fresh installation check

.ci/quickstart_test/run_js_tests.sh

@@ -77,11 +77,24 @@ run_orch_test() {
     setup_orch_table
 
     cd "$orch_dir"
+
+    echo "--- Debugging npm config for $orch_name ---"
+    npm config list
+
+    echo "--- Active Registry for $orch_name ---"
+    npm config get registry
+
+    echo "--- Inspecting .npmrc files ---"
+    [ -f ".npmrc" ] && echo "Local .npmrc content:" && cat .npmrc
+    [ -f "$HOME/.npmrc" ] && echo "Global .npmrc content:" && cat "$HOME/.npmrc"
+
+    export GPKG_DEBUG=1
+
     echo "Installing dependencies for $orch_name..."
     if [ -f "package-lock.json" ]; then
-      npm ci
+      npm ci --loglevel verbose
     else
-      npm install
+      npm install --loglevel verbose
     fi
 
     cd ..

cmd/root_test.go

@@ -2181,115 +2181,3 @@ func TestDefaultToolsFileBehavior(t *testing.T) {
 		})
 	}
 }
-
-func TestParameterReferenceValidation(t *testing.T) {
-	ctx, err := testutils.ContextWithNewLogger()
-	if err != nil {
-		t.Fatalf("unexpected error: %s", err)
-	}
-
-	// Base template
-	baseYaml := `
-sources:
-  dummy-source:
-    kind: http
-    baseUrl: http://example.com
-tools:
-  test-tool:
-    kind: postgres-sql
-    source: dummy-source
-    description: test tool
-    statement: SELECT 1;
-    parameters:
-%s`
-
-	tcs := []struct {
-		desc      string
-		params    string
-		wantErr   bool
-		errSubstr string
-	}{
-		{
-			desc: "valid backward reference",
-			params: `
-      - name: source_param
-        type: string
-        description: source
-      - name: copy_param
-        type: string
-        description: copy
-        valueFromParam: source_param`,
-			wantErr: false,
-		},
-		{
-			desc: "valid forward reference (out of order)",
-			params: `
-      - name: copy_param
-        type: string
-        description: copy
-        valueFromParam: source_param
-      - name: source_param
-        type: string
-        description: source`,
-			wantErr: false,
-		},
-		{
-			desc: "invalid missing reference",
-			params: `
-      - name: copy_param
-        type: string
-        description: copy
-        valueFromParam: non_existent_param`,
-			wantErr:   true,
-			errSubstr: "references '\"non_existent_param\"' in the 'valueFromParam' field",
-		},
-		{
-			desc: "invalid self reference",
-			params: `
-      - name: myself
-        type: string
-        description: self
-        valueFromParam: myself`,
-			wantErr:   true,
-			errSubstr: "parameter \"myself\" cannot copy value from itself",
-		},
-		{
-			desc: "multiple valid references",
-			params: `
-      - name: a
-        type: string
-        description: a
-      - name: b
-        type: string
-        description: b
-        valueFromParam: a
-      - name: c
-        type: string
-        description: c
-        valueFromParam: a`,
-			wantErr: false,
-		},
-	}
-
-	for _, tc := range tcs {
-		t.Run(tc.desc, func(t *testing.T) {
-			// Indent parameters to match YAML structure
-			yamlContent := fmt.Sprintf(baseYaml, tc.params)
-
-			_, err := parseToolsFile(ctx, []byte(yamlContent))
-
-			if tc.wantErr {
-				if err == nil {
-					t.Fatal("expected error, got nil")
-				}
-				if !strings.Contains(err.Error(), tc.errSubstr) {
-					t.Errorf("error %q does not contain expected substring %q", err.Error(), tc.errSubstr)
-				}
-			} else {
-				if err != nil {
-					t.Fatalf("unexpected error: %v", err)
-				}
-			}
-		})
-	}
-}

docs/en/getting-started/quickstart/js/adk/package.json

@@ -11,7 +11,7 @@
   "author": "",
   "license": "ISC",
   "dependencies": {
-    "@google/adk": "^0.1.3",
+    "@google/adk": "^0.2.4",
     "@toolbox-sdk/adk": "^0.1.5"
   }
 }

