Report · marked 10 Oct 2026

mudler/LocalAI

Ready for an agent to work in without hand-holding.

Go · 49,457 stars · 4,476 files · branch master

87 /100 A

Instructions 25/27Whether the repo tells an agent how to behave before it starts guessing. Losing marks on instruction quality.Setup 16/20Whether an agent can install the project and get it running without a human. Losing marks on environment config.Verification loop 22/22Whether an agent can check its own work. This is the category that most decides whether agent output is trustworthy. Full marks.Context economy 13/20Whether the repo fits in a context window, or fights it. Losing marks on file sizes fit in context and repository weight.Navigability 10/10How quickly anything new can orient itself. Full marks.

Higher is better. Accent marks what is costing you most.

Fix these first

File sizes fit in context

A single file that fills the context window forces an agent to work from fragments, and it will confidently edit code it never saw. Splitting the worst offenders pays for itself immediately.

Environment config

Add a .env.example listing every variable with a safe placeholder value. It's the cheapest possible fix and it unblocks the whole first run.

Instruction quality

Worth fixing: has no code blocks.

The full marking

Every deduction below names the file or setting it came from.

Instructions 25/27 A+

Whether the repo tells an agent how to behave before it starts guessing.

✓Agent instruction file 12/12

AGENTS.md is present, which is the format the most tools read.

Also found: CLAUDE.md

✗Instruction quality 10/12

Specific enough that an agent can act on it.

Worth fixing: has no code blocks.

8,669 characters, a workable length

names the actual commands to run

uses headings, so an agent can skim it

✓README as an entry point 3/3

README has a clear getting-started section.

Setup 16/20 A-

Whether an agent can install the project and get it running without a human.

✓Deterministic install 6/6

go.sum pins the dependency tree.

Found go.sum

✓Discoverable commands 6/6

Commands are declared where an agent will look for them.

Makefile

scripts/ directory

✗Environment config 0/4

Nothing documents the environment this needs. An agent will get a runtime error it can't diagnose.

Add a .env.example listing every variable with a safe placeholder value. It's the cheapest possible fix and it unblocks the whole first run.

✓Pinned runtime version 2/2

The language runtime version is pinned.

go.mod declares a Go version

✓Reproducible environment 2/2

.devcontainer/devcontainer.json gives a known-good environment.

Verification loop 22/22 A+

Whether an agent can check its own work. This is the category that most decides whether agent output is trustworthy.

✓Tests exist 8/8

1335 test files against 3198 source files.

e.g. .github/ci/apexentries/discover_test.go, .github/ci/apexentries/hf_test.go, .github/ci/apexentries/main_test.go

✓Test command is discoverable 7/7

An agent can find and run `make test`.

✓Continuous integration 4/4

45 GitHub Actions workflows define what "passing" means.

✓Lint and format rules 3/3

.golangci.yml encodes the house style.

–Static type checking n/a

Not applicable — the Go compiler type checks every build.

Context economy 13/20 B

Whether the repo fits in a context window, or fights it.

✓No committed build output 6/6

No generated directories committed.

✓.gitignore hygiene 3/3

.gitignore covers 72 patterns.

✗File sizes fit in context 0/6

13 source files are over 100KB.

A single file that fills the context window forces an agent to work from fragments, and it will confidently edit code it never saw. Splitting the worst offenders pays for itself immediately.

tests/e2e-aio/sample_data_test.go — 3440KB

core/http/static/assets/tailwindcss.js — 388KB

swagger/docs.go — 330KB

✗Repository weight 4/5

About 126.2MB checked out, which is comfortable.

Here is your AGENTS.md

Drafted from what is actually in this repository: the install command from your lockfile, the commands you already declare, your real directory layout. Anything marked TODO needs a person. Save it at the root as AGENTS.md.

AGENTS.md — drafted for mudler/LocalAI

# AGENTS.md

LocalAI is the open-source AI engine. Run any model - LLMs, vision, voice, image, video - on any hardware. No GPU required.

## Setup

```
go mod download
```

## Commands

```
make rebuild
make clean
make clean-tests
make install-go-tools
make react-ui
make react-ui-docker
```

## Layout

- `core/`    2005 source files
- `backend/` 701 source files
- `pkg/`     334 source files
- `tests/`   67 source files
- `scripts/` 15 source files
- `cmd/`     10 source files

## Conventions

- Tests live alongside the code they cover, following `.github/ci/apexentries/discover_test.go`.
- CI defines what passing means. See `.github/workflows/backend.yml`, and keep it green.
- TODO: add the two or three conventions a newcomer always gets wrong here.

## Gotchas

- `tests/e2e-aio/sample_data_test.go` is 3440KB. It will not fit comfortably in context, so read it in parts.

---

Drafted by agentreadme.com from what is in this repository. Everything marked TODO
needs a human. Check it in as AGENTS.md at the root.

Open the raw markdown or curl -o AGENTS.md agentreadme.com/draft/mudler/LocalAI.md

A draft gets the commands right and stops at the things only a maintainer knows. What a good Go AGENTS.md looks like covers what to add by hand, and what AGENTS.md is explains the format itself.

Show the mark

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[![agent ready](https://agentreadme.com/badge/mudler/LocalAI.svg)](https://agentreadme.com/mudler/LocalAI)

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All Go repositories

Think this mark is wrong?

Every deduction above names the file it came from, so this can be settled by looking. If a check missed something, that is a rule worth fixing.

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