cmd: clawdbot config fixes (#13922)

Use the original key dimension (qkNopeHeadDim + qkRopeHeadDim = 256) for
the attention scale instead of the MLA absorbed dimension (kvLoraRank +
qkRopeHeadDim = 576).

MLA absorption is a mathematically equivalent reorganization of the
attention computation - it should not change the effective attention
scale. The scale should match training, which uses 1/sqrt(256).

This improves tool calling and model looping issues.

Dockerfile

@@ -169,8 +169,10 @@ COPY . .
 RUN git clone --depth 1 --branch "$(cat MLX_VERSION)" https://github.com/ml-explore/mlx-c.git build/_deps/mlx-c-src
 ARG GOFLAGS="'-ldflags=-w -s'"
 ENV CGO_ENABLED=1
-ENV CGO_CFLAGS="-I/go/src/github.com/ollama/ollama/build/_deps/mlx-c-src"
+ARG CGO_CFLAGS
 ARG CGO_CXXFLAGS
+ENV CGO_CFLAGS="${CGO_CFLAGS} -I/go/src/github.com/ollama/ollama/build/_deps/mlx-c-src"
+ENV CGO_CXXFLAGS="${CGO_CXXFLAGS}"
 RUN --mount=type=cache,target=/root/.cache/go-build \
     go build -tags mlx -trimpath -buildmode=pie -o /bin/ollama .
 

README.md

@@ -558,7 +558,7 @@ See the [API documentation](./docs/api.md) for all endpoints.
 - [LiteLLM](https://github.com/BerriAI/litellm)
 - [OllamaFarm for Go](https://github.com/presbrey/ollamafarm)
 - [OllamaSharp for .NET](https://github.com/awaescher/OllamaSharp)
-- [Ollama for Ruby](https://github.com/gbaptista/ollama-ai)
+- [Ollama for Ruby](https://github.com/crmne/ruby_llm)
 - [Ollama-rs for Rust](https://github.com/pepperoni21/ollama-rs)
 - [Ollama-hpp for C++](https://github.com/jmont-dev/ollama-hpp)
 - [Ollama4j for Java](https://github.com/ollama4j/ollama4j)

app/README.md

@@ -75,9 +75,9 @@ The `-dev` flag enables:
 CI builds with Xcode 14.1 for OS compatibility prior to v13.  If you want to manually build v11+ support, you can download the older Xcode [here](https://developer.apple.com/services-account/download?path=/Developer_Tools/Xcode_14.1/Xcode_14.1.xip), extract, then `mv ./Xcode.app /Applications/Xcode_14.1.0.app` then activate with:
 
 ```
-export CGO_CFLAGS=-mmacosx-version-min=12.0
-export CGO_CXXFLAGS=-mmacosx-version-min=12.0
-export CGO_LDFLAGS=-mmacosx-version-min=12.0
+export CGO_CFLAGS="-O3 -mmacosx-version-min=12.0"
+export CGO_CXXFLAGS="-O3 -mmacosx-version-min=12.0"
+export CGO_LDFLAGS="-mmacosx-version-min=12.0"
 export SDKROOT=/Applications/Xcode_14.1.0.app/Contents/Developer/Platforms/MacOSX.platform/Developer/SDKs/MacOSX.sdk
 export DEVELOPER_DIR=/Applications/Xcode_14.1.0.app/Contents/Developer
 ```

cmd/config/claude.go

@@ -4,6 +4,8 @@ import (
 	"fmt"
 	"os"
 	"os/exec"
+	"path/filepath"
+	"runtime"
 )
 
 // Claude implements Runner for Claude Code integration
@@ -18,12 +20,32 @@ func (c *Claude) args(model string) []string {
 	return nil
 }
 
+func (c *Claude) findPath() (string, error) {
+	if p, err := exec.LookPath("claude"); err == nil {
+		return p, nil
+	}
+	home, err := os.UserHomeDir()
+	if err != nil {
+		return "", err
+	}
+	name := "claude"
+	if runtime.GOOS == "windows" {
+		name = "claude.exe"
+	}
+	fallback := filepath.Join(home, ".claude", "local", name)
+	if _, err := os.Stat(fallback); err != nil {
+		return "", err
+	}
+	return fallback, nil
+}
+
 func (c *Claude) Run(model string) error {
-	if _, err := exec.LookPath("claude"); err != nil {
+	claudePath, err := c.findPath()
+	if err != nil {
 		return fmt.Errorf("claude is not installed, install from https://code.claude.com/docs/en/quickstart")
 	}
 
-	cmd := exec.Command("claude", c.args(model)...)
+	cmd := exec.Command(claudePath, c.args(model)...)
 	cmd.Stdin = os.Stdin
 	cmd.Stdout = os.Stdout
 	cmd.Stderr = os.Stderr

cmd/config/claude_test.go

@@ -1,6 +1,9 @@
 package config
 
 import (
+	"os"
+	"path/filepath"
+	"runtime"
 	"slices"
 	"testing"
 )
@@ -19,6 +22,62 @@ func TestClaudeIntegration(t *testing.T) {
 	})
 }
 
+func TestClaudeFindPath(t *testing.T) {
+	c := &Claude{}
+
+	t.Run("finds claude in PATH", func(t *testing.T) {
+		tmpDir := t.TempDir()
+		name := "claude"
+		if runtime.GOOS == "windows" {
+			name = "claude.exe"
+		}
+		fakeBin := filepath.Join(tmpDir, name)
+		os.WriteFile(fakeBin, []byte("#!/bin/sh\n"), 0o755)
+		t.Setenv("PATH", tmpDir)
+
+		got, err := c.findPath()
+		if err != nil {
+			t.Fatalf("unexpected error: %v", err)
+		}
+		if got != fakeBin {
+			t.Errorf("findPath() = %q, want %q", got, fakeBin)
+		}
+	})
+
+	t.Run("falls back to ~/.claude/local/claude", func(t *testing.T) {
+		tmpDir := t.TempDir()
+		setTestHome(t, tmpDir)
+		t.Setenv("PATH", t.TempDir()) // empty dir, no claude binary
+
+		name := "claude"
+		if runtime.GOOS == "windows" {
+			name = "claude.exe"
+		}
+		fallback := filepath.Join(tmpDir, ".claude", "local", name)
+		os.MkdirAll(filepath.Dir(fallback), 0o755)
+		os.WriteFile(fallback, []byte("#!/bin/sh\n"), 0o755)
+
+		got, err := c.findPath()
+		if err != nil {
+			t.Fatalf("unexpected error: %v", err)
+		}
+		if got != fallback {
+			t.Errorf("findPath() = %q, want %q", got, fallback)
+		}
+	})
+
+	t.Run("returns error when neither PATH nor fallback exists", func(t *testing.T) {
+		tmpDir := t.TempDir()
+		setTestHome(t, tmpDir)
+		t.Setenv("PATH", t.TempDir()) // empty dir, no claude binary
+
+		_, err := c.findPath()
+		if err == nil {
+			t.Fatal("expected error, got nil")
+		}
+	})
+}
+
 func TestClaudeArgs(t *testing.T) {
 	c := &Claude{}
 

