diff --git a/packages/adapter-pglite/src/index.ts b/packages/adapter-pglite/src/index.ts
index 5f65ff7989f..187a5f17b62 100644
--- a/packages/adapter-pglite/src/index.ts
+++ b/packages/adapter-pglite/src/index.ts
@@ -14,6 +14,7 @@ import {
     getEmbeddingConfig,
     DatabaseAdapter,
     EmbeddingProvider,
+    RAGKnowledgeItem,
 } from "@elizaos/core";
 import fs from "fs";
 import { fileURLToPath } from "url";
@@ -1282,6 +1283,247 @@ export class PGLiteDatabaseAdapter
             }, "deleteCache")) ?? false
         );
     }
+
+    async getKnowledge(params: {
+        id?: UUID;
+        agentId: UUID;
+        limit?: number;
+        query?: string;
+    }): Promise<RAGKnowledgeItem[]> {
+        return this.withDatabase(async () => {
+            try {
+                let sql = `SELECT * FROM knowledge WHERE ("agentId" = $1 OR "isShared" = true)`;
+                const queryParams: any[] = [params.agentId];
+                let paramCount = 1;
+
+                if (params.id) {
+                    paramCount++;
+                    sql += ` AND id = $${paramCount}`;
+                    queryParams.push(params.id);
+                }
+
+                if (params.limit) {
+                    paramCount++;
+                    sql += ` LIMIT $${paramCount}`;
+                    queryParams.push(params.limit);
+                }
+
+                const { rows } = await this.query<RAGKnowledgeItem>(
+                    sql,
+                    queryParams
+                );
+
+                return rows.map((row) => ({
+                    id: row.id,
+                    agentId: row.agentId,
+                    content:
+                        typeof row.content === "string"
+                            ? JSON.parse(row.content)
+                            : row.content,
+                    embedding: row.embedding
+                        ? new Float32Array(row.embedding)
+                        : undefined,
+                    createdAt: row.createdAt
+                        ? new Date(row.createdAt).getTime()
+                        : undefined,
+                }));
+            } catch (error) {
+                elizaLogger.error("Error getting knowledge", {
+                    error:
+                        error instanceof Error ? error.message : String(error),
+                    id: params.id,
+                    agentId: params.agentId,
+                });
+                throw new Error(
+                    `Failed to getting knowledge: ${error instanceof Error ? error.message : String(error)}`
+                );
+            }
+        }, "getKnowledge");
+    }
+
+    async searchKnowledge(params: {
+        agentId: UUID;
+        embedding: Float32Array;
+        match_threshold: number;
+        match_count: number;
+        searchText?: string;
+    }): Promise<RAGKnowledgeItem[]> {
+        return this.withDatabase(async () => {
+            interface KnowledgeSearchRow {
+                id: UUID;
+                agentId: UUID;
+                content: string;
+                embedding: Buffer | null;
+                createdAt: string | number;
+                vector_score: number;
+                keyword_score: number;
+                combined_score: number;
+            }
+            try {
+                const cacheKey = `embedding_${params.agentId}_${params.searchText}`;
+                const cachedResult = await this.getCache({
+                    key: cacheKey,
+                    agentId: params.agentId,
+                });
+
+                if (cachedResult) {
+                    return JSON.parse(cachedResult);
+                }
+
+                const vectorStr = `[${Array.from(params.embedding).join(",")}]`;
+
+                const sql = `
+                WITH vector_scores AS (
+                    SELECT id,
+                        1 - (embedding <-> $1::vector) as vector_score
+                    FROM knowledge
+                    WHERE ("agentId" IS NULL AND "isShared" = true) OR "agentId" = $2
+                    AND embedding IS NOT NULL
+                ),
+                keyword_matches AS (
+                    SELECT id,
+                    CASE
+                        WHEN content->>'text' ILIKE $3 THEN 3.0
+                        ELSE 1.0
+                    END *
+                    CASE
+                        WHEN (content->'metadata'->>'isChunk')::boolean = true THEN 1.5
+                        WHEN (content->'metadata'->>'isMain')::boolean = true THEN 1.2
