better-custom

中文文档

Add, edit and delete custom LLM providers in pi without hand-editing config files. One command — /custom-provider — gives you the provider list, the model list, and everything pi needs to know about each model (context window, output cap, image input, reasoning, prices).

Install

pi install npm:better-custom-provider                          # from npm
pi install https://github.com/real-wudaoshi/better-custom      # from GitHub
pi install /path/to/better-custom                              # local checkout

Use pi install rather than copying the folder into ~/.pi/agent/extensions/: it runs npm install for the runtime dependencies.

Since 2.0 the storage is separate. Custom providers no longer live in pi's models.json; they are kept in the extension's own files and injected into pi with pi.registerProvider() at load time. Entries an older version wrote into models.json can be moved over in one step from the /custom-provider menu.

Quick start

Run /custom-provider in pi and pick one of three actions.

Add a known provider (recommended)

Add provider → From models.dev catalog — pick a site (OpenRouter, DeepSeek, Groq, xAI, Z.ai, ...), give it a name, paste an API key, select the models you want. Endpoint, model ids, metadata and prices all come from the models.dev catalog; nothing is probed. The provider keeps tracking that catalog afterwards, so new models appear on their own.

Add your own endpoint

Add provider → Custom endpoint — choose the API flavor (Chat Completions, Responses, Anthropic Messages, Gemini, Ollama), enter the URL, name it, paste a key, then either:

• Auto-detect from the endpoint — probes /models plus the gateway's own metadata endpoints and shows every model with its metadata; or
• Add manually — type ids one at a time, each with an optional metadata menu.

Model pickers: type to filter, space toggles a row, a takes everything the filter shows, n clears the selection, enter confirms, esc cancels.

Edit / delete

Edit provider gives you re-probe, per-model edits (reasoning ceiling, image input, context window, max output, headers/endpoint override), bulk model delete, API flavor, endpoint, rename, and delete. Delete provider removes a provider outright.

Re-probe for models re-reads /models and puts everything in one list: new models, metadata changes (context 128000→1000000, image [+]), and models that vanished (unsupported). [x] apply, [-] keep stored values, [ ] remove/skip.

What gets filled in for you

Each model field is resolved from the best source available, highest first:

1. The gateway itself — LiteLLM /model/info, New API public catalogs, OpenAI GET /models/{id}, inline /models metadata, Gemini, Ollama.
2. models.dev — exact per-model catalog entries (tagged [models.dev]).
3. Local rules — a built-in known-model table (OpenAI, Anthropic, DeepSeek, Qwen, Kimi, GLM, Gemini, ...), tagged [local rules]. Relay-decorated ids like bailian/deepseek-v4-pro still match. Extend it with ~/.model-probe-rules.json (see model-probe).
4. Protocol defaults — reasonable limits per API flavor when nothing else knows them (hidden from the UI, since they're guesses).

Prices come from the gateway or models.dev only — never guessed — so pi can show session cost for custom providers too. Relay prices are the maker's list price and may differ from what the relay bills.

Endpoints that reject the OpenAI developer role are detected once and get compat.supportsDeveloperRole: false, so pi sends system instead of failing.

Where providers are stored

The extension keeps its own files in pi's agent directory (~/.pi/agent/) and never writes pi's models.json / auth.json. At load time every stored provider is injected into pi with pi.registerProvider(), so it shows up in /model exactly like a native one while the storage stays separate.

Every custom provider id gets a custom. prefix (ustc is stored as custom.ustc), so a custom provider can never clash with a built-in one in /model or /login — the prefix is the marker that tells them apart. Models then reference as custom.ustc/deepseek-v4-pro; a dot rather than a slash because pi parses provider/model at the first slash, so a slash inside a provider id would make it unreferenceable.

Providers added from the models.dev catalog keep mirroring it: at each session start (in the background, never blocking startup) new catalog models are added, metadata and prices are refreshed, and models the catalog dropped are removed. Models you deselected or deleted are never re-added, and hand-added models are left alone. Delete a provider's entry from custom-provider-sync.json (or the whole file) to freeze it into a plain static provider.

Coming from an older version

Versions before 2.0 wrote into pi's models.json and auth.json. If entries are still there, /custom-provider shows a Move N providers out of models.json action: pick what to move, and those providers (plus their keys) are copied into the extension's own store under their custom- names and removed from pi's files. Anything you didn't pick stays untouched.

models-store.json is pi's own cache for built-in providers — custom models do not belong there and this extension never writes to it.

Things to know

• Offline is fine. Probing, catalog lookups and the background sync all fail soft — you can add models by hand with no network at all.
• Keys are write-only. Stored keys are never read back into a prompt.
• Changing files by hand is safe. Edit custom-providers.json and run /reload: the extension re-registers everything from the store.

Development

Plain TypeScript loaded directly by pi — no build step. Probing lives in the separate model-probe package.

npm run check   # syntax-check every source file

See model-probe for the probing layer itself (usable as a CLI: model-probe https://your-gateway/v1).

License

MIT