cmd/config/clawdbot.go

@@ -0,0 +1,193 @@
+package config
+
+import (
+	"bytes"
+	"encoding/json"
+	"fmt"
+	"io"
+	"os"
+	"os/exec"
+	"path/filepath"
+	"strings"
+)
+
+type Clawdbot struct{}
+
+func (c *Clawdbot) String() string { return "Clawdbot" }
+
+const ansiGreen = "\033[32m"
+
+func (c *Clawdbot) Run(model string) error {
+	if _, err := exec.LookPath("clawdbot"); err != nil {
+		return fmt.Errorf("clawdbot is not installed, install from https://docs.clawd.bot")
+	}
+
+	models := []string{model}
+	if config, err := loadIntegration("clawdbot"); err == nil && len(config.Models) > 0 {
+		models = config.Models
+	}
+	if err := c.Edit(models); err != nil {
+		return fmt.Errorf("setup failed: %w", err)
+	}
+
+	cmd := exec.Command("clawdbot", "gateway")
+	cmd.Stdin = os.Stdin
+
+	// Capture output to detect "already running" message
+	var outputBuf bytes.Buffer
+	cmd.Stdout = io.MultiWriter(os.Stdout, &outputBuf)
+	cmd.Stderr = io.MultiWriter(os.Stderr, &outputBuf)
+
+	err := cmd.Run()
+	if err != nil && strings.Contains(outputBuf.String(), "Gateway already running") {
+		fmt.Fprintf(os.Stderr, "%sClawdbot has been configured with Ollama. Gateway is already running.%s\n", ansiGreen, ansiReset)
+		return nil
+	}
+	return err
+}
+
+func (c *Clawdbot) Paths() []string {
+	home, _ := os.UserHomeDir()
+	p := filepath.Join(home, ".clawdbot", "clawdbot.json")
+	if _, err := os.Stat(p); err == nil {
+		return []string{p}
+	}
+	return nil
+}
+
+func (c *Clawdbot) Edit(models []string) error {
+	if len(models) == 0 {
+		return nil
+	}
+
+	home, err := os.UserHomeDir()
+	if err != nil {
+		return err
+	}
+
+	configPath := filepath.Join(home, ".clawdbot", "clawdbot.json")
+	if err := os.MkdirAll(filepath.Dir(configPath), 0o755); err != nil {
+		return err
+	}
+
+	// Read into map[string]any to preserve unknown fields
+	config := make(map[string]any)
+	if data, err := os.ReadFile(configPath); err == nil {
+		_ = json.Unmarshal(data, &config)
+	}
+
+	// Navigate/create: models.providers.ollama (preserving other providers)
+	modelsSection, _ := config["models"].(map[string]any)
+	if modelsSection == nil {
+		modelsSection = make(map[string]any)
+	}
+	providers, _ := modelsSection["providers"].(map[string]any)
+	if providers == nil {
+		providers = make(map[string]any)
+	}
+	ollama, _ := providers["ollama"].(map[string]any)
+	if ollama == nil {
+		ollama = make(map[string]any)
+	}
+
+	ollama["baseUrl"] = "http://127.0.0.1:11434/v1"
+	// needed to register provider
+	ollama["apiKey"] = "ollama-local"
+	// TODO(parthsareen): potentially move to responses
+	ollama["api"] = "openai-completions"
+
+	// Build map of existing models to preserve user customizations
+	existingModels, _ := ollama["models"].([]any)
+	existingByID := make(map[string]map[string]any)
+	for _, m := range existingModels {
+		if entry, ok := m.(map[string]any); ok {
+			if id, ok := entry["id"].(string); ok {
+				existingByID[id] = entry
+			}
+		}
+	}
+
+	var newModels []any
+	for _, model := range models {
+		entry := map[string]any{
+			"id":        model,
+			"name":      model,
+			"reasoning": false,
+			"input":     []any{"text"},
+			"cost": map[string]any{
+				"input":      0,
+				"output":     0,
+				"cacheRead":  0,
+				"cacheWrite": 0,
+			},
+			// TODO(parthsareen): get these values from API
+			"contextWindow": 131072,
+			"maxTokens":     16384,
+		}
+		// Merge existing fields (user customizations)
+		if existing, ok := existingByID[model]; ok {
+			for k, v := range existing {
+				if _, isNew := entry[k]; !isNew {
+					entry[k] = v
+				}
+			}
+		}
+		newModels = append(newModels, entry)
+	}
+	ollama["models"] = newModels
+
+	providers["ollama"] = ollama
+	modelsSection["providers"] = providers
+	config["models"] = modelsSection
+
+	// Update agents.defaults.model.primary (preserving other agent settings)
+	agents, _ := config["agents"].(map[string]any)
+	if agents == nil {
+		agents = make(map[string]any)
+	}
+	defaults, _ := agents["defaults"].(map[string]any)
+	if defaults == nil {
+		defaults = make(map[string]any)
+	}
+	modelConfig, _ := defaults["model"].(map[string]any)
+	if modelConfig == nil {
+		modelConfig = make(map[string]any)
+	}
+	modelConfig["primary"] = "ollama/" + models[0]
+	defaults["model"] = modelConfig
+	agents["defaults"] = defaults
+	config["agents"] = agents
+
+	data, err := json.MarshalIndent(config, "", "  ")
+	if err != nil {
+		return err
+	}
+	return writeWithBackup(configPath, data)
+}
+
+func (c *Clawdbot) Models() []string {
+	home, err := os.UserHomeDir()
+	if err != nil {
+		return nil
+	}
+
+	config, err := readJSONFile(filepath.Join(home, ".clawdbot", "clawdbot.json"))
+	if err != nil {
+		return nil
+	}
+
+	modelsSection, _ := config["models"].(map[string]any)
+	providers, _ := modelsSection["providers"].(map[string]any)
+	ollama, _ := providers["ollama"].(map[string]any)
+	modelList, _ := ollama["models"].([]any)
+
+	var result []string
+	for _, m := range modelList {
+		if entry, ok := m.(map[string]any); ok {
+			if id, ok := entry["id"].(string); ok {
+				result = append(result, id)
+			}
+		}
+	}
+	return result
+}

