diff --git a/GOLDEN/datasets/graphrag/EVID_graphrag_attribute_prediction_2882bce6.json b/GOLDEN/datasets/graphrag/EVID_graphrag_attribute_prediction_2882bce6.json
new file mode 100644
index 00000000000..8dba4be7b75
--- /dev/null
+++ b/GOLDEN/datasets/graphrag/EVID_graphrag_attribute_prediction_2882bce6.json
@@ -0,0 +1 @@
+{"id":"EVID:graphrag:attribute_prediction:2882bce6","task":"Predict missing attributes of entities using local graph structure","meta":"generated"}
\ No newline at end of file
diff --git a/GOLDEN/datasets/graphrag/EVID_graphrag_attribute_prediction_30a10bee.json b/GOLDEN/datasets/graphrag/EVID_graphrag_attribute_prediction_30a10bee.json
new file mode 100644
index 00000000000..dbbf27561f4
--- /dev/null
+++ b/GOLDEN/datasets/graphrag/EVID_graphrag_attribute_prediction_30a10bee.json
@@ -0,0 +1 @@
+{"id":"EVID:graphrag:attribute_prediction:30a10bee","task":"Predict missing attributes of entities using local graph structure","meta":"generated"}
\ No newline at end of file
diff --git a/GOLDEN/datasets/graphrag/EVID_graphrag_community_detection_59c8dab1.json b/GOLDEN/datasets/graphrag/EVID_graphrag_community_detection_59c8dab1.json
new file mode 100644
index 00000000000..62fe3082c7d
--- /dev/null
+++ b/GOLDEN/datasets/graphrag/EVID_graphrag_community_detection_59c8dab1.json
@@ -0,0 +1 @@
+{"id":"EVID:graphrag:community_detection:59c8dab1","task":"Identify sub-communities within a large knowledge graph","meta":"generated"}
\ No newline at end of file
diff --git a/GOLDEN/datasets/graphrag/EVID_graphrag_community_detection_b4678e68.json b/GOLDEN/datasets/graphrag/EVID_graphrag_community_detection_b4678e68.json
new file mode 100644
index 00000000000..1d2c5be0472
--- /dev/null
+++ b/GOLDEN/datasets/graphrag/EVID_graphrag_community_detection_b4678e68.json
@@ -0,0 +1 @@
+{"id":"EVID:graphrag:community_detection:b4678e68","task":"Identify sub-communities within a large knowledge graph","meta":"generated"}
\ No newline at end of file
diff --git a/GOLDEN/datasets/graphrag/cases.json b/GOLDEN/datasets/graphrag/cases.json
index c34783af37e..e57a16dae2e 100644
--- a/GOLDEN/datasets/graphrag/cases.json
+++ b/GOLDEN/datasets/graphrag/cases.json
@@ -79,5 +79,21 @@
       "EVID:graphrag:cross_domain_synthesis:94dfef54"
     ],
     "task": "Evaluate Cross domain synthesis capabilities"
+  },
+  {
+    "id": "EVID:graphrag:community_detection",
+    "required_evidence": [
+      "EVID:graphrag:community_detection:b4678e68",
+      "EVID:graphrag:community_detection:59c8dab1"
+    ],
+    "task": "Identify sub-communities within a large knowledge graph"
+  },
+  {
+    "id": "EVID:graphrag:attribute_prediction",
+    "required_evidence": [
+      "EVID:graphrag:attribute_prediction:30a10bee",
+      "EVID:graphrag:attribute_prediction:2882bce6"
+    ],
+    "task": "Predict missing attributes of entities using local graph structure"
   }
 ]
\ No newline at end of file
diff --git a/GOLDEN/datasets/multi-agent/EVID_multiagent_resource_allocation_8efecaad.json b/GOLDEN/datasets/multi-agent/EVID_multiagent_resource_allocation_8efecaad.json