docs/en/getting-started/quickstart/js/llamaindex/package.json

@@ -11,7 +11,7 @@
   "author": "",
   "license": "ISC",
   "dependencies": {
-    "@llamaindex/google": "^0.3.20",
+    "@llamaindex/google": "^0.4.0",
     "@llamaindex/workflow": "^1.1.22",
     "@toolbox-sdk/core": "^0.1.2",
     "llamaindex": "^0.12.0"

docs/en/resources/embeddingModels/_index.md

@@ -3,14 +3,13 @@ title: "EmbeddingModels"
 type: docs
 weight: 2
 description: >
-  EmbeddingModels represent services that transform text into vector embeddings
-  for semantic search.
+  EmbeddingModels represent services that transform text into vector embeddings for semantic search.
 ---
 
 EmbeddingModels represent services that generate vector representations of text
-data. In the MCP Toolbox, these models enable **Semantic Queries**, allowing
-[Tools](../tools/) to automatically convert human-readable text into numerical
-vectors before using them in a query.
+data. In the MCP Toolbox, these models enable **Semantic Queries**,
+allowing [Tools](../tools/) to automatically convert human-readable text into
+numerical vectors before using them in a query.
 
 This is primarily used in two scenarios:
 
@@ -20,33 +19,14 @@ This is primarily used in two scenarios:
 - **Semantic Search**: Converting a natural language query into a vector to
   perform similarity searches.
 
-## Hidden Parameter Duplication (valueFromParam)
-
-When building tools for vector ingestion, you often need the same input string
-twice:
-
-1. To store the original text in a TEXT column.
-1. To generate the vector embedding for a VECTOR column.
-
-Requesting an Agent (LLM) to output the exact same string twice is inefficient
-and error-prone. The `valueFromParam` field solves this by allowing a parameter
-to inherit its value from another parameter in the same tool.
-
-### Key Behaviors
-
-1. Hidden from Manifest: Parameters with valueFromParam set are excluded from
-   the tool definition sent to the Agent. The Agent does not know this parameter
-   exists.
-1. Auto-Filled: When the tool is executed, the Toolbox automatically copies the
-   value from the referenced parameter before processing embeddings.
-
 ## Example
 
 The following configuration defines an embedding model and applies it to
 specific tool parameters.
 
-{{< notice tip >}} Use environment variable replacement with the format
-${ENV_NAME} instead of hardcoding your API keys into the configuration file.
+{{< notice tip >}}
+Use environment variable replacement with the format ${ENV_NAME}
+instead of hardcoding your API keys into the configuration file.
 {{< /notice >}}
 
 ### Step 1 - Define an Embedding Model
@@ -60,12 +40,14 @@ embeddingModels:
     model: gemini-embedding-001
     apiKey: ${GOOGLE_API_KEY}
     dimension: 768
+
 ```
 
 ### Step 2 - Embed Tool Parameters
 
 Use the defined embedding model, embed your query parameters using the
-`embeddedBy` field. Only string-typed parameters can be embedded:
+`embeddedBy` field. Only string-typed
+parameters can be embedded:
 
 ```yaml
 tools:
@@ -79,13 +61,10 @@ tools:
     parameters:
       - name: content
         type: string
-        description: The raw text content to be stored in the database.
       - name: vector_string
         type: string
-        # This parameter is hidden from the LLM.
-        # It automatically copies the value from 'content' and embeds it.
-        valueFromParam: content
-        embeddedBy: gemini-model
+        description: The text to be vectorized and stored.
+        embeddedBy: gemini-model # refers to the name of a defined embedding model
 
   # Semantic search tool
   search_embedding:

docs/en/resources/sources/dgraph.md

@@ -7,17 +7,6 @@ description: >
 
 ---
 
-{{< notice note >}}
-**⚠️ Best Effort Maintenance**
-
-This integration is maintained on a best-effort basis by the project
-team/community. While we strive to address issues and provide workarounds when
-resources are available, there are no guaranteed response times or code fixes.
-
-The automated integration tests for this module are currently non-functional or
-failing.
-{{< /notice >}}
-
 ## About
 
 [Dgraph][dgraph-docs] is an open-source graph database. It is designed for

docs/en/resources/sources/oceanbase.md

@@ -14,7 +14,7 @@ consistency. It's designed to handle large-scale data processing and is
 compatible with MySQL, making it easy for developers to migrate from MySQL to
 OceanBase.
 