cmd/config/clawdbot_test.go

@@ -0,0 +1,625 @@
+package config
+
+import (
+	"encoding/json"
+	"fmt"
+	"os"
+	"path/filepath"
+	"testing"
+)
+
+func TestClawdbotIntegration(t *testing.T) {
+	c := &Clawdbot{}
+
+	t.Run("String", func(t *testing.T) {
+		if got := c.String(); got != "Clawdbot" {
+			t.Errorf("String() = %q, want %q", got, "Clawdbot")
+		}
+	})
+
+	t.Run("implements Runner", func(t *testing.T) {
+		var _ Runner = c
+	})
+
+	t.Run("implements Editor", func(t *testing.T) {
+		var _ Editor = c
+	})
+}
+
+func TestClawdbotEdit(t *testing.T) {
+	c := &Clawdbot{}
+	tmpDir := t.TempDir()
+	setTestHome(t, tmpDir)
+
+	configDir := filepath.Join(tmpDir, ".clawdbot")
+	configPath := filepath.Join(configDir, "clawdbot.json")
+
+	cleanup := func() { os.RemoveAll(configDir) }
+
+	t.Run("fresh install", func(t *testing.T) {
+		cleanup()
+		if err := c.Edit([]string{"llama3.2"}); err != nil {
+			t.Fatal(err)
+		}
+		assertClawdbotModelExists(t, configPath, "llama3.2")
+		assertClawdbotPrimaryModel(t, configPath, "ollama/llama3.2")
+	})
+
+	t.Run("multiple models - first is primary", func(t *testing.T) {
+		cleanup()
+		if err := c.Edit([]string{"llama3.2", "mistral"}); err != nil {
+			t.Fatal(err)
+		}
+		assertClawdbotModelExists(t, configPath, "llama3.2")
+		assertClawdbotModelExists(t, configPath, "mistral")
+		assertClawdbotPrimaryModel(t, configPath, "ollama/llama3.2")
+	})
+
+	t.Run("preserve other providers", func(t *testing.T) {
+		cleanup()
+		os.MkdirAll(configDir, 0o755)
+		os.WriteFile(configPath, []byte(`{"models":{"providers":{"anthropic":{"apiKey":"xxx"}}}}`), 0o644)
+		if err := c.Edit([]string{"llama3.2"}); err != nil {
+			t.Fatal(err)
+		}
+		data, _ := os.ReadFile(configPath)
+		var cfg map[string]any
+		json.Unmarshal(data, &cfg)
+		models := cfg["models"].(map[string]any)
+		providers := models["providers"].(map[string]any)
+		if providers["anthropic"] == nil {
+			t.Error("anthropic provider was removed")
+		}
+	})
+
+	t.Run("preserve top-level keys", func(t *testing.T) {
+		cleanup()
+		os.MkdirAll(configDir, 0o755)
+		os.WriteFile(configPath, []byte(`{"theme":"dark","mcp":{"servers":{}}}`), 0o644)
+		if err := c.Edit([]string{"llama3.2"}); err != nil {
+			t.Fatal(err)
+		}
+		data, _ := os.ReadFile(configPath)
+		var cfg map[string]any
+		json.Unmarshal(data, &cfg)
+		if cfg["theme"] != "dark" {
+			t.Error("theme was removed")
+		}
+		if cfg["mcp"] == nil {
+			t.Error("mcp was removed")
+		}
+	})
+
+	t.Run("preserve user customizations on models", func(t *testing.T) {
+		cleanup()
+		c.Edit([]string{"llama3.2"})
+
+		// User adds custom field
+		data, _ := os.ReadFile(configPath)
+		var cfg map[string]any
+		json.Unmarshal(data, &cfg)
+		models := cfg["models"].(map[string]any)
+		providers := models["providers"].(map[string]any)
+		ollama := providers["ollama"].(map[string]any)
+		modelList := ollama["models"].([]any)
+		entry := modelList[0].(map[string]any)
+		entry["customField"] = "user-value"
+		configData, _ := json.MarshalIndent(cfg, "", "  ")
+		os.WriteFile(configPath, configData, 0o644)
+
+		// Re-run Edit
+		c.Edit([]string{"llama3.2"})
+
+		data, _ = os.ReadFile(configPath)
+		json.Unmarshal(data, &cfg)
+		models = cfg["models"].(map[string]any)
+		providers = models["providers"].(map[string]any)
+		ollama = providers["ollama"].(map[string]any)
+		modelList = ollama["models"].([]any)
+		entry = modelList[0].(map[string]any)
+		if entry["customField"] != "user-value" {
+			t.Error("custom field was lost")
+		}
+	})
+
+	t.Run("edit replaces models list", func(t *testing.T) {
+		cleanup()
+		c.Edit([]string{"llama3.2", "mistral"})
+		c.Edit([]string{"llama3.2"})
+
+		assertClawdbotModelExists(t, configPath, "llama3.2")
+		assertClawdbotModelNotExists(t, configPath, "mistral")
+	})
+
+	t.Run("empty models is no-op", func(t *testing.T) {
+		cleanup()
+		os.MkdirAll(configDir, 0o755)
+		original := `{"existing":"data"}`
+		os.WriteFile(configPath, []byte(original), 0o644)
+
+		c.Edit([]string{})
+
+		data, _ := os.ReadFile(configPath)
+		if string(data) != original {
+			t.Error("empty models should not modify file")
+		}
+	})
+
+	t.Run("corrupted JSON treated as empty", func(t *testing.T) {
+		cleanup()
+		os.MkdirAll(configDir, 0o755)
+		os.WriteFile(configPath, []byte(`{corrupted`), 0o644)
+
+		if err := c.Edit([]string{"llama3.2"}); err != nil {
+			t.Fatal(err)
+		}
+
+		data, _ := os.ReadFile(configPath)
+		var cfg map[string]any
+		if err := json.Unmarshal(data, &cfg); err != nil {
+			t.Error("result should be valid JSON")
+		}
+	})
+
+	t.Run("wrong type models section", func(t *testing.T) {
+		cleanup()
+		os.MkdirAll(configDir, 0o755)
+		os.WriteFile(configPath, []byte(`{"models":"not a map"}`), 0o644)
+
+		if err := c.Edit([]string{"llama3.2"}); err != nil {
+			t.Fatal(err)
+		}
+		assertClawdbotModelExists(t, configPath, "llama3.2")
+	})
+}
+
+func TestClawdbotModels(t *testing.T) {
+	c := &Clawdbot{}
+	tmpDir := t.TempDir()
+	setTestHome(t, tmpDir)
+
+	t.Run("no config returns nil", func(t *testing.T) {
+		if models := c.Models(); len(models) > 0 {
+			t.Errorf("expected nil/empty, got %v", models)
+		}
+	})
+
+	t.Run("returns all ollama models", func(t *testing.T) {
+		configDir := filepath.Join(tmpDir, ".clawdbot")
+		os.MkdirAll(configDir, 0o755)
+		os.WriteFile(filepath.Join(configDir, "clawdbot.json"), []byte(`{
+			"models":{"providers":{"ollama":{"models":[
+				{"id":"llama3.2"},
+				{"id":"mistral"}
+			]}}}
+		}`), 0o644)
+
+		models := c.Models()
+		if len(models) != 2 {
+			t.Errorf("expected 2 models, got %v", models)
+		}
+	})
+}
+
+// Helper functions
+func assertClawdbotModelExists(t *testing.T, path, model string) {
+	t.Helper()
+	data, _ := os.ReadFile(path)
+	var cfg map[string]any
+	json.Unmarshal(data, &cfg)
+	models := cfg["models"].(map[string]any)
+	providers := models["providers"].(map[string]any)
+	ollama := providers["ollama"].(map[string]any)
+	modelList := ollama["models"].([]any)
+	for _, m := range modelList {
+		if entry, ok := m.(map[string]any); ok {
+			if entry["id"] == model {
+				return
+			}
+		}
+	}
+	t.Errorf("model %s not found", model)
+}
+
+func assertClawdbotModelNotExists(t *testing.T, path, model string) {
+	t.Helper()
+	data, _ := os.ReadFile(path)
+	var cfg map[string]any
+	json.Unmarshal(data, &cfg)
+	models, _ := cfg["models"].(map[string]any)
+	providers, _ := models["providers"].(map[string]any)
+	ollama, _ := providers["ollama"].(map[string]any)
+	modelList, _ := ollama["models"].([]any)
+	for _, m := range modelList {
+		if entry, ok := m.(map[string]any); ok {
+			if entry["id"] == model {
+				t.Errorf("model %s should not exist", model)
+			}
+		}
+	}
+}
+
+func assertClawdbotPrimaryModel(t *testing.T, path, expected string) {
+	t.Helper()
+	data, _ := os.ReadFile(path)
+	var cfg map[string]any
+	json.Unmarshal(data, &cfg)
+	agents := cfg["agents"].(map[string]any)
+	defaults := agents["defaults"].(map[string]any)
+	model := defaults["model"].(map[string]any)
+	if model["primary"] != expected {
+		t.Errorf("primary model = %v, want %v", model["primary"], expected)
+	}
+}
+
+func TestClawdbotPaths(t *testing.T) {
+	c := &Clawdbot{}
+
+	t.Run("returns path when config exists", func(t *testing.T) {
+		tmpDir := t.TempDir()
+		setTestHome(t, tmpDir)
+		configDir := filepath.Join(tmpDir, ".clawdbot")
+		os.MkdirAll(configDir, 0o755)
+		os.WriteFile(filepath.Join(configDir, "clawdbot.json"), []byte(`{}`), 0o644)
+
+		paths := c.Paths()
+		if len(paths) != 1 {
+			t.Errorf("expected 1 path, got %d", len(paths))
+		}
+	})
+
+	t.Run("returns nil when config missing", func(t *testing.T) {
+		tmpDir := t.TempDir()
+		setTestHome(t, tmpDir)
+		if paths := c.Paths(); paths != nil {
+			t.Errorf("expected nil, got %v", paths)
+		}
+	})
+}
+
+func TestClawdbotModelsEdgeCases(t *testing.T) {
+	c := &Clawdbot{}
+	tmpDir := t.TempDir()
+	setTestHome(t, tmpDir)
+	configDir := filepath.Join(tmpDir, ".clawdbot")
+	configPath := filepath.Join(configDir, "clawdbot.json")
+	cleanup := func() { os.RemoveAll(configDir) }
+
+	t.Run("corrupted JSON returns nil", func(t *testing.T) {
+		cleanup()
+		os.MkdirAll(configDir, 0o755)
+		os.WriteFile(configPath, []byte(`{corrupted`), 0o644)
+		if models := c.Models(); models != nil {
+			t.Errorf("expected nil, got %v", models)
+		}
+	})
+
+	t.Run("wrong type at models level", func(t *testing.T) {
+		cleanup()
+		os.MkdirAll(configDir, 0o755)
+		os.WriteFile(configPath, []byte(`{"models":"string"}`), 0o644)
+		if models := c.Models(); models != nil {
+			t.Errorf("expected nil, got %v", models)
+		}
+	})
+
+	t.Run("wrong type at providers level", func(t *testing.T) {
+		cleanup()
+		os.MkdirAll(configDir, 0o755)
+		os.WriteFile(configPath, []byte(`{"models":{"providers":"string"}}`), 0o644)
+		if models := c.Models(); models != nil {
+			t.Errorf("expected nil, got %v", models)
+		}
+	})
+
+	t.Run("wrong type at ollama level", func(t *testing.T) {
