fix(vision): simplify vision auto-detection to openrouter → nous → active provider
Simplify the vision auto-detection chain from 5 backends (openrouter, nous, codex, anthropic, custom) down to 3: 1. OpenRouter (known vision-capable default model) 2. Nous Portal (known vision-capable default model) 3. Active provider + model (whatever the user is running) 4. Stop This is simpler and more predictable. The active provider step uses resolve_provider_client() which handles all provider types including named custom providers (from #5978). Removed the complex preferred-provider promotion logic and API-level fallback — the chain is short enough that it doesn't need them. Based on PR #5376 by Mibay. Closes #5366.
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@@ -1425,9 +1425,6 @@ def get_async_text_auxiliary_client(task: str = ""):
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_VISION_AUTO_PROVIDER_ORDER = (
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"openrouter",
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"nous",
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"openai-codex",
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"anthropic",
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"custom",
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)
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@@ -1473,17 +1470,20 @@ def _preferred_main_vision_provider() -> Optional[str]:
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def get_available_vision_backends() -> List[str]:
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"""Return the currently available vision backends in auto-selection order.
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This is the single source of truth for setup, tool gating, and runtime
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auto-routing of vision tasks. The selected main provider is preferred when
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it is also a known-good vision backend; otherwise Hermes falls back through
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the standard conservative order.
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Order: OpenRouter → Nous → active provider. This is the single source
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of truth for setup, tool gating, and runtime auto-routing of vision tasks.
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"""
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ordered = list(_VISION_AUTO_PROVIDER_ORDER)
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preferred = _preferred_main_vision_provider()
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if preferred in ordered:
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ordered.remove(preferred)
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ordered.insert(0, preferred)
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return [provider for provider in ordered if _strict_vision_backend_available(provider)]
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available = [p for p in _VISION_AUTO_PROVIDER_ORDER
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if _strict_vision_backend_available(p)]
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# Also check the user's active provider (may be DeepSeek, Alibaba, named
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# custom, etc.) — resolve_provider_client handles all provider types.
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main_provider = _read_main_provider()
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if (main_provider and main_provider not in ("auto", "")
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and main_provider not in available):
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client, _ = resolve_provider_client(main_provider, _read_main_model())
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if client is not None:
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available.append(main_provider)
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return available
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def resolve_vision_provider_client(
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@@ -1528,16 +1528,30 @@ def resolve_vision_provider_client(
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return "custom", client, final_model
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if requested == "auto":
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ordered = list(_VISION_AUTO_PROVIDER_ORDER)
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preferred = _preferred_main_vision_provider()
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if preferred in ordered:
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ordered.remove(preferred)
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ordered.insert(0, preferred)
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for candidate in ordered:
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# Vision auto-detection order:
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# 1. OpenRouter (known vision-capable default model)
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# 2. Nous Portal (known vision-capable default model)
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# 3. Active provider + model (user's main chat config)
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# 4. Stop
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for candidate in _VISION_AUTO_PROVIDER_ORDER:
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sync_client, default_model = _resolve_strict_vision_backend(candidate)
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if sync_client is not None:
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return _finalize(candidate, sync_client, default_model)
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# Fall back to the user's active provider + model.
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main_provider = _read_main_provider()
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main_model = _read_main_model()
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if main_provider and main_provider not in ("auto", ""):
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sync_client, resolved_model = resolve_provider_client(
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main_provider, main_model)
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if sync_client is not None:
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logger.info(
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"Vision auto-detect: using active provider %s (%s)",
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main_provider, resolved_model or main_model,
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)
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return _finalize(
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main_provider, sync_client, resolved_model or main_model)
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logger.debug("Auxiliary vision client: none available")
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return None, None, None
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@@ -641,12 +641,15 @@ class TestVisionClientFallback:
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assert client is None
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assert model is None
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def test_vision_auto_includes_anthropic_when_configured(self, monkeypatch):
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monkeypatch.setenv("ANTHROPIC_API_KEY", "sk-ant-api03-key")
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def test_vision_auto_includes_active_provider_when_configured(self, monkeypatch):
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"""Active provider appears in available backends when credentials exist."""
