feat(rag): replace LiteParse flows with LightRAG provider

rust/crates/mnote-web/src/hermes_tools/skill.rs

@@ -36,24 +36,22 @@ const CAPABILITY_PACKS: &[MnoteCapabilityPack] = &[
         content: include_str!("../../../../../skills/mnote-current-page/SKILL.md"),
     },
     MnoteCapabilityPack {
-        id: "mnote-local-index",
-        title: "本地索引与证据检索",
-        description: "检索本地文档证据，并管理本地索引范围、刷新和删除。",
+        id: "mnote-knowledge-rag",
+        title: "资料库问答",
+        description:
+            "通过 LightRAG provider 检索多本书、论文、PDF 和附件资料库，并返回可回跳来源。",
         category: "knowledge",
         agent_ids: &["hermes", "reasonix"],
-        read_only: false,
+        read_only: true,
         requires_context_refs: &["folder"],
         tool_names: &[
             "mnote.context.snapshot",
             "mnote.context.resolve_target",
-            "mnote.evidence.search",
-            "mnote.evidence.read",
-            "mnote.evidence.open",
-            "mnote.index.status",
-            "mnote.index.refresh",
-            "mnote.index.update_settings",
+            "mnote.knowledge_rag.status",
+            "mnote.knowledge_rag.query",
+            "mnote.knowledge_rag.open_reference",
         ],
-        content: include_str!("../../../../../skills/mnote-local-index/SKILL.md"),
+        content: include_str!("../../../../../skills/mnote-knowledge-rag/SKILL.md"),
     },
     MnoteCapabilityPack {
         id: "mnote-local-file",
@@ -208,7 +206,7 @@ pub fn manifest_capabilities() -> Vec<Value> {
 
 fn canonical_skill_id(skill_id: &str) -> &str {
     match skill_id {
-        "mnote-document-evidence" => "mnote-local-index",
+        "mnote-document-evidence" | "mnote-local-index" => "mnote-knowledge-rag",
         other => other,
     }
 }
@@ -364,33 +362,31 @@ mod tests {
     }
 
     #[test]
-    fn skill_registry_exposes_local_index_skill_to_agents() {
+    fn skill_registry_retired_local_index_in_favor_of_lightrag() {
         let hermes_skills = skill_summaries_for_agent(Some("hermes"));
+        assert!(!hermes_skills
+            .iter()
+            .any(|skill| skill["id"] == "mnote-local-index"));
         let skill = hermes_skills
             .iter()
-            .find(|skill| skill["id"] == "mnote-local-index")
-            .expect("hermes should see local index skill");
-        assert_eq!(skill["readOnly"], false);
+            .find(|skill| skill["id"] == "mnote-knowledge-rag")
+            .expect("hermes should see LightRAG skill");
+        assert_eq!(skill["readOnly"], true);
         assert!(skill["toolNames"]
             .as_array()
             .expect("tool names")
             .iter()
-            .any(|name| name == "mnote.evidence.search"));
-        assert!(skill["toolNames"]
-            .as_array()
-            .expect("tool names")
-            .iter()
-            .any(|name| name == "mnote.index.update_settings"));
+            .any(|name| name == "mnote.knowledge_rag.query"));
         assert!(!hermes_skills
             .iter()
             .any(|skill| skill["id"] == "mnote-document-evidence"));
     }
 
     #[test]
-    fn skill_read_keeps_document_evidence_compat_alias() {
+    fn skill_read_maps_document_evidence_alias_to_lightrag() {
         let skill = find_skill("mnote-document-evidence", Some("reasonix"))
             .expect("compat alias should resolve");
-        assert_eq!(skill.id, "mnote-local-index");
+        assert_eq!(skill.id, "mnote-knowledge-rag");
     }
 
     #[tokio::test]