+		cleanup()
+		os.MkdirAll(configDir, 0o755)
+		os.WriteFile(configPath, []byte(`{"models":{"providers":{"ollama":"string"}}}`), 0o644)
+		if models := c.Models(); models != nil {
+			t.Errorf("expected nil, got %v", models)
+		}
+	})
+
+	t.Run("model entry missing id", func(t *testing.T) {
+		cleanup()
+		os.MkdirAll(configDir, 0o755)
+		os.WriteFile(configPath, []byte(`{"models":{"providers":{"ollama":{"models":[{"name":"test"}]}}}}`), 0o644)
+		if len(c.Models()) != 0 {
+			t.Error("expected empty for missing id")
+		}
+	})
+
+	t.Run("model id is not string", func(t *testing.T) {
+		cleanup()
+		os.MkdirAll(configDir, 0o755)
+		os.WriteFile(configPath, []byte(`{"models":{"providers":{"ollama":{"models":[{"id":123}]}}}}`), 0o644)
+		if len(c.Models()) != 0 {
+			t.Error("expected empty for non-string id")
+		}
+	})
+}
+
+func TestClawdbotEditSchemaFields(t *testing.T) {
+	c := &Clawdbot{}
+	tmpDir := t.TempDir()
+	setTestHome(t, tmpDir)
+	configPath := filepath.Join(tmpDir, ".clawdbot", "clawdbot.json")
+
+	if err := c.Edit([]string{"llama3.2"}); err != nil {
+		t.Fatal(err)
+	}
+
+	data, _ := os.ReadFile(configPath)
+	var cfg map[string]any
+	json.Unmarshal(data, &cfg)
+	models := cfg["models"].(map[string]any)
+	providers := models["providers"].(map[string]any)
+	ollama := providers["ollama"].(map[string]any)
+	modelList := ollama["models"].([]any)
+	entry := modelList[0].(map[string]any)
+
+	// Verify required schema fields
+	if entry["reasoning"] != false {
+		t.Error("reasoning should be false")
+	}
+	if entry["input"] == nil {
+		t.Error("input should be set")
+	}
+	if entry["contextWindow"] == nil {
+		t.Error("contextWindow should be set")
+	}
+	if entry["maxTokens"] == nil {
+		t.Error("maxTokens should be set")
+	}
+	cost := entry["cost"].(map[string]any)
+	if cost["cacheRead"] == nil {
+		t.Error("cost.cacheRead should be set")
+	}
+	if cost["cacheWrite"] == nil {
+		t.Error("cost.cacheWrite should be set")
+	}
+}
+
+func TestClawdbotEditModelNames(t *testing.T) {
+	c := &Clawdbot{}
+	tmpDir := t.TempDir()
+	setTestHome(t, tmpDir)
+	configPath := filepath.Join(tmpDir, ".clawdbot", "clawdbot.json")
+	cleanup := func() { os.RemoveAll(filepath.Join(tmpDir, ".clawdbot")) }
+
+	t.Run("model with colon tag", func(t *testing.T) {
+		cleanup()
+		if err := c.Edit([]string{"llama3.2:70b"}); err != nil {
+			t.Fatal(err)
+		}
+		assertClawdbotModelExists(t, configPath, "llama3.2:70b")
+		assertClawdbotPrimaryModel(t, configPath, "ollama/llama3.2:70b")
+	})
+
+	t.Run("model with slash", func(t *testing.T) {
+		cleanup()
+		if err := c.Edit([]string{"library/model:tag"}); err != nil {
+			t.Fatal(err)
+		}
+		assertClawdbotModelExists(t, configPath, "library/model:tag")
+		assertClawdbotPrimaryModel(t, configPath, "ollama/library/model:tag")
+	})
+
+	t.Run("model with hyphen", func(t *testing.T) {
+		cleanup()
+		if err := c.Edit([]string{"test-model"}); err != nil {
+			t.Fatal(err)
+		}
+		assertClawdbotModelExists(t, configPath, "test-model")
+	})
+}
+
+func TestClawdbotEditAgentsPreservation(t *testing.T) {
+	c := &Clawdbot{}
+	tmpDir := t.TempDir()
+	setTestHome(t, tmpDir)
+	configDir := filepath.Join(tmpDir, ".clawdbot")
+	configPath := filepath.Join(configDir, "clawdbot.json")
+	cleanup := func() { os.RemoveAll(configDir) }
+
+	t.Run("preserve other agent defaults", func(t *testing.T) {
+		cleanup()
+		os.MkdirAll(configDir, 0o755)
+		os.WriteFile(configPath, []byte(`{"agents":{"defaults":{"model":{"primary":"old"},"temperature":0.7}}}`), 0o644)
+
+		c.Edit([]string{"llama3.2"})
+
+		data, _ := os.ReadFile(configPath)
+		var cfg map[string]any
+		json.Unmarshal(data, &cfg)
+		agents := cfg["agents"].(map[string]any)
+		defaults := agents["defaults"].(map[string]any)
+		if defaults["temperature"] != 0.7 {
+			t.Error("temperature setting was lost")
+		}
+	})
+
+	t.Run("preserve other agents besides defaults", func(t *testing.T) {
+		cleanup()
+		os.MkdirAll(configDir, 0o755)
+		os.WriteFile(configPath, []byte(`{"agents":{"defaults":{},"custom-agent":{"foo":"bar"}}}`), 0o644)
+
+		c.Edit([]string{"llama3.2"})
+
+		data, _ := os.ReadFile(configPath)
+		var cfg map[string]any
+		json.Unmarshal(data, &cfg)
+		agents := cfg["agents"].(map[string]any)
+		if agents["custom-agent"] == nil {
+			t.Error("custom-agent was lost")
+		}
+	})
+}
+
+const testClawdbotFixture = `{
+  "theme": "dark",
+  "mcp": {"servers": {"custom": {"enabled": true}}},
+  "models": {
+    "providers": {
+      "anthropic": {"apiKey": "xxx"},
+      "ollama": {
+        "baseUrl": "http://127.0.0.1:11434/v1",
+        "models": [{"id": "old-model", "customField": "preserved"}]
+      }
+    }
+  },
+  "agents": {
+    "defaults": {"model": {"primary": "old"}, "temperature": 0.7},
+    "custom-agent": {"foo": "bar"}
+  }
+}`
+
+func TestClawdbotEdit_RoundTrip(t *testing.T) {
+	c := &Clawdbot{}
+	tmpDir := t.TempDir()
+	setTestHome(t, tmpDir)
+	configDir := filepath.Join(tmpDir, ".clawdbot")
+	configPath := filepath.Join(configDir, "clawdbot.json")
+
+	os.MkdirAll(configDir, 0o755)
+	os.WriteFile(configPath, []byte(testClawdbotFixture), 0o644)
+
+	if err := c.Edit([]string{"llama3.2", "mistral"}); err != nil {
+		t.Fatal(err)
+	}
+
+	data, _ := os.ReadFile(configPath)
+	var cfg map[string]any
+	json.Unmarshal(data, &cfg)
+
+	// Verify top-level preserved
+	if cfg["theme"] != "dark" {
+		t.Error("theme not preserved")
+	}
+	mcp := cfg["mcp"].(map[string]any)
+	servers := mcp["servers"].(map[string]any)
+	if servers["custom"] == nil {
+		t.Error("mcp.servers.custom not preserved")
+	}
+
+	// Verify other providers preserved
+	models := cfg["models"].(map[string]any)
+	providers := models["providers"].(map[string]any)
+	if providers["anthropic"] == nil {
+		t.Error("anthropic provider not preserved")
+	}
+
+	// Verify agents preserved
+	agents := cfg["agents"].(map[string]any)
+	if agents["custom-agent"] == nil {
+		t.Error("custom-agent not preserved")
+	}
+	defaults := agents["defaults"].(map[string]any)
+	if defaults["temperature"] != 0.7 {
+		t.Error("temperature not preserved")
+	}
+}
+
+func TestClawdbotEdit_Idempotent(t *testing.T) {
+	c := &Clawdbot{}
+	tmpDir := t.TempDir()
+	setTestHome(t, tmpDir)
+	configDir := filepath.Join(tmpDir, ".clawdbot")
+	configPath := filepath.Join(configDir, "clawdbot.json")
+
+	os.MkdirAll(configDir, 0o755)
+	os.WriteFile(configPath, []byte(testClawdbotFixture), 0o644)
+
+	c.Edit([]string{"llama3.2", "mistral"})
+	firstData, _ := os.ReadFile(configPath)
+
+	c.Edit([]string{"llama3.2", "mistral"})
+	secondData, _ := os.ReadFile(configPath)
+
+	if string(firstData) != string(secondData) {
+		t.Error("repeated edits with same models produced different results")
+	}
+}
+
+func TestClawdbotEdit_MultipleConsecutiveEdits(t *testing.T) {
+	c := &Clawdbot{}
+	tmpDir := t.TempDir()
+	setTestHome(t, tmpDir)
+	configDir := filepath.Join(tmpDir, ".clawdbot")
+	configPath := filepath.Join(configDir, "clawdbot.json")
+
+	os.MkdirAll(configDir, 0o755)
+	os.WriteFile(configPath, []byte(testClawdbotFixture), 0o644)
+
+	for i := range 10 {
+		models := []string{"model-a", "model-b"}
+		if i%2 == 0 {
+			models = []string{"model-x", "model-y", "model-z"}
+		}
+		if err := c.Edit(models); err != nil {
+			t.Fatalf("edit %d failed: %v", i, err)
+		}
+	}
+
+	data, _ := os.ReadFile(configPath)
+	var cfg map[string]any
+	if err := json.Unmarshal(data, &cfg); err != nil {
+		t.Fatalf("file is not valid JSON after multiple edits: %v", err)
+	}
+
+	if cfg["theme"] != "dark" {
+		t.Error("theme lost after multiple edits")
+	}
+}
+
+func TestClawdbotEdit_BackupCreated(t *testing.T) {
+	c := &Clawdbot{}
+	tmpDir := t.TempDir()
+	setTestHome(t, tmpDir)
+	configDir := filepath.Join(tmpDir, ".clawdbot")
+	configPath := filepath.Join(configDir, "clawdbot.json")
+	backupDir := filepath.Join(os.TempDir(), "ollama-backups")
+
+	os.MkdirAll(configDir, 0o755)
+	uniqueMarker := fmt.Sprintf("test-marker-%d", os.Getpid())
+	original := fmt.Sprintf(`{"theme": "%s"}`, uniqueMarker)
+	os.WriteFile(configPath, []byte(original), 0o644)
+
+	if err := c.Edit([]string{"model-a"}); err != nil {
+		t.Fatal(err)
+	}
+
+	backups, _ := filepath.Glob(filepath.Join(backupDir, "clawdbot.json.*"))
+	foundBackup := false
+	for _, backup := range backups {
+		data, _ := os.ReadFile(backup)
+		if string(data) == original {
+			foundBackup = true
+			break
+		}
+	}
+
+	if !foundBackup {
+		t.Error("backup with original content not found")
+	}
+}
+
+func TestClawdbotEdit_CreatesDirectoryIfMissing(t *testing.T) {
+	c := &Clawdbot{}
+	tmpDir := t.TempDir()
+	setTestHome(t, tmpDir)
+	configDir := filepath.Join(tmpDir, ".clawdbot")
+
+	if _, err := os.Stat(configDir); !os.IsNotExist(err) {
+		t.Fatal("directory should not exist before test")
+	}
+
+	if err := c.Edit([]string{"model-a"}); err != nil {
+		t.Fatal(err)
+	}
+
+	if _, err := os.Stat(configDir); os.IsNotExist(err) {
+		t.Fatal("directory was not created")
+	}
+}