-[oceanbase-docs]: https://en.oceanbase.com/
+[oceanbase-docs]: https://www.oceanbase.com/
 
 ## Requirements
 

docs/en/resources/tools/dgraph/dgraph-dql.md

@@ -9,17 +9,6 @@ aliases:
 - /resources/tools/dgraph-dql
 ---
 
-{{< notice note >}}
-**⚠️ Best Effort Maintenance**
-
-This integration is maintained on a best-effort basis by the project
-team/community. While we strive to address issues and provide workarounds when
-resources are available, there are no guaranteed response times or code fixes.
-
-The automated integration tests for this module are currently non-functional or
-failing.
-{{< /notice >}}
-
 ## About
 
 A `dgraph-dql` tool executes a pre-defined DQL statement against a Dgraph

internal/server/config.go

@@ -296,43 +296,6 @@ func (c *ToolConfigs) UnmarshalYAML(ctx context.Context, unmarshal func(interfac
 			return fmt.Errorf("invalid 'kind' field for tool %q (must be a string)", name)
 		}
 
-		// validify parameter references
-		if rawParams, ok := v["parameters"]; ok {
-			if paramsList, ok := rawParams.([]any); ok {
-				// Turn params into a map
-				validParamNames := make(map[string]bool)
-				for _, rawP := range paramsList {
-					if pMap, ok := rawP.(map[string]any); ok {
-						if pName, ok := pMap["name"].(string); ok && pName != "" {
-							validParamNames[pName] = true
-						}
-					}
-				}
-
-				// Validate references
-				for i, rawP := range paramsList {
-					pMap, ok := rawP.(map[string]any)
-					if !ok {
-						continue
-					}
-
-					pName, _ := pMap["name"].(string)
-					refName, _ := pMap["valueFromParam"].(string)
-
-					if refName != "" {
-						// Check if the referenced parameter exists
-						if !validParamNames[refName] {
-							return fmt.Errorf("tool %q config error: parameter %q (index %d) references '%q' in the 'valueFromParam' field, which is not a defined parameter", name, pName, i, refName)
-						}
-
-						// Check for self-reference
-						if refName == pName {
-							return fmt.Errorf("tool %q config error: parameter %q cannot copy value from itself", name, pName)
-						}
-					}
-				}
-			}
-		}
 		yamlDecoder, err := util.NewStrictDecoder(v)
 		if err != nil {
 			return fmt.Errorf("error creating YAML decoder for tool %q: %w", name, err)

internal/util/parameters/parameters.go

@@ -134,12 +134,7 @@ func ParseParams(ps Parameters, data map[string]any, claimsMap map[string]map[st
 		var err error
 		paramAuthServices := p.GetAuthServices()
 		name := p.GetName()
-
-		sourceParamName := p.GetValueFromParam()
-		if sourceParamName != "" {
-			v = data[sourceParamName]
-
-		} else if len(paramAuthServices) == 0 {
+		if len(paramAuthServices) == 0 {
 			// parse non auth-required parameter
 			var ok bool
 			v, ok = data[name]
@@ -323,7 +318,6 @@ type Parameter interface {
 	GetRequired() bool
 	GetAuthServices() []ParamAuthService
 	GetEmbeddedBy() string
-	GetValueFromParam() string
 	Parse(any) (any, error)
 	Manifest() ParameterManifest
 	McpManifest() (ParameterMcpManifest, []string)
@@ -471,9 +465,6 @@ func ParseParameter(ctx context.Context, p map[string]any, paramType string) (Pa
 func (ps Parameters) Manifest() []ParameterManifest {
 	rtn := make([]ParameterManifest, 0, len(ps))
 	for _, p := range ps {
-		if p.GetValueFromParam() != "" {
-			continue
-		}
 		rtn = append(rtn, p.Manifest())
 	}
 	return rtn
@@ -485,11 +476,6 @@ func (ps Parameters) McpManifest() (McpToolsSchema, map[string][]string) {
 	authParam := make(map[string][]string)
 
