Cost displays were estimates from a pricing table; on OpenRouter the
status bar never reflected what was actually charged. Now cost is
provider-REPORTED only, end to end:
- OpenRouter requests carry usage:{include:true} (profile + legacy
transport paths); the response usage.cost field (credits, 1:1 USD)
is captured per call into agent.session_actual_cost_usd and
persisted to the sessions DB actual_cost_usd column (NULL-safe:
unreported calls never touch the stored value).
- Nous keeps its x-nous-credits-* header capture; the header delta
now surfaces as the session's real cost via real_session_cost_usd.
- Providers that report nothing accumulate NOTHING: cost fields stay
absent/None (the TUI hides its cost segment), never a fabricated
$0.00 and never an estimate. _get_usage, gateway /usage and the
CLI usage page all switched off estimate_usage_cost for display.
- Per-model session accumulator (session_model_usage) records real
per-call counts and provider-reported cost per model.
|
||
|---|---|---|
| .. | ||
| alibaba | ||
| alibaba-coding-plan | ||
| anthropic | ||
| arcee | ||
| azure-foundry | ||
| bedrock | ||
| copilot | ||
| copilot-acp | ||
| custom | ||
| deepseek | ||
| gemini | ||
| gmi | ||
| huggingface | ||
| kilocode | ||
| kimi-coding | ||
| minimax | ||
| nous | ||
| novita | ||
| nvidia | ||
| ollama-cloud | ||
| openai-codex | ||
| opencode-zen | ||
| openrouter | ||
| qwen-oauth | ||
| stepfun | ||
| xai | ||
| xiaomi | ||
| zai | ||
| README.md | ||
Model Provider Plugins
Each subdirectory is a self-contained provider profile plugin. The
directory layout mirrors plugins/platforms/:
plugins/model-providers/
├── openrouter/
│ ├── __init__.py # registers the ProviderProfile
│ └── plugin.yaml # manifest: name, kind, version, description
├── anthropic/
│ ├── __init__.py
│ └── plugin.yaml
└── ...
How discovery works
providers/__init__.py._discover_providers() scans this directory (and
$HERMES_HOME/plugins/model-providers/) the first time anything calls
get_provider_profile() or list_providers(). Each __init__.py is
imported and expected to call providers.register_provider(profile).
User plugins at $HERMES_HOME/plugins/model-providers/<name>/ override
bundled plugins of the same name — last-writer-wins in
register_provider(). Drop a file there to replace a built-in.
Adding a new provider
-
Create
plugins/model-providers/<your_provider>/__init__.py:from providers import register_provider from providers.base import ProviderProfile my_provider = ProviderProfile( name="your-provider", aliases=("alias1", "alias2"), display_name="Your Provider", description="One-line description shown in the setup picker", signup_url="https://your-provider.example.com/keys", env_vars=("YOUR_PROVIDER_API_KEY", "YOUR_PROVIDER_BASE_URL"), base_url="https://api.your-provider.example.com/v1", default_aux_model="your-cheap-model", ) register_provider(my_provider) -
Create
plugins/model-providers/<your_provider>/plugin.yaml:name: your-provider-profile kind: model-provider version: 1.0.0 description: Short sentence about the provider author: Your Name
Nothing else needs to change. auth.py, config.py, models.py,
doctor.py, model_metadata.py, runtime_provider.py, and the
chat_completions transport all auto-wire from the registry.
Non-trivial profiles
Override the ProviderProfile hooks in a subclass for per-provider
quirks — see plugins/model-providers/openrouter/__init__.py for
build_extra_body and build_api_kwargs_extras examples, and
plugins/model-providers/gemini/__init__.py for thinking_config
translation.