cmd/config/integrations.go

@@ -41,6 +41,7 @@ type Editor interface {
 // integrations is the registry of available integrations.
 var integrations = map[string]Runner{
 	"claude":   &Claude{},
+	"clawdbot": &Clawdbot{},
 	"codex":    &Codex{},
 	"droid":    &Droid{},
 	"opencode": &OpenCode{},
@@ -242,6 +243,7 @@ func LaunchCmd(checkServerHeartbeat func(cmd *cobra.Command, args []string) erro
 
 Supported integrations:
   claude    Claude Code
+  clawdbot  Clawdbot
   codex     Codex
   droid     Droid
   opencode  OpenCode

cmd/config/opencode.go

@@ -105,17 +105,26 @@ func (o *OpenCode) Edit(modelList []string) error {
 
 	for name, cfg := range models {
 		if cfgMap, ok := cfg.(map[string]any); ok {
-			if displayName, ok := cfgMap["name"].(string); ok {
-				if strings.HasSuffix(displayName, "[Ollama]") && !selectedSet[name] {
-					delete(models, name)
-				}
+			if isOllamaModel(cfgMap) && !selectedSet[name] {
+				delete(models, name)
 			}
 		}
 	}
 
 	for _, model := range modelList {
+		if existing, ok := models[model].(map[string]any); ok {
+			// migrate existing models without _launch marker
+			if isOllamaModel(existing) {
+				existing["_launch"] = true
+				if name, ok := existing["name"].(string); ok {
+					existing["name"] = strings.TrimSuffix(name, " [Ollama]")
+				}
+			}
+			continue
+		}
 		models[model] = map[string]any{
-			"name": fmt.Sprintf("%s [Ollama]", model),
+			"name":    model,
+			"_launch": true,
 		}
 	}
 
@@ -201,3 +210,15 @@ func (o *OpenCode) Models() []string {
 	slices.Sort(keys)
 	return keys
 }
+
+// isOllamaModel reports whether a model config entry is managed by us
+func isOllamaModel(cfg map[string]any) bool {
+	if v, ok := cfg["_launch"].(bool); ok && v {
+		return true
+	}
+	// previously used [Ollama] as a suffix for the model managed by ollama launch
+	if name, ok := cfg["name"].(string); ok {
+		return strings.HasSuffix(name, "[Ollama]")
+	}
+	return false
+}

cmd/config/opencode_test.go

@@ -161,6 +161,76 @@ func TestOpenCodeEdit(t *testing.T) {
 		assertOpenCodeModelNotExists(t, configPath, "mistral")
 	})
 