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monkeypatch.setenv("ANTHROPIC_API_KEY", "***")
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with (
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patch("agent.auxiliary_client._read_nous_auth", return_value=None),
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patch("agent.auxiliary_client._read_main_provider", return_value="anthropic"),
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patch("agent.auxiliary_client._read_main_model", return_value="claude-sonnet-4"),
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patch("agent.anthropic_adapter.build_anthropic_client", return_value=MagicMock()),
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patch("agent.anthropic_adapter.resolve_anthropic_token", return_value="sk-ant-api03-key"),
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patch("agent.anthropic_adapter.resolve_anthropic_token", return_value="***"),
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):
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backends = get_available_vision_backends()
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@@ -719,88 +722,50 @@ class TestAuxiliaryPoolAwareness:
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assert call_kwargs["base_url"] == "https://api.githubcopilot.com"
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assert call_kwargs["default_headers"]["Editor-Version"]
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def test_vision_auto_uses_anthropic_when_no_higher_priority_backend(self, monkeypatch):
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monkeypatch.setenv("ANTHROPIC_API_KEY", "sk-ant-api03-key")
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def test_vision_auto_uses_active_provider_as_fallback(self, monkeypatch):
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"""When no OpenRouter/Nous available, vision auto falls back to active provider."""
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monkeypatch.setenv("ANTHROPIC_API_KEY", "***")
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with (
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patch("agent.auxiliary_client._read_nous_auth", return_value=None),
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patch("agent.auxiliary_client._read_main_provider", return_value="anthropic"),
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patch("agent.auxiliary_client._read_main_model", return_value="claude-sonnet-4"),
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patch("agent.anthropic_adapter.build_anthropic_client", return_value=MagicMock()),
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patch("agent.anthropic_adapter.resolve_anthropic_token", return_value="sk-ant-api03-key"),
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patch("agent.anthropic_adapter.resolve_anthropic_token", return_value="***"),
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):
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client, model = get_vision_auxiliary_client()
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assert client is not None
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assert client.__class__.__name__ == "AnthropicAuxiliaryClient"
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assert model == "claude-haiku-4-5-20251001"
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def test_selected_anthropic_provider_is_preferred_for_vision_auto(self, monkeypatch):
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def test_vision_auto_prefers_openrouter_over_active_provider(self, monkeypatch):
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"""OpenRouter is tried before the active provider in vision auto."""
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monkeypatch.setenv("OPENROUTER_API_KEY", "or-key")
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monkeypatch.setenv("ANTHROPIC_API_KEY", "sk-ant-api03-key")
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def fake_load_config():
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return {"model": {"provider": "anthropic", "default": "claude-sonnet-4-6"}}
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monkeypatch.setenv("ANTHROPIC_API_KEY", "***")
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with (
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patch("agent.auxiliary_client._read_nous_auth", return_value=None),
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patch("agent.anthropic_adapter.build_anthropic_client", return_value=MagicMock()),
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patch("agent.anthropic_adapter.resolve_anthropic_token", return_value="sk-ant-api03-key"),
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patch("agent.auxiliary_client._read_main_provider", return_value="anthropic"),
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patch("agent.auxiliary_client._read_main_model", return_value="claude-sonnet-4"),
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patch("agent.auxiliary_client.OpenAI") as mock_openai,
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patch("hermes_cli.config.load_config", fake_load_config),
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):
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client, model = get_vision_auxiliary_client()
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assert client is not None
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assert client.__class__.__name__ == "AnthropicAuxiliaryClient"
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assert model == "claude-haiku-4-5-20251001"
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def test_selected_codex_provider_short_circuits_vision_auto(self, monkeypatch):
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def fake_load_config():
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return {"model": {"provider": "openai-codex", "default": "gpt-5.2-codex"}}
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codex_client = MagicMock()
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with (
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patch("hermes_cli.config.load_config", fake_load_config),
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patch("agent.auxiliary_client._try_codex", return_value=(codex_client, "gpt-5.2-codex")) as mock_codex,
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patch("agent.auxiliary_client._try_openrouter") as mock_openrouter,
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patch("agent.auxiliary_client._try_nous") as mock_nous,
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patch("agent.auxiliary_client._try_anthropic") as mock_anthropic,
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patch("agent.auxiliary_client._try_custom_endpoint") as mock_custom,
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):
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provider, client, model = resolve_vision_provider_client()
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assert provider == "openai-codex"
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assert client is codex_client
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assert model == "gpt-5.2-codex"
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mock_codex.assert_called_once()
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mock_openrouter.assert_not_called()
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mock_nous.assert_not_called()
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mock_anthropic.assert_not_called()
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mock_custom.assert_not_called()
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# OpenRouter should win over anthropic active provider
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assert provider == "openrouter"
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def test_vision_auto_includes_codex(self, codex_auth_dir):
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"""Codex supports vision (gpt-5.3-codex), so auto mode should use it."""
