Comparison2026-07-12

Mikie vs GitHub Copilot: different layer.

Copilot answers with what GitHub can see. Mikie decides what any agent should read — and writes down what it cost.

What Copilot is

Copilot is autocomplete plus an agent woven through the GitHub ecosystem. Its context gathering is implicit: you can't inspect what it read, and you can't point to where the spend went.

CopilotMikie

What it isAutocomplete + agent suiteMCP context + measurement layer

Context selectionImplicit, ecosystem-drivenRanked, line-anchored, local

Cost visibilitySeat price, no per-turn viewTokens, cost, retries per turn

Source privacyCloud-processedLocal-first, nothing uploaded

Positioning comparison — no measured head-to-head rows exist for Copilot's internal context gathering; we don't infer numbers we didn't observe.

The honest read

Copilot is the distribution king and we're not pretending otherwise. Mikie's lane is narrower and provable: exact-path context in, measurement row out, on any MCP client.

Verdict

If you need receipts for what your agents read and spend, that's the lane Copilot doesn't drive in.

Measure it on your own repo.

Start free Read the docs

Every claim above traces to a measurement row or is labeled as positioning. That’s the product.