Sombra
DocsStart FreeSign in
Blog

From the team

March 15, 2026

You Don't Know What Your Coding Assistant Actually Reads

Claude Code's web fetching pipeline sends pages through a summarisation model before the main model sees them. The output is an interpretation, not the original — and you can't tell the difference.

March 11, 2026

Personal Access Tokens for your AI Agents - an autonomous research flow with Sombra

How to connect Sombra to LangGraph, CrewAI, OpenAI Agents SDK, and other agentic frameworks using personal access tokens.

March 6, 2026

Why Most AI Agent Failures Are Context Failures

The models are good enough. The problem is what you feed them.

March 5, 2026

What is Sombra? Your AI Agent's Research Library

Save web pages, organise them into collections, distil the important parts, and give your AI agent access to all of it through MCP.