+	t.Run("preserve user customizations on managed models", func(t *testing.T) {
+		cleanup()
+		if err := o.Edit([]string{"llama3.2"}); err != nil {
+			t.Fatal(err)
+		}
+
+		// Add custom fields to the model entry (simulating user edits)
+		data, _ := os.ReadFile(configPath)
+		var cfg map[string]any
+		json.Unmarshal(data, &cfg)
+		provider := cfg["provider"].(map[string]any)
+		ollama := provider["ollama"].(map[string]any)
+		models := ollama["models"].(map[string]any)
+		entry := models["llama3.2"].(map[string]any)
+		entry["_myPref"] = "custom-value"
+		entry["_myNum"] = 42
+		configData, _ := json.MarshalIndent(cfg, "", "  ")
+		os.WriteFile(configPath, configData, 0o644)
+
+		// Re-run Edit — should preserve custom fields
+		if err := o.Edit([]string{"llama3.2"}); err != nil {
+			t.Fatal(err)
+		}
+
+		data, _ = os.ReadFile(configPath)
+		json.Unmarshal(data, &cfg)
+		provider = cfg["provider"].(map[string]any)
+		ollama = provider["ollama"].(map[string]any)
+		models = ollama["models"].(map[string]any)
+		entry = models["llama3.2"].(map[string]any)
+
+		if entry["_myPref"] != "custom-value" {
+			t.Errorf("_myPref was lost: got %v", entry["_myPref"])
+		}
+		if entry["_myNum"] != float64(42) {
+			t.Errorf("_myNum was lost: got %v", entry["_myNum"])
+		}
+		if v, ok := entry["_launch"].(bool); !ok || !v {
+			t.Errorf("_launch marker missing or false: got %v", entry["_launch"])
+		}
+	})
+
+	t.Run("migrate legacy [Ollama] suffix entries", func(t *testing.T) {
+		cleanup()
+		// Write a config with a legacy entry (has [Ollama] suffix but no _launch marker)
+		os.MkdirAll(configDir, 0o755)
+		os.WriteFile(configPath, []byte(`{"provider":{"ollama":{"models":{"llama3.2":{"name":"llama3.2 [Ollama]"}}}}}`), 0o644)
+
+		if err := o.Edit([]string{"llama3.2"}); err != nil {
+			t.Fatal(err)
+		}
+
+		data, _ := os.ReadFile(configPath)
+		var cfg map[string]any
+		json.Unmarshal(data, &cfg)
+		provider := cfg["provider"].(map[string]any)
+		ollama := provider["ollama"].(map[string]any)
+		models := ollama["models"].(map[string]any)
+		entry := models["llama3.2"].(map[string]any)
+
+		// _launch marker should be added
+		if v, ok := entry["_launch"].(bool); !ok || !v {
+			t.Errorf("_launch marker not added during migration: got %v", entry["_launch"])
+		}
+		// [Ollama] suffix should be stripped
+		if name, ok := entry["name"].(string); !ok || name != "llama3.2" {
+			t.Errorf("name suffix not stripped: got %q", entry["name"])
+		}
+	})
+
 	t.Run("remove model preserves non-ollama models", func(t *testing.T) {
 		cleanup()
 		os.MkdirAll(configDir, 0o755)

docs/api/anthropic-compatibility.mdx

@@ -4,16 +4,6 @@ title: Anthropic compatibility
 
 Ollama provides compatibility with the [Anthropic Messages API](https://docs.anthropic.com/en/api/messages) to help connect existing applications to Ollama, including tools like Claude Code.
 
-## Recommended models
-
-For coding use cases, models like `glm-4.7:cloud`, `minimax-m2.1:cloud`, and `qwen3-coder` are recommended.
-
-Pull a model before use:
-```shell
-ollama pull qwen3-coder
-ollama pull glm-4.7:cloud
-```
-
 ## Usage
 
 ### Environment variables
@@ -22,8 +12,8 @@ To use Ollama with tools that expect the Anthropic API (like Claude Code), set t
 
 ```shell
 export ANTHROPIC_AUTH_TOKEN=ollama  # required but ignored
+export ANTHROPIC_API_KEY="" # required but ignored
 export ANTHROPIC_BASE_URL=http://localhost:11434
-export ANTHROPIC_API_KEY=ollama  # required but ignored
 ```
 
 ### Simple `/v1/messages` example
@@ -245,10 +235,41 @@ curl -X POST http://localhost:11434/v1/messages \
 
 ## Using with Claude Code
 
-[Claude Code](https://code.claude.com/docs/en/overview) can be configured to use Ollama as its backend:
+[Claude Code](https://code.claude.com/docs/en/overview) can be configured to use Ollama as its backend. 
+
+### Recommended models
+
+For coding use cases, models like `glm-4.7`, `minimax-m2.1`, and `qwen3-coder` are recommended.
+
+Download a model before use:
 
 ```shell
-ANTHROPIC_AUTH_TOKEN=ollama ANTHROPIC_BASE_URL=http://localhost:11434 ANTHROPIC_API_KEY=ollama claude --model qwen3-coder
+ollama pull qwen3-coder
+```
+> Note: Qwen 3 coder is a 30B parameter model requiring at least 24GB of VRAM to run smoothly. More is required for longer context lengths. 
+
+```shell
+ollama pull glm-4.7:cloud
+```
+
+### Quick setup
+
+```shell
+ollama launch claude
+```
+
+This will prompt you to select a model, configure Claude Code automatically, and launch it. To configure without launching:
+
+```shell
+ollama launch claude --config
+```
+
+### Manual setup
+
+Set the environment variables and run Claude Code:
+
+```shell
+ANTHROPIC_AUTH_TOKEN=ollama ANTHROPIC_BASE_URL=http://localhost:11434 ANTHROPIC_API_KEY="" claude --model qwen3-coder
 ```
 
 Or set the environment variables in your shell profile:
@@ -256,19 +277,13 @@ Or set the environment variables in your shell profile:
 ```shell
 export ANTHROPIC_AUTH_TOKEN=ollama
 export ANTHROPIC_BASE_URL=http://localhost:11434
-export ANTHROPIC_API_KEY=ollama
+export ANTHROPIC_API_KEY=""
 ```
 
 Then run Claude Code with any Ollama model:
 
 ```shell
-# Local models
 claude --model qwen3-coder
-claude --model gpt-oss:20b
-
-# Cloud models
-claude --model glm-4.7:cloud
-claude --model minimax-m2.1:cloud
 ```
 
