Llama Coder

This does one thing. It replaces the completion you get from a hosted assistant with one served by a model on your own machine, and the daily trait that decides it is that no code ever leaves the room. For contract work under a strict agreement, that single property is worth more than every feature the paid tools advertise.

Understand the ceiling before you install it. No chat, no multi-file editing, no agent behaviour, nothing that touches git. Pick it when the only thing you miss is completion. Pick Tabby when you want a conversation about your codebase too.

The structural risk is concentration. The project has a single named author, it is built around one model family, and it rests on one local serving runtime. Three single points, none of them under your control, and the editor extension surface underneath changes on its own schedule. That is a lot of fragility for something you place in the inner loop of typing.

Do not build a policy around it that you could not withdraw in a week. Done right: the endpoint is a setting, so it can point at a machine down the hall rather than requiring inference on every laptop.

The architecture is deliberately shallow. 1. Context gathering is whatever the editor supplies around the cursor; no repository index, symbol graph or embedding step appears anywhere in the documentation. 2. There is no planning stage, because the output is a suggestion rather than an action. 3. Verification is the developer accepting or rejecting the text, which is immediate and cheap.

No benchmark is published, and none would be meaningful without naming the quantisation, since suggestion quality here is a property of the served weights, not of the extension.

I evaluate companies and there is not one. A single individual publishes this, there is nothing sold, nothing hosted, no funding event and roughly 2,100 stars of attention accumulated since late 2023. That is a personal project with a marketplace listing, and personal projects end when their author gets a new job, not when the market decides.

Moat: none, and none intended. Likely outcome is neither acquisition nor pivot but abandonment, with the good idea already absorbed by better-funded local tooling. Position: no position. Use it if it helps you; do not tell anyone it is a vendor.

There is no purchase order, which normally ends the meeting happily. Then I read the requirement: sixteen gigabytes of memory minimum per machine, and better results on higher-end hardware. Multiply that by sixty and the cost has simply moved from a subscription I can cancel to a fleet refresh I cannot.

There is no account system, so no directory integration and no audit trail exist to ask about, and nothing here runs in the pipeline. The throughput gain for an average engineer is modest, because this only completes lines. Approved with conditions: engineers whose machines already qualify, and no procurement of hardware to enable it.

MIT, and the readme says no telemetry and no tracking without making me hunt through a settings page for the switch. That sentence is the reason I trust the rest. Setup is one pull of a quantised seven-billion model and the extension finds it; the network cable is optional after that, which is the only real definition of private.

It is small enough that I have read most of it, which means when it breaks I fix it instead of filing an issue and waiting. Limited, unambitious, entirely mine. I will take that trade in a repository I am not allowed to talk about.