds:

  • 💻 Local: In-memory filesystem world (local development)
  • 🐘 Postgres: PostgreSQL database world (local development)
  • ▲ Vercel: Vercel production/preview deployment
  • 🌐 Starter: Community world (local development)
  • 🌐 Turso: Community world (local development)
  • 🌐 MongoDB: Community world (local development)
  • 🌐 Redis: Community world (local development)
  • 🌐 Jazz: Community world (local development)

📋 View full workflow run

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🧪 E2E Test Results

Some tests failed

Summary

Passed Failed Skipped Total
❌ ▲ Vercel Production 362 1 11 374
✅ 💻 Local Development 332 0 8 340
✅ 📦 Local Production 332 0 8 340
✅ 🐘 Local Postgres 332 0 8 340
✅ 🪟 Windows 34 0 0 34
❌ 🌍 Community Worlds 131 17 0 148
Total 1523 18 35 1576

❌ Failed Tests

▲ Vercel Production (1 failed)

sveltekit (1 failed):

  • promiseAnyWorkflow
🌍 Community Worlds (17 failed)

mongodb (1 failed):

  • webhookWorkflow

redis (1 failed):

  • webhookWorkflow

starter (14 failed):

  • addTenWorkflow
  • addTenWorkflow
  • error handling error propagation workflow errors nested function calls preserve message and stack trace
  • error handling error propagation workflow errors cross-file imports preserve message and stack trace
  • error handling error propagation step errors basic step error preserves message and stack trace
  • error handling error propagation step errors cross-file step error preserves message and function names in stack
  • error handling retry behavior regular Error retries until success
  • error handling retry behavior FatalError fails immediately without retries
  • error handling catchability FatalError can be caught and detected with FatalError.is()
  • hookCleanupTestWorkflow - hook token reuse after workflow completion
  • stepFunctionPassingWorkflow - step function references can be passed as arguments (without closure vars)
  • stepFunctionWithClosureWorkflow - step function with closure variables passed as argument
  • spawnWorkflowFromStepWorkflow - spawning a child workflow using start() inside a step
  • pathsAliasWorkflow - TypeScript path aliases resolve correctly

turso (1 failed):

  • webhookWorkflow

Details by Category

❌ ▲ Vercel Production
App Passed Failed Skipped
✅ astro 33 0 1
✅ example 33 0 1
✅ express 33 0 1
✅ fastify 33 0 1
✅ hono 33 0 1
✅ nextjs-turbopack 33 0 1
✅ nextjs-webpack 33 0 1
✅ nitro 33 0 1
✅ nuxt 33 0 1
❌ sveltekit 32 1 1
✅ vite 33 0 1
✅ 💻 Local Development
App Passed Failed Skipped
✅ astro-stable 33 0 1
✅ express-stable 33 0 1
✅ fastify-stable 33 0 1
✅ hono-stable 33 0 1
✅ nextjs-turbopack-stable 34 0 0
✅ nextjs-webpack-stable 34 0 0
✅ nitro-stable 33 0 1
✅ nuxt-stable 33 0 1
✅ sveltekit-stable 33 0 1
✅ vite-stable 33 0 1
✅ 📦 Local Production
App Passed Failed Skipped
✅ astro-stable 33 0 1
✅ express-stable 33 0 1
✅ fastify-stable 33 0 1
✅ hono-stable 33 0 1
✅ nextjs-turbopack-stable 34 0 0
✅ nextjs-webpack-stable 34 0 0
✅ nitro-stable 33 0 1
✅ nuxt-stable 33 0 1
✅ sveltekit-stable 33 0 1
✅ vite-stable 33 0 1
✅ 🐘 Local Postgres
App Passed Failed Skipped
✅ astro-stable 33 0 1
✅ express-stable 33 0 1
✅ fastify-stable 33 0 1
✅ hono-stable 33 0 1
✅ nextjs-turbopack-stable 34 0 0
✅ nextjs-webpack-stable 34 0 0
✅ nitro-stable 33 0 1
✅ nuxt-stable 33 0 1
✅ sveltekit-stable 33 0 1
✅ vite-stable 33 0 1
✅ 🪟 Windows
App Passed Failed Skipped
✅ nextjs-turbopack 34 0 0
❌ 🌍 Community Worlds
App Passed Failed Skipped
✅ mongodb-dev 3 0 0
❌ mongodb 33 1 0
✅ redis-dev 3 0 0
❌ redis 33 1 0
✅ starter-dev 3 0 0
❌ starter 20 14 0
✅ turso-dev 3 0 0
❌ turso 33 1 0

📋 View full workflow run


Some E2E test jobs failed:

  • Vercel Prod: failure
  • Local Dev: success
  • Local Prod: success
  • Local Postgres: success
  • Windows: success

Check the workflow run for details.

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Pull request overview

This PR adds installation instructions for the "beads" tool to the AGENTS.md file to help agents/developers who don't have the bd command installed. The update includes a GitHub repository link and npm installation command.

Key changes:

  • Added GitHub repository reference for beads
  • Added installation command note using npm

Reviewed changes

Copilot reviewed 2 out of 2 changed files in this pull request and generated 1 comment.

File Description
AGENTS.md Added beads repository link and installation instructions for the bd tool
.changeset/ninety-months-win.md Added empty changeset file to track this documentation update

💡 Add Copilot custom instructions for smarter, more guided reviews. Learn how to get started.

@TooTallNate TooTallNate force-pushed the 01-07-add_installation_instructions_for_beads_to_agents.md_ branch from 4beec60 to ce1e466 Compare January 7, 2026 19:32
@TooTallNate TooTallNate requested a review from pranaygp January 7, 2026 19:32
@TooTallNate TooTallNate merged commit 5e8c620 into main Jan 7, 2026
90 of 91 checks passed
@TooTallNate TooTallNate deleted the 01-07-add_installation_instructions_for_beads_to_agents.md_ branch January 7, 2026 20:47
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3 participants