The context layer your AI coding agents are missing.
Mikie gives Codex, Claude Code, Cursor, and any MCP client compact, line-anchored code context — then measures the tokens, cost, and retries you save on every single turn.
Local-first · No source code stored · Works with your existing agents
Measured on a local 5-instance accepted-patch / SWE-style suite (2026-06-25). Promising engineering evidence, not a broad benchmark or production-ROI claim. Token savings are reported separately from quality.
Works with the agents you already use
Context that closes the loop.
Mikie owns the full cycle — from ranking your repo to proving what each turn actually cost.
Rank
Index the repo locally and score every file against the prompt — exact paths, symbols, and tests first.
Pack
Build a compact, line-anchored context packet — just the spans that matter, never the whole repo.
Inject
Deliver the packet to Codex, Claude Code, or any MCP client before the model turn — no wasted discovery.
Measure
Record tokens, cost, cache hits, retries, and outcomes to the ledger — proof on every turn.
Three engines, one context OS.
A routing layer for your agents — not another wrapper. Rank and pack context, record every turn, and keep your claims honest.
Exact-path, line-anchored context — built locally
Rank thousands of files in milliseconds, select only the spans the task needs, and inject them before the model turn. No uploads, no whole-repo dumps.
Every turn, recorded
Tokens, cache hits, retries, patches, and test outcomes — written to a durable ledger. Never your raw outputs.
- ▸input / output / cached tokens
- ▸tool calls & retry counts
- ▸patch accepted · tests passed
- ▸estimated cost saved
Honesty, enforced by the system
Savings, accuracy, and retry reduction are separate gates. If the evidence isn't there, the claim stays blocked — automatically.
See where the tokens go
Useful work vs. duplicate searches, broad scans avoided, and reruns caused by missing context — broken down per agent and repo.
More savings and more quality per token.
Mikie doesn't trade answer quality for a smaller prompt — the v2 hybrid resolved 4/5 patches vs raw's 3/5 while cutting total tokens 71.33%.
Top-right is better — high savings with high quality density.
Mikie and raw-agent points measured 2026-06-25 on a local 5-instance accepted-patch suite. Competitor points are estimates from public documentation and published runs — not head-to-head measurements.
Built for teams that need proof, not promises.
Mikie is a measurement system first. The discipline that keeps our own claims honest is the same discipline we give you.
Local-first by default
Repos are indexed and packets are built on your machine. Nothing is uploaded to build context.
No raw outputs stored
The ledger records tokens, cost, retries, and outcomes — never your source code or model responses.
Evidence or it's blocked
Every savings claim traces to a measurement row. Unproven claims stay blocked, not inferred.
Stop wrestling with MCP setup. Start using Mikie.
Install Mikie and connect your coding client through secure remote MCP access with a guided setup.
Founding price $20 monthly · Codex, Claude Code, and generic MCP