new file mode 100644
index 00000000000..99f1de15a4c
--- /dev/null
+++ b/GOLDEN/datasets/multi-agent/EVID_multiagent_resource_allocation_8efecaad.json
@@ -0,0 +1 @@
+{"id":"EVID:multiagent:resource_allocation:8efecaad","task":"Distribute limited resources among competing agents","meta":"generated"}
\ No newline at end of file
diff --git a/GOLDEN/datasets/multi-agent/EVID_multiagent_resource_allocation_e0f2b6f1.json b/GOLDEN/datasets/multi-agent/EVID_multiagent_resource_allocation_e0f2b6f1.json
new file mode 100644
index 00000000000..4c4f7549ee9
--- /dev/null
+++ b/GOLDEN/datasets/multi-agent/EVID_multiagent_resource_allocation_e0f2b6f1.json
@@ -0,0 +1 @@
+{"id":"EVID:multiagent:resource_allocation:e0f2b6f1","task":"Distribute limited resources among competing agents","meta":"generated"}
\ No newline at end of file
diff --git a/GOLDEN/datasets/multi-agent/EVID_multiagent_role_discovery_7514ea55.json b/GOLDEN/datasets/multi-agent/EVID_multiagent_role_discovery_7514ea55.json
new file mode 100644
index 00000000000..1a7718896f9
--- /dev/null
+++ b/GOLDEN/datasets/multi-agent/EVID_multiagent_role_discovery_7514ea55.json
@@ -0,0 +1 @@
+{"id":"EVID:multiagent:role_discovery:7514ea55","task":"Agents dynamically discover and assume roles based on task requirements","meta":"generated"}
\ No newline at end of file
diff --git a/GOLDEN/datasets/multi-agent/EVID_multiagent_role_discovery_a6e46d05.json b/GOLDEN/datasets/multi-agent/EVID_multiagent_role_discovery_a6e46d05.json
new file mode 100644
index 00000000000..b128efafcd1
--- /dev/null
+++ b/GOLDEN/datasets/multi-agent/EVID_multiagent_role_discovery_a6e46d05.json
@@ -0,0 +1 @@
+{"id":"EVID:multiagent:role_discovery:a6e46d05","task":"Agents dynamically discover and assume roles based on task requirements","meta":"generated"}
\ No newline at end of file
diff --git a/GOLDEN/datasets/multi-agent/cases.json b/GOLDEN/datasets/multi-agent/cases.json
index b6144552dd2..6935dbcdbda 100644
--- a/GOLDEN/datasets/multi-agent/cases.json
+++ b/GOLDEN/datasets/multi-agent/cases.json
@@ -118,5 +118,21 @@
       "EVID:multiagent:hierarchical_planning:fc86bbe4"
     ],
     "task": "Evaluate Hierarchical planning capabilities"
+  },
+  {
+    "id": "EVID:multiagent:resource_allocation",
+    "required_evidence": [
+      "EVID:multiagent:resource_allocation:8efecaad",
+      "EVID:multiagent:resource_allocation:e0f2b6f1"
+    ],
+    "task": "Distribute limited resources among competing agents"
+  },
+  {
+    "id": "EVID:multiagent:role_discovery",
+    "required_evidence": [
+      "EVID:multiagent:role_discovery:7514ea55",
+      "EVID:multiagent:role_discovery:a6e46d05"
+    ],
+    "task": "Agents dynamically discover and assume roles based on task requirements"
   }
 ]
\ No newline at end of file
diff --git a/GOLDEN/datasets/tooluse/EVID_tooluse_code_execution_1dd8e73e.json b/GOLDEN/datasets/tooluse/EVID_tooluse_code_execution_1dd8e73e.json
new file mode 100644
index 00000000000..03c11771fad
--- /dev/null
+++ b/GOLDEN/datasets/tooluse/EVID_tooluse_code_execution_1dd8e73e.json
@@ -0,0 +1 @@
