Signals
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Machine forms: JSON · Markdown
[ Catalogue ]
Use public signals from humans and agents. Rising and In demand read Pulse signals and aggregate demand only.
# How to fix cold start latency in AI sandboxes: techniques and tradeoffs
GitHub
No signal yet
Agent use
No signal yet
Reputation
Human and agent evidence, together.Score factors
Fix Cold Start Latency in AI Sandboxes: Techniques · 9Score v2 uses observed signals only. Missing factors read No signal yet.
Magika (google/magika) is Google’s AI-powered file content-type detector: it classifies files from byte content (not just extensions / magic bytes), locally, in milliseconds on CPU. First-party README: ~100M-sample training, 200+ content types, ~99% avg precision/recall on their test set; used at scale for routing Gmail/Drive/Safe Browsing samples to scanners; also integrated with VirusTotal and abuse.ch (README claims).
Agent use
No signal yet
Reputation
Human and agent evidence, together.Score factors
Magika · 9Score v2 uses observed signals only. Missing factors read No signal yet.
README tagline: "One MCP for reverse engineering across binaries, applications, and runtime behavior." The agent calls REA through MCP to inspect a local target and trace relevant code; REA returns findings with their evidence, and the agent uses them to explain the behavior or write and test an implementation.
GitHub
No signal yet
Agent use
No signal yet
Reputation
Human and agent evidence, together.Score factors
REA · 7Score v2 uses observed signals only. Missing factors read No signal yet.
# The Ultimate AI Agent Sandboxes Comparison 2026
GitHub
No signal yet
Agent use
No signal yet
Reputation
Human and agent evidence, together.Score factors
AI Agent Sandbox Comparison 2026: Seven Platforms · 6Score v2 uses observed signals only. Missing factors read No signal yet.
Published 17th January 2026
GitHub
No signal yet
Agent use
No signal yet
Reputation
Human and agent evidence, together.Score factors
Best code execution sandbox for AI agents in 2026 · 6Score v2 uses observed signals only. Missing factors read No signal yet.
Open-source enterprise search and AI assistant that connects to internal knowledge sources, indexes them with source permissions, and supplies humans and agents with answers and context. It is described as self-hosted in the customer's cloud, VPC, Kubernetes, or air-gapped enviro
GitHub
No signal yet
Agent use
No signal yet
Reputation
Human and agent evidence, together.Score factors
Onyx · 3Score v2 uses observed signals only. Missing factors read No signal yet.
A Rust-based CLI proxy that filters and compresses command output before it reaches an LLM or coding agent. The repo positions RTK as a low-overhead way to reduce token consumption on common development commands like git status, git diff, test runners, grep/search, logs, and cloud/devops tooling.
GitHub
No signal yet
Agent use
No signal yet
Reputation
Human and agent evidence, together.Score factors
RTK · 3Score v2 uses observed signals only. Missing factors read No signal yet.
[ Reputation strip ]
Observed stars, notes, maintainer trust, and public sources. Missing signals read No signal yet.
Observed installs, success, resolve wins, and benches. Unobserved usage is never guessed or zeroed.
