The Unblocked Blog

A Pile of MCP Connectors Is Not a Context Engine

MCP connectors give an agent access to your sources, one system at a time. Cross-source assembly, contradiction resolution, and unwritten conventions still need a context engine.

The Unblocked Blog

A Pile of MCP Connectors Is Not a Context Engine

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Routing LLM traffic across inference providers by cost, speed and reliability

We put Jev in production against a cross-encoder. Here are the numbers.

Risk scoring on pull requests shows you where to look. Agents can do something about it.

Your agent framework solved the runtime. It still does not know your company

What We Learned Moving Our Agent Loops from Anthropic to GLM

Inside the Unblocked context engine: how we decide what your agent needs to know

A Pile of MCP Connectors Is Not a Context Engine

"Context" grew up at the World's Fair

Your agents lack context. Here's how to fix "You're absolutely right."

Measuring AI productivity: Why your numbers are flat and your rework is up

Unblocked now offers Datadog and Sentry integrations

The next era of Unblocked: context for agents

OSS Repo Rules Agent: give your coding agent a memory of your team's rules

OSS Social Graph Builder: map how your engineering team actually collaborates

Your Agents Aren't in 50 First Dates. They're in Memento.

A context layer is not a context engine

As questions get more complex, Unblocked expands to meet them

REPL is dead, long live REPL

New analytics: see how your team is using Unblocked

Finally, everyone is talking about context

Unblocked vs Greptile: Best code review tool comparison for your team (February 2026)

What your coding agent can't see

Building AI Code Review: A Conversation with Richie

Building context into everything: A conversation with Dennis, CEO

Ceding control: The future of UX Design in the age of agents

The history & evolution of devtools from researchers in applied AI

What happens when you put three AI tool builders in a room together

Why MCP isn't enough: Enhancing agent capabilities with a context engine

Building AI Code Review with context as a first-class system

Calculating ROI on Unblocked

Context Engineering: Why LLMs need more than prompts and MCP servers

I thought transparency would help teams learn faster...I was wrong

“Fake it till you make it” does not work for Developer Tools

Introducing Audit Logs

Attaching Files to Your Questions

Introducing the Unblocked Answers API for Custom Workflows

Introducing Unblocked MCP Server (Beta)

New in Unblocked: Data Source Presets, Automated CI Triage, Public API & More

Introducing PR Failure Agent

Get Answers From Your Asana Projects

New in Unblocked: PR Failure Agent, Unblocked MCP Server (beta) & Asana Integration

Bridging the Code Knowledge Gap: Unblocked’s Series A and the Future of Contextual Code Intelligence

Introducing Automated CI Triage: Your New Build Detective (Beta)

Automate Internal Support With Customized Slack Answers

HTTPS Reverse Tunnel, now without the pain and cost

Saving time and money with self-hosted runners on EC2 on-demand / spot instances

Faster responses, better answers about projects and issues, role-based permissions, & more

A Year of Unblocking Engineering Teams

IDE improvements and support for all sized teams

Answers, right at your fingertips, with the new Unblocked macOS app

Developers Don’t Need More Docs

Introducing Analytics: track Unblocked usage, question ratings, top users, and more

Question confidential: Asking questions in private with Unblocked’s Incognito Mode

Permission-aware Answers: Keep Sensitive Information Secure With Data Shield

Your new developer feels like a fraud. It's your onboarding process.

How we calculate time saved by Unblocked in the Analytics Dashboard

New in Unblocked: Visualizing Your Code with Diagrams + Dark Mode

Unblocked + DX - a new partnership for impact

Customizing Unblocked’s answers

Introducing new features that make Unblocked even more helpful in Slack

The 12-Line Pull Request That Took 5 Days: A Context Problem

Connecting your code no matter where it lives

Unblocked IDE plugins now in the marketplace

Support for Google Drive, better answers for PRs and more

“Get Unblocked”

Stop babysitting your agents

Building context into everything: A conversation with Dennis, CEO