Report · marked 25 Aug 2026

mckaywrigley/chatbot-ui

An agent can work here, but it will waste turns finding its footing.

TypeScript · 33,339 stars · 320 files · branch main

62 /100 B

Instructions 3/27Whether the repo tells an agent how to behave before it starts guessing. Losing marks on agent instruction file and instruction quality.Setup 18/20Whether an agent can install the project and get it running without a human. Losing marks on reproducible environment.Verification loop 17/25Whether an agent can check its own work. This is the category that most decides whether agent output is trustworthy. Losing marks on tests exist and continuous integration.Context economy 20/20Whether the repo fits in a context window, or fights it. Full marks.Navigability 5/10How quickly anything new can orient itself. Losing marks on written documentation and repository description.

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

Fix these first

Agent instruction file

Add an AGENTS.md at the root: what the project is, how to install, how to run, how to test, and the two or three conventions a newcomer always gets wrong.

Instruction quality

Instructions earn their keep by naming exact commands. 'Run the tests with `pnpm test`' beats three paragraphs of philosophy.

Tests exist

Coverage is thin enough that an agent can break real behavior and still see green.

The full marking

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

Instructions 3/27 F

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

✗Agent instruction file 0/12

None found. Every agent that opens this repo starts from zero.

Add an AGENTS.md at the root: what the project is, how to install, how to run, how to test, and the two or three conventions a newcomer always gets wrong.

Looked for AGENTS.md, CLAUDE.md, .github/copilot-instructions.md, .cursorrules

✗Instruction quality 0/12

Nothing to judge, since there are no instructions.

Instructions earn their keep by naming exact commands. 'Run the tests with `pnpm test`' beats three paragraphs of philosophy.

✓README as an entry point 3/3

README has a clear getting-started section.

Setup 18/20 A

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

✓Deterministic install 6/6

package-lock.json pins the dependency tree.

Found package-lock.json

✓Discoverable commands 6/6

Commands are declared where an agent will look for them.

package.json scripts (chat, restart, update, prepare, clean, dev…)

✓Environment config 4/4

.env.local.example documents what the app needs to run.

✓Pinned runtime version 2/2

The language runtime version is pinned.

Found .nvmrc

✗Reproducible environment 0/2

No container or devcontainer definition.

A Dockerfile or devcontainer removes an entire class of 'it won't install' failures.

Verification loop 17/25 B

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

✗Tests exist 4/8

6 test files against 263 source files.

Coverage is thin enough that an agent can break real behavior and still see green.

e.g. __tests__/lib/openapi-conversion.test.ts, __tests__/playwright-test/.gitignore, __tests__/playwright-test/package-lock.json

✓Test command is discoverable 7/7

An agent can find and run `npm run test`.

✗Continuous integration 0/4

No CI config. Nothing outside a developer's laptop enforces correctness.

A CI workflow doubles as machine-readable documentation: it's the one file that states, unambiguously, the exact commands that must succeed.

✓Lint and format rules 3/3

.eslintrc.json encodes the house style.

✓Static type checking 3/3

Strict type checking is on, which catches a whole class of agent mistakes before they run.

Context economy 20/20 A+

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 25 patterns.

✓File sizes fit in context 6/6

No source file is large enough to crowd out a context window.

✓Repository weight 5/5

About 3.6MB 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 mckaywrigley/chatbot-ui

# AGENTS.md

AI chat for any model.

## Setup

```
npm ci
```

## Commands

```
npm run dev       # run locally
npm run start     # run the app
npm run build     # produce a build
npm run test      # run the test suite, must pass before any commit
npm run lint      # lint
npm run chat
npm run restart
npm run update
```

## Layout

- `components/` 141 source files
- `lib/`        33 source files
- `app/`        30 source files
- `db/`         25 source files
- `types/`      19 source files
- `__tests__/`  3 source files

## Conventions

- Tests live alongside the code they cover, following `__tests__/lib/openapi-conversion.test.ts`.
- TypeScript runs in strict mode. Type errors are the fastest feedback available, so do not weaken it.
- TODO: add the two or three conventions a newcomer always gets wrong here.

---

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/mckaywrigley/chatbot-ui.md

Show the mark

The badge re-checks daily, so it keeps up as the repository changes. Use mark again to force it now.

[![agent ready](https://agentreadme.com/badge/mckaywrigley/chatbot-ui.svg)](https://agentreadme.com/mckaywrigley/chatbot-ui)

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All TypeScript 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.

Open an issue, already filled in