 	for _, p := range ps {
-		// If the parameter is sourced from another param, skip it in the MCP manifest
-		if p.GetValueFromParam() != "" {
-			continue
-		}
-
 		name := p.GetName()
 		paramManifest, authParamList := p.McpManifest()
 		defaultV := p.GetDefault()
@@ -523,7 +509,6 @@ type ParameterManifest struct {
 	Default              any                `json:"default,omitempty"`
 	AdditionalProperties any                `json:"additionalProperties,omitempty"`
 	EmbeddedBy           string             `json:"embeddedBy,omitempty"`
-	ValueFromParam       string             `json:"valueFromParam,omitempty"`
 }
 
 // ParameterMcpManifest represents properties when served as part of a ToolMcpManifest.
@@ -546,7 +531,6 @@ type CommonParameter struct {
 	AuthServices   []ParamAuthService `yaml:"authServices"`
 	AuthSources    []ParamAuthService `yaml:"authSources"` // Deprecated: Kept for compatibility.
 	EmbeddedBy     string             `yaml:"embeddedBy"`
-	ValueFromParam string             `yaml:"valueFromParam"`
 }
 
 // GetName returns the name specified for the Parameter.
@@ -604,16 +588,10 @@ func (p *CommonParameter) IsExcludedValues(v any) bool {
 	return false
 }
 
-// GetEmbeddedBy returns the embedding model name for the Parameter.
 func (p *CommonParameter) GetEmbeddedBy() string {
 	return p.EmbeddedBy
 }
 
-// GetValueFromParam returns the param value to copy from.
-func (p *CommonParameter) GetValueFromParam() string {
-	return p.ValueFromParam
-}
-
 // MatchStringOrRegex checks if the input matches the target
 func MatchStringOrRegex(input, target any) bool {
 	targetS, ok := target.(string)

server.json

@@ -2,7 +2,7 @@
     "$schema": "https://static.modelcontextprotocol.io/schemas/2025-12-11/server.schema.json",
     "name": "io.github.googleapis/genai-toolbox",
     "description": "MCP Toolbox for Databases enables your agent to connect to your database.",
-    "title": "MCP Toolbox for Databases",
+    "title": "MCP Toolbox",
     "websiteUrl": "https://github.com/googleapis/genai-toolbox",
     "icons": [
         {

tests/embedding.go

@@ -64,11 +64,10 @@ func AddSemanticSearchConfig(t *testing.T, config map[string]any, toolKind, inse
 				"description": "The text content associated with the vector.",
 			},
 			map[string]any{
-				"name":           "text_to_embed",
-				"type":           "string",
-				"description":    "The text content used to generate the vector.",
-				"embeddedBy":     "gemini_model",
-				"valueFromParam": "content",
+				"name":        "text_to_embed",
+				"type":        "string",
+				"description": "The text content used to generate the vector.",
+				"embeddedBy":  "gemini_model",
 			},
 		},
 	}
@@ -109,7 +108,7 @@ func RunSemanticSearchToolInvokeTest(t *testing.T, insertWant, mcpInsertWant, se
 			name:        "HTTP invoke insert_docs",
 			api:         "http://127.0.0.1:5000/api/tool/insert_docs/invoke",
 			isMcp:       false,
-			requestBody: `{"content": "The quick brown fox jumps over the lazy dog"}`,
+			requestBody: `{"content": "The quick brown fox jumps over the lazy dog", "text_to_embed": "The quick brown fox jumps over the lazy dog"}`,
 			want:        insertWant,
 		},
 		{
@@ -132,7 +131,8 @@ func RunSemanticSearchToolInvokeTest(t *testing.T, insertWant, mcpInsertWant, se
 				Params: map[string]any{
 					"name": "insert_docs",
 					"arguments": map[string]any{
-						"content": "The quick brown fox jumps over the lazy dog",
+						"content":       "The quick brown fox jumps over the lazy dog",
+						"text_to_embed": "The quick brown fox jumps over the lazy dog",
 					},
 				},
 			},