 ## Endpoints

docs/cli.mdx

@@ -8,6 +8,47 @@ title: CLI Reference
 ollama run gemma3
 ```
 
+### Launch integrations
+
+```
+ollama launch
+```
+
+Configure and launch external applications to use Ollama models. This provides an interactive way to set up and start integrations with supported apps.
+
+#### Supported integrations
+
+- **OpenCode** - Open-source coding assistant
+- **Claude Code** - Anthropic's agentic coding tool
+- **Codex** - OpenAI's coding assistant
+- **Droid** - Factory's AI coding agent
+
+#### Examples
+
+Launch an integration interactively:
+
+```
+ollama launch
+```
+
+Launch a specific integration:
+
+```
+ollama launch claude
+```
+
+Launch with a specific model:
+
+```
+ollama launch claude --model qwen3-coder
+```
+
+Configure without launching:
+
+```
+ollama launch droid --config
+```
+
 #### Multiline input
 
 For multiline input, you can wrap text with `"""`:

docs/cloud.mdx

@@ -3,8 +3,6 @@ title: Cloud
 sidebarTitle: Cloud
 ---
 
-<Info>Ollama's cloud is currently in preview.</Info>
-
 ## Cloud Models
 
 Ollama's cloud models are a new kind of model in Ollama that can run without a powerful GPU. Instead, cloud models are automatically offloaded to Ollama's cloud service while offering the same capabilities as local models, making it possible to keep using your local tools while running larger models that wouldn't fit on a personal computer.

docs/context-length.mdx

@@ -8,7 +8,7 @@ Context length is the maximum number of tokens that the model has access to in m
   The default context length in Ollama is 4096 tokens.
 </Note>
 
-Tasks which require large context like web search, agents, and coding tools should be set to at least 32000 tokens.
+Tasks which require large context like web search, agents, and coding tools should be set to at least 64000 tokens.
 
 ## Setting context length
 
@@ -24,7 +24,7 @@ Change the slider in the Ollama app under settings to your desired context lengt
 ### CLI
 If editing the context length for Ollama is not possible, the context length can also be updated when serving Ollama.  
 ```
-OLLAMA_CONTEXT_LENGTH=32000 ollama serve
+OLLAMA_CONTEXT_LENGTH=64000 ollama serve
 ```
 
 ### Check allocated context length and model offloading

docs/docs.json

@@ -102,18 +102,19 @@
             "group": "Integrations",
             "pages": [
               "/integrations/claude-code",
-              "/integrations/vscode",
-              "/integrations/jetbrains",
-              "/integrations/codex",
               "/integrations/cline",
+              "/integrations/codex",
               "/integrations/droid",
               "/integrations/goose",
-              "/integrations/zed",
-              "/integrations/roo-code",
+              "/integrations/jetbrains",
+              "/integrations/marimo",
               "/integrations/n8n",
-              "/integrations/xcode",
               "/integrations/onyx",
-              "/integrations/marimo"
+              "/integrations/opencode",
+              "/integrations/roo-code",
+              "/integrations/vscode",
+              "/integrations/xcode",
+              "/integrations/zed"
             ]
           },
           {

docs/index.mdx

@@ -9,7 +9,7 @@ sidebarTitle: Welcome
 
 <CardGroup cols={2}>
   <Card title="Quickstart" icon="rocket" href="/quickstart">
-    Get up and running with your first model
+    Get up and running with your first model or integrate Ollama with your favorite tools
   </Card>
   <Card
     title="Download Ollama"

docs/integrations/claude-code.mdx

@@ -4,7 +4,7 @@ title: Claude Code
 
 Claude Code is Anthropic's agentic coding tool that can read, modify, and execute code in your working directory. 
 
-Open models can be used with Claude Code through Ollama's Anthropic-compatible API, enabling you to use models such as `qwen3-coder`, `gpt-oss:20b`, or other models.
+Open models can be used with Claude Code through Ollama's Anthropic-compatible API, enabling you to use models such as `glm-4.7`, `qwen3-coder`, `gpt-oss`. 
 
 ![Claude Code with Ollama](https://files.ollama.com/claude-code.png)
 
@@ -26,12 +26,27 @@ irm https://claude.ai/install.ps1 | iex
 
 ## Usage with Ollama
 
+### Quick setup
+
+```shell
+ollama launch claude
+```
+
+To configure without launching:
+
+```shell
+ollama launch claude --config
+```
+
+### Manual setup
+
 Claude Code connects to Ollama using the Anthropic-compatible API.
 
 1. Set the environment variables:
 
 ```shell
 export ANTHROPIC_AUTH_TOKEN=ollama
+export ANTHROPIC_API_KEY=""
 export ANTHROPIC_BASE_URL=http://localhost:11434
 ```
 
@@ -44,35 +59,17 @@ claude --model gpt-oss:20b
 Or run with environment variables inline:
 
 ```shell
-ANTHROPIC_AUTH_TOKEN=ollama ANTHROPIC_BASE_URL=http://localhost:11434 claude --model gpt-oss:20b
+ANTHROPIC_AUTH_TOKEN=ollama ANTHROPIC_BASE_URL=http://localhost:11434 ANTHROPIC_API_KEY="" claude --model qwen3-coder 
 ```
 
-**Note:** Claude Code requires a large context window. We recommend at least 32K tokens. See the [context length documentation](/context-length) for how to adjust context length in Ollama.
-
-## Connecting to ollama.com
-
-1. Create an [API key](https://ollama.com/settings/keys) on ollama.com
-2. Set the environment variables:
-
-```shell
-export ANTHROPIC_BASE_URL=https://ollama.com
-export ANTHROPIC_API_KEY=<your-api-key>
-```
-
-3. Run Claude Code with a cloud model:
-
-```shell
-claude --model glm-4.7:cloud
-```
+**Note:** Claude Code requires a large context window. We recommend at least 64k tokens. See the [context length documentation](/context-length) for how to adjust context length in Ollama.
 
 ## Recommended Models
 
-### Cloud models
-- `glm-4.7:cloud` - High-performance cloud model
-- `minimax-m2.1:cloud` - Fast cloud model
-- `qwen3-coder:480b` - Large coding model
+- `qwen3-coder` 
+- `glm-4.7`
+- `gpt-oss:20b`
+- `gpt-oss:120b`
+
+Cloud models are also available at [ollama.com/search?c=cloud](https://ollama.com/search?c=cloud).
 
-### Local models
-- `qwen3-coder` - Excellent for coding tasks
-- `gpt-oss:20b` - Strong general-purpose model
-- `gpt-oss:120b` - Larger general-purpose model for more complex tasks

docs/integrations/codex.mdx

@@ -13,7 +13,21 @@ npm install -g @openai/codex
 
 ## Usage with Ollama
 
-<Note>Codex requires a larger context window. It is recommended to use a context window of at least 32K tokens.</Note>
+<Note>Codex requires a larger context window. It is recommended to use a context window of at least 64k tokens.</Note>
+
+### Quick setup
+
+```
+ollama launch codex
+```
+
+To configure without launching:
+
+```shell
+ollama launch codex --config
+```
+
+### Manual setup
 
 To use `codex` with Ollama, use the `--oss` flag:
 

docs/integrations/droid.mdx

@@ -11,10 +11,24 @@ Install the [Droid CLI](https://factory.ai/):
 curl -fsSL https://app.factory.ai/cli | sh
 ```
 
-<Note>Droid requires a larger context window. It is recommended to use a context window of at least 32K tokens. See [Context length](/context-length) for more information.</Note>
+<Note>Droid requires a larger context window. It is recommended to use a context window of at least 64k tokens. See [Context length](/context-length) for more information.</Note>
 