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with patch("agent.auxiliary_client._read_nous_auth", return_value=None), \
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patch("agent.auxiliary_client.OpenAI"):
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client, model = get_vision_auxiliary_client()
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from agent.auxiliary_client import CodexAuxiliaryClient
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assert isinstance(client, CodexAuxiliaryClient)
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assert model == "gpt-5.2-codex"
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def test_vision_auto_falls_back_to_custom_endpoint(self, monkeypatch):
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"""Custom endpoint is used as fallback in vision auto mode.
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Many local models (Qwen-VL, LLaVA, etc.) support vision.
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When no OpenRouter/Nous/Codex is available, try the custom endpoint.
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"""
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def test_vision_auto_uses_named_custom_as_active_provider(self, monkeypatch):
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"""Named custom provider works as active provider fallback in vision auto."""
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monkeypatch.delenv("OPENROUTER_API_KEY", raising=False)
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monkeypatch.delenv("ANTHROPIC_API_KEY", raising=False)
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with patch("agent.auxiliary_client._read_nous_auth", return_value=None), \
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patch("agent.auxiliary_client._select_pool_entry", return_value=(False, None)), \
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patch("agent.auxiliary_client._read_codex_access_token", return_value=None), \
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patch("agent.auxiliary_client._resolve_custom_runtime",
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return_value=("http://localhost:1234/v1", "local-key")), \
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patch("agent.auxiliary_client.OpenAI") as mock_openai:
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client, model = get_vision_auxiliary_client()
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assert client is not None # Custom endpoint picked up as fallback
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patch("agent.auxiliary_client._read_main_provider", return_value="custom:local"), \
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patch("agent.auxiliary_client._read_main_model", return_value="my-local-model"), \
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patch("agent.auxiliary_client.resolve_provider_client",
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return_value=(MagicMock(), "my-local-model")) as mock_resolve:
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provider, client, model = resolve_vision_provider_client()
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assert client is not None
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assert provider == "custom:local"
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def test_vision_direct_endpoint_override(self, monkeypatch):
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monkeypatch.setenv("OPENROUTER_API_KEY", "or-key")
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@@ -888,7 +853,14 @@ class TestAuxiliaryPoolAwareness:
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monkeypatch.setenv("AUXILIARY_VISION_PROVIDER", "main")
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monkeypatch.delenv("OPENAI_BASE_URL", raising=False)
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monkeypatch.delenv("OPENAI_API_KEY", raising=False)
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# Clear client cache to avoid stale entries from previous tests
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from agent.auxiliary_client import _client_cache
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_client_cache.clear()
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with patch("agent.auxiliary_client._read_nous_auth", return_value=None), \
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patch("agent.auxiliary_client._read_main_provider", return_value=""), \
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patch("agent.auxiliary_client._read_main_model", return_value=""), \
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patch("agent.auxiliary_client._select_pool_entry", return_value=(False, None)), \
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patch("agent.auxiliary_client._resolve_custom_runtime", return_value=(None, None)), \
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patch("agent.auxiliary_client._read_codex_access_token", return_value=None), \
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patch("agent.auxiliary_client._resolve_api_key_provider", return_value=(None, None)):
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client, model = get_vision_auxiliary_client()
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