+{"id":"EVID:tooluse:code_execution:1dd8e73e","task":"Execute generated code and handle runtime errors","meta":"generated"}
\ No newline at end of file
diff --git a/GOLDEN/datasets/tooluse/EVID_tooluse_code_execution_c7d5cea8.json b/GOLDEN/datasets/tooluse/EVID_tooluse_code_execution_c7d5cea8.json
new file mode 100644
index 00000000000..8d7bae3dd9c
--- /dev/null
+++ b/GOLDEN/datasets/tooluse/EVID_tooluse_code_execution_c7d5cea8.json
@@ -0,0 +1 @@
+{"id":"EVID:tooluse:code_execution:c7d5cea8","task":"Execute generated code and handle runtime errors","meta":"generated"}
\ No newline at end of file
diff --git a/GOLDEN/datasets/tooluse/EVID_tooluse_file_system_2571feb3.json b/GOLDEN/datasets/tooluse/EVID_tooluse_file_system_2571feb3.json
new file mode 100644
index 00000000000..f7dfb14cb1b
--- /dev/null
+++ b/GOLDEN/datasets/tooluse/EVID_tooluse_file_system_2571feb3.json
@@ -0,0 +1 @@
+{"id":"EVID:tooluse:file_system:2571feb3","task":"Perform multi-step file system operations","meta":"generated"}
\ No newline at end of file
diff --git a/GOLDEN/datasets/tooluse/EVID_tooluse_file_system_bab1d56c.json b/GOLDEN/datasets/tooluse/EVID_tooluse_file_system_bab1d56c.json
new file mode 100644
index 00000000000..a659892a01a
--- /dev/null
+++ b/GOLDEN/datasets/tooluse/EVID_tooluse_file_system_bab1d56c.json
@@ -0,0 +1 @@
+{"id":"EVID:tooluse:file_system:bab1d56c","task":"Perform multi-step file system operations","meta":"generated"}
\ No newline at end of file
diff --git a/GOLDEN/datasets/tooluse/cases.json b/GOLDEN/datasets/tooluse/cases.json
index f66707b42d9..92c7866f3ab 100644
--- a/GOLDEN/datasets/tooluse/cases.json
+++ b/GOLDEN/datasets/tooluse/cases.json
@@ -91,5 +91,21 @@
       "EVID:tooluse:nested_invocation:ff0006de"
     ],
     "task": "Evaluate Nested invocation capabilities"
+  },
+  {
+    "id": "EVID:tooluse:file_system",
+    "required_evidence": [
+      "EVID:tooluse:file_system:2571feb3",
+      "EVID:tooluse:file_system:bab1d56c"
+    ],
+    "task": "Perform multi-step file system operations"
+  },
+  {
+    "id": "EVID:tooluse:code_execution",
+    "required_evidence": [
+      "EVID:tooluse:code_execution:c7d5cea8",
+      "EVID:tooluse:code_execution:1dd8e73e"
+    ],
+    "task": "Execute generated code and handle runtime errors"
   }
 ]
\ No newline at end of file
diff --git a/evaluation/scoring/evidence.ts b/evaluation/scoring/evidence.ts
index 00365c78c82..7d9cc4845e6 100644
--- a/evaluation/scoring/evidence.ts
+++ b/evaluation/scoring/evidence.ts
@@ -55,3 +55,14 @@ export function aggregateScores(scores: EvidenceScore[]): EvidenceScore {
     f1_score: sum.f1_score / scores.length,
   };
 }
+
+export function scoreEvidencePrecision(required: string[], provided: string[]): number {
+  if (required.length === 0) return 1.0;
+  const hits = required.filter(r => provided.includes(r)).length;
+  return hits / required.length;
+}
+
+export function scoreToolEfficiency(optimalSteps: number, actualSteps: number): number {
+  if (actualSteps <= optimalSteps) return 1.0;
+  return Math.max(0, optimalSteps / actualSteps);
+}