 ## Usage with Ollama
 
+### Quick setup
+
+```bash
+ollama launch droid
+```
+
+To configure without launching:
+
+```shell
+ollama launch droid --config
+```
+
+### Manual setup
+
 Add a local configuration block to `~/.factory/config.json`:
 
 ```json
@@ -73,4 +87,4 @@ Add the cloud configuration block to `~/.factory/config.json`:
    }
    ```
 
-Run `droid` in a new terminal to load the new settings.
+Run `droid` in a new terminal to load the new settings.

docs/integrations/opencode.mdx

@@ -0,0 +1,106 @@
+---
+title: OpenCode
+---
+
+OpenCode is an open-source AI coding assistant that runs in your terminal.
+
+## Install
+
+Install the [OpenCode CLI](https://opencode.ai):
+
+```bash
+curl -fsSL https://opencode.ai/install.sh | bash
+```
+
+<Note>OpenCode requires a larger context window. It is recommended to use a context window of at least 64k tokens. See [Context length](/context-length) for more information.</Note>
+
+## Usage with Ollama
+
+### Quick setup
+
+```bash
+ollama launch opencode
+```
+
+To configure without launching:
+
+```shell
+ollama launch opencode --config
+```
+
+### Manual setup
+
+Add a configuration block to `~/.config/opencode/opencode.json`:
+
+```json
+{
+  "$schema": "https://opencode.ai/config.json",
+  "provider": {
+    "ollama": {
+      "npm": "@ai-sdk/openai-compatible",
+      "name": "Ollama",
+      "options": {
+        "baseURL": "http://localhost:11434/v1"
+      },
+      "models": {
+        "qwen3-coder": {
+          "name": "qwen3-coder"
+        }
+      }
+    }
+  }
+}
+```
+
+## Cloud Models
+
+`glm-4.7:cloud` is the recommended model for use with OpenCode.
+
+Add the cloud configuration to `~/.config/opencode/opencode.json`:
+
+```json
+{
+  "$schema": "https://opencode.ai/config.json",
+  "provider": {
+    "ollama": {
+      "npm": "@ai-sdk/openai-compatible",
+      "name": "Ollama",
+      "options": {
+        "baseURL": "http://localhost:11434/v1"
+      },
+      "models": {
+        "glm-4.7:cloud": {
+          "name": "glm-4.7:cloud"
+        }
+      }
+    }
+  }
+}
+```
+
+## Connecting to ollama.com
+
+1. Create an [API key](https://ollama.com/settings/keys) from ollama.com and export it as `OLLAMA_API_KEY`.
+2. Update `~/.config/opencode/opencode.json` to point to ollama.com:
+
+```json
+{
+  "$schema": "https://opencode.ai/config.json",
+  "provider": {
+    "ollama": {
+      "npm": "@ai-sdk/openai-compatible",
+      "name": "Ollama Cloud",
+      "options": {
+        "baseURL": "https://ollama.com/v1"
+      },
+      "models": {
+        "glm-4.7:cloud": {
+          "name": "glm-4.7:cloud"
+        }
+      }
+    }
+  }
+}
+```
+
+Run `opencode` in a new terminal to load the new settings.

docs/quickstart.mdx

@@ -18,13 +18,13 @@ This quickstart will walk your through running your first model with Ollama. To
   <Tab title="CLI">
     Open a terminal and run the command:
 
-    ```
+    ```sh
     ollama run gemma3
     ```
 
   </Tab>
   <Tab title="cURL">
-    ```
+    ```sh
     ollama pull gemma3
     ```
 
@@ -45,13 +45,13 @@ This quickstart will walk your through running your first model with Ollama. To
   <Tab title="Python">
     Start by downloading a model:
 
-    ```
+    ```sh
     ollama pull gemma3
     ```
 
     Then install Ollama's Python library:
 
-    ```
+    ```sh
     pip install ollama
     ```
 
@@ -101,3 +101,42 @@ This quickstart will walk your through running your first model with Ollama. To
 </Tabs>
 
 See a full list of available models [here](https://ollama.com/models).
+
+## Coding 
+
+For coding use cases, we recommend using the `glm-4.7-flash` model. 
+
+Note: this model requires 23 GB of VRAM with 64000 tokens context length.
+```sh
+ollama pull glm-4.7-flash 
+```
+
+Alternatively, you can use a more powerful cloud model (with full context length):
+```sh
+ollama pull glm-4.7:cloud
+```
+
+Use `ollama launch` to quickly set up a coding tool with Ollama models:
+
+```sh
+ollama launch
+```
+
+### Supported integrations
+
+- [OpenCode](/integrations/opencode) - Open-source coding assistant
+- [Claude Code](/integrations/claude-code) - Anthropic's agentic coding tool
+- [Codex](/integrations/codex) - OpenAI's coding assistant
+- [Droid](/integrations/droid) - Factory's AI coding agent
+
+### Launch with a specific model
+
+```sh
+ollama launch claude --model glm-4.7-flash
+```
+
+### Configure without launching
+
+```sh
+ollama launch claude --config
+```

model/models/glm4moelite/model.go

@@ -223,12 +223,7 @@ func New(c fs.Config) (model.Model, error) {
 
 	keyLength := int(c.Uint("attention.key_length"))
 	valueLength := int(c.Uint("attention.value_length"))
-	kvLoraRank := int(c.Uint("attention.kv_lora_rank"))
-	qkRopeHeadDim := int(c.Uint("rope.dimension_count"))
-
-	// For MLA absorption, the effective key dimension is kvLoraRank + qkRopeHeadDim
-	mlaKeyLength := kvLoraRank + qkRopeHeadDim
-	kqScale := 1.0 / math.Sqrt(float64(mlaKeyLength))
+	kqScale := 1.0 / math.Sqrt(float64(keyLength))
 
 	var pre []string
 	switch c.String("tokenizer.ggml.pre") {
@@ -246,7 +241,7 @@ func New(c fs.Config) (model.Model, error) {
 				Values: c.Strings("tokenizer.ggml.tokens"),
 				Types:  c.Ints("tokenizer.ggml.token_type"),
 				Merges: c.Strings("tokenizer.ggml.merges"),
-				AddBOS: c.Bool("tokenizer.ggml.add_bos_token", true),
+				AddBOS: c.Bool("tokenizer.ggml.add_bos_token", false),
 				BOS:    []int32{int32(c.Uint("tokenizer.ggml.bos_token_id"))},
 				AddEOS: c.Bool("tokenizer.ggml.add_eos_token", false),
 				EOS: append(

scripts/build_darwin.sh

@@ -14,8 +14,8 @@
 VOL_NAME=${VOL_NAME:-"Ollama"}
 export VERSION=${VERSION:-$(git describe --tags --first-parent --abbrev=7 --long --dirty --always | sed -e "s/^v//g")}
 export GOFLAGS="'-ldflags=-w -s \"-X=github.com/ollama/ollama/version.Version=${VERSION#v}\" \"-X=github.com/ollama/ollama/server.mode=release\"'"
-export CGO_CFLAGS="-mmacosx-version-min=14.0"
-export CGO_CXXFLAGS="-mmacosx-version-min=14.0"
+export CGO_CFLAGS="-O3 -mmacosx-version-min=14.0"
+export CGO_CXXFLAGS="-O3 -mmacosx-version-min=14.0"
 export CGO_LDFLAGS="-mmacosx-version-min=14.0"
 
 set -e

scripts/build_windows.ps1

@@ -56,6 +56,12 @@ function checkEnv {
 
     $script:DIST_DIR="${script:SRC_DIR}\dist\windows-${script:TARGET_ARCH}"
     $env:CGO_ENABLED="1"
+    if (-not $env:CGO_CFLAGS) {
+        $env:CGO_CFLAGS = "-O3"
+    }
+    if (-not $env:CGO_CXXFLAGS) {
+        $env:CGO_CXXFLAGS = "-O3"
+    }
     Write-Output "Checking version"
     if (!$env:VERSION) {
         $data=(git describe --tags --first-parent --abbrev=7 --long --dirty --always)

server/quantization.go

@@ -95,6 +95,13 @@ func getTensorNewType(kv fsggml.KV, qs *quantizeState, newType fsggml.TensorType
 			// for the 8-expert model, bumping this to Q8_0 trades just ~128MB
 			newType = fsggml.TensorTypeQ8_0
 		}
+	} else if strings.Contains(name, "attn_k_b.weight") ||
+		strings.Contains(name, "attn_v_b.weight") ||
+		strings.Contains(name, "attn_kv_a_mqa.weight") ||
+		strings.Contains(name, "attn_q_a.weight") ||
+		strings.Contains(name, "attn_q_b.weight") {
+		// MLA tensors need higher precision to avoid quality degradation
+		newType = fsggml.TensorTypeQ8_0
 	} else if strings.Contains(name, "ffn_down") {
 		iLayer := qs.iFfnDown
 		n_layer := qs.nFfnDown