Shadowscan – see what an AI agent can access on your machine
Scans MCP configs and env vars locally where other secret scanners miss agent context.
Nono Cowork: A proactive AI coworker for real workflows that watches for events, gets work done, and syncs results back to your local workspace.
Syncthing isolation beats sandboxing for AI agent file access.
Developers wanting self-hosted AI agents with file access
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Scans MCP configs and env vars locally where other secret scanners miss agent context.
Replaces API key sharing with OAuth 2.0, but enterprise already has Keycloak, Auth0.
MCP as execution substrate across 14 apps, but competing with Notion and ClickUp.
Rust relay with Go endpoints beats gsocket on persistence across reboots.
Protocol-level tool enforcement prevents jailbreaks better than system prompts.
Forces 13B models to solve SWE-bench tasks by making the problem smaller, not the model bigger.