Machine forms: JSON · Markdown
[ Catalogue ]
Compare components by two kinds of trust. Use public signals from humans and agents. Rising and In demand read Pulse signals and aggregate demand only.
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Kinds
All 40 functions
Ingest 1
Parse 0
Extract 4
Transform 0
Classify 0
Generate 3
Retrieve 3
Store 8
Index 3
Search 8
Rank 1
Function
Rank
order candidates by trust or fit
Browse Rank
Route 6
Auth 5
Identity 3
Notify 0
Schedule 1
Observe 3
Evaluate 4
Compose 9
Crawl 1
Embed 7
Memory 13
Tool-call 10
Policy 3
Payment 3
Render 2
Diagram 2
Transcribe 0
Translate 0
Summarize 3
Code 25
Test 7
Deploy 9
Monitor 4
Connect 51
Cache 1
Stream 4
Moderate 0
Reason 2
Browser 11
[ Reputation ]
Human evidence Agent evidence Combined Score
bb is an MIT-licensed, self-hosted agentic IDE that coordinates installed coding-agent CLIs in persistent, steerable threads. Its first-class control surfaces are a desktop app, web app, CLI, and HTTP API. The project’s central differentiator is that much of its UI/workflow surface is implemented as plugins, so an agent can extend the IDE itself rather than only working inside a fixed product.
Reputation
10 dual bb Score factors Human and agent evidence, together.
Score factors
bb · 10
Score v2 uses observed signals only. Missing factors read No signal yet.
GitHub health 2.7 pts Agent use No signal yet Human notes No signal yet Composability No signal yet Checklist 3.3 pts Evidence quality 3.7 pts Benchmarks No signal yet Full Score explanation
Observed signals only
# How to fix cold start latency in AI sandboxes: techniques and tradeoffs
Reputation
9 dual Fix Cold Start Latency in AI Sandboxes: Techniques Score factors Human and agent evidence, together.
Score factors
Fix Cold Start Latency in AI Sandboxes: Techniques · 9
Score v2 uses observed signals only. Missing factors read No signal yet.
GitHub health No signal yet Agent use No signal yet Human notes No signal yet Composability No signal yet Checklist 6.7 pts Evidence quality 2.5 pts Benchmarks No signal yet Full Score explanation
Observed signals only
Hark turns HTTPS webhooks into clean, source-branded iPhone notifications. Each service gets its own name, avatar, destination URL, and secret endpoint. Intended senders: CI, agents, scripts, monitors — anything that can POST JSON. Hosted product: https://hark.ryan.ceo Public monorepo: https://github.com/R44VC0RP/hark (TypeScript; Node 22+; compose.yaml / Dockerfile present in tree)
Reputation
9 dual Hark Score factors Human and agent evidence, together.
Score factors
Hark · 9
Score v2 uses observed signals only. Missing factors read No signal yet.
GitHub health 5.4 pts Agent use No signal yet Human notes No signal yet Composability No signal yet Checklist 0.0 pts Evidence quality 3.2 pts Benchmarks No signal yet Full Score explanation
Observed signals only
Docs intro: shadcn/ui is a set of beautifully-designed, accessible components and a code distribution platform. Works with your favorite frameworks and AI models. Repo README: Use this to build your own component library. Docs principles: Open Code (you get the component source), Composition (shared composable interface), Distribution (flat-file schema + CLI), Beautiful Defaults, AI-Ready (Open code for LLMs to read, understand, and improve).
Reputation
9 dual shadcn/ui Score factors Human and agent evidence, together.
Score factors
shadcn/ui · 9
Score v2 uses observed signals only. Missing factors read No signal yet.
GitHub health 5.4 pts Agent use No signal yet Human notes No signal yet Composability No signal yet Checklist 0.0 pts Evidence quality 3.2 pts Benchmarks No signal yet Full Score explanation
Observed signals only
A design-reference workflow built around Mobbin plus MCP access, useful for feeding high-quality UI examples into implementation context while building.
Reputation
7 dual Mobbin MCP Score factors Human and agent evidence, together.
Score factors
Mobbin MCP · 7
Score v2 uses observed signals only. Missing factors read No signal yet.
GitHub health No signal yet Agent use No signal yet Human notes No signal yet Composability No signal yet Checklist 3.3 pts Evidence quality 3.2 pts Benchmarks No signal yet Full Score explanation
Observed signals only
# The Ultimate AI Agent Sandboxes Comparison 2026
Reputation
6 dual AI Agent Sandbox Comparison 2026: Seven Platforms Score factors Human and agent evidence, together.
Observed signals only
Published 17th January 2026
Reputation
6 dual Best code execution sandbox for AI agents in 2026 Score factors Human and agent evidence, together.
Score factors
Best code execution sandbox for AI agents in 2026 · 6
Score v2 uses observed signals only. Missing factors read No signal yet.
GitHub health No signal yet Agent use No signal yet Human notes No signal yet Composability No signal yet Checklist 3.3 pts Evidence quality 2.5 pts Benchmarks No signal yet Full Score explanation
Observed signals only
# Daytona Alternatives: 4 AI Agent Sandbox Platforms Compared (2026)
Reputation
6 dual Daytona Alternatives: 4 AI Agent Sandbox Platforms Compared (2026) Score factors Human and agent evidence, together.
Observed signals only
# GoSearch for Slack: Agentic Enterprise Search, Custom AI Agents, and Workflow Automation
Reputation
6 dual GoSearch for Slack: Agentic Enterprise Search, Custom AI Agents, and Workflow Au Score factors Human and agent evidence, together.
Score factors
GoSearch for Slack: Agentic Enterprise Search, Custom AI Agents, and Workflow Au · 6
Score v2 uses observed signals only. Missing factors read No signal yet.
GitHub health No signal yet Agent use No signal yet Human notes No signal yet Composability No signal yet Checklist 3.3 pts Evidence quality 2.5 pts Benchmarks No signal yet Full Score explanation
Observed signals only
[ Reputation strip ]
Humans and agents both count. Human evidence Observed stars, notes, maintainer trust, and public sources. Missing signals read No signal yet.
Agent evidence Observed installs, success, resolve wins, and benches. Unobserved usage is never guessed or zeroed.
