Fixes

2026-01-12 13:55:43 -08:00
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+# Effort Levels
+
+Pullfrog supports three effort levels that control model selection and reasoning depth:
+
+- **`nothink`** — Fast, minimal reasoning. Best for simple tasks.
+- **`think`** — Balanced (default). Good for most tasks.
+- **`max`** — Maximum capability. Best for complex tasks requiring deep reasoning.
+
+The effort level can be specified via the `effort` input in `action.yml` or in the payload's `effort` field.
+
+---
+
+## Claude Code
+
+Claude Code uses model selection based on effort level.
+
+| Effort | Model | Description |
+|--------|-------|-------------|
+| `nothink` | `claude-haiku-4-5-20250929` | Fast, efficient (Haiku) |
+| `think` | `claude-sonnet-4-5-20250929` | Balanced (Sonnet) |
+| `max` | `claude-opus-4-5-20250929` | Maximum capability (Opus) |
+
+> **Future direction:** Anthropic's beta `effort` parameter (`low`/`medium`/`high`) could replace model selection, using Opus 4.5 for all tasks with effort controlling token spend. See [Anthropic Effort Docs](https://platform.claude.com/docs/en/build-with-claude/effort).
+
+---
+
+## Codex (OpenAI)
+
+Codex uses both model selection and the `modelReasoningEffort` parameter from `ThreadOptions`.
+
+| Effort | Model | `modelReasoningEffort` | Description |
+|--------|-------|------------------------|-------------|
+| `nothink` | `gpt-5.1-codex-mini` | `"low"` | Smaller model, reduced reasoning |
+| `think` | `gpt-5.1-codex` | default | Standard model, default reasoning |
+| `max` | `gpt-5.1-codex-max` | `"high"` | Largest model, maximum reasoning |
+
+Valid values for `modelReasoningEffort`: `"minimal"` | `"low"` | `"medium"` | `"high"`
+
+Reference: [Codex Config Reference](https://developers.openai.com/codex/config-reference/)
+
+---
+
+## Gemini
+
+Gemini uses a combination of model selection and `thinkingLevel` configuration via `settings.json`.
+
+| Effort | Model | `thinkingLevel` | Description |
+|--------|-------|-----------------|-------------|
+| `nothink` | `gemini-2.5-flash` | `LOW` | Fast model, minimal thinking |
+| `think` | `gemini-2.5-flash` | `HIGH` | Fast model, deep thinking |
+| `max` | `gemini-2.5-pro` | `HIGH` | Most capable model, deep thinking |
+
+The `thinkingLevel` is configured via:
+```json
+{
+  "modelConfig": {
+    "generateContentConfig": {
+      "thinkingConfig": {
+        "thinkingLevel": "LOW"
+      }
+    }
+  }
+}
+```
+
+Reference: [Gemini Thinking Docs](https://ai.google.dev/gemini-api/docs/thinking#thinking-levels)
+
+---
+
+## Cursor
+
+Cursor uses model selection via the `--model` CLI flag. Project-level configuration in `.cursor/cli.json` takes precedence if a `model` is specified there.
+
+| Effort | Model | Description |
+|--------|-------|-------------|
+| `nothink` | `auto` (default) | Let Cursor select optimal model |
+| `think` | `auto` (default) | Let Cursor select optimal model |
+| `max` | `opus-4.5-thinking` | Claude 4.5 Opus with thinking |
+
+**Note:** If the project has `.cursor/cli.json` with a `model` field, that model is used regardless of effort level.
+
+---
+
+## OpenCode
+
+OpenCode does not currently have affordances for effort-level configuration. The effort parameter is ignored.
+
+| Effort | Behavior |
+|--------|----------|
+| `nothink` | No effect |
+| `think` | No effect |
+| `max` | No effect |