+                        ELSE 1.0
+                    END as keyword_score
+                    FROM knowledge
+                    WHERE ("agentId" IS NULL AND "isShared" = true) OR "agentId" = $2
+                )
+                SELECT k.*,
+                    v.vector_score,
+                    kw.keyword_score,
+                    (v.vector_score * kw.keyword_score) as combined_score
+                FROM knowledge k
+                JOIN vector_scores v ON k.id = v.id
+                LEFT JOIN keyword_matches kw ON k.id = kw.id
+                WHERE ("agentId" IS NULL AND "isShared" = true) OR k."agentId" = $2
+                AND (
+                    v.vector_score >= $4
+                    OR (kw.keyword_score > 1.0 AND v.vector_score >= 0.3)
+                )
+                ORDER BY combined_score DESC
+                LIMIT $5
+            `;
+
+                const { rows } = await this.query<KnowledgeSearchRow>(sql, [
+                    vectorStr,
+                    params.agentId,
+                    `%${params.searchText || ""}%`,
+                    params.match_threshold,
+                    params.match_count,
+                ]);
+
+                const results = rows.map((row) => ({
+                    id: row.id,
+                    agentId: row.agentId,
+                    content:
+                        typeof row.content === "string"
+                            ? JSON.parse(row.content)
+                            : row.content,
+                    embedding: row.embedding
+                        ? new Float32Array(row.embedding)
+                        : undefined,
+                    createdAt: row.createdAt
+                        ? new Date(row.createdAt).getTime()
+                        : undefined,
+                    similarity: row.combined_score,
+                }));
+
+                await this.setCache({
+                    key: cacheKey,
+                    agentId: params.agentId,
+                    value: JSON.stringify(results),
+                });
+
+                return results;
+            } catch (error) {
+                elizaLogger.error("Error searching knowledge", {
+                    error:
+                        error instanceof Error ? error.message : String(error),
+                    searchText: params.searchText,
+                    agentId: params.agentId,
+                });
+                throw new Error(
+                    `Failed to search knowledge: ${error instanceof Error ? error.message : String(error)}`
+                );
+            }
+        }, "searchKnowledge");
+    }
+
+    async createKnowledge(knowledge: RAGKnowledgeItem): Promise<void> {
+        return this.withTransaction(async (tx) => {
+            try {
+                const sql = `
+                    INSERT INTO knowledge (
+                        id, "agentId", content, embedding, "createdAt",
+                        "isMain", "originalId", "chunkIndex", "isShared"
+                    ) VALUES ($1, $2, $3, $4, to_timestamp($5/1000.0), $6, $7, $8, $9)
+                    ON CONFLICT (id) DO NOTHING
+                `;
+
+                const metadata = knowledge.content.metadata || {};
+                const vectorStr = knowledge.embedding
+                    ? `[${Array.from(knowledge.embedding).join(",")}]`
+                    : null;
+
+                await tx.query(sql, [
+                    knowledge.id,
+                    metadata.isShared ? null : knowledge.agentId,
+                    knowledge.content,
+                    vectorStr,
+                    knowledge.createdAt || Date.now(),
+                    metadata.isMain || false,
+                    metadata.originalId || null,
+                    metadata.chunkIndex || null,
+                    metadata.isShared || false,
+                ]);
+            } catch (error) {
+                elizaLogger.error("Failed to create knowledge:", {
+                    error:
+                        error instanceof Error ? error.message : String(error),
+                });
+                throw error;
+            }
+        }, "createKnowledge");
+    }
+
+    async removeKnowledge(id: UUID): Promise<void> {
+        return await this.withTransaction(async (tx) => {
+            try {
+                await tx.query("DELETE FROM knowledge WHERE id = $1", [id]);
+            } catch (error) {
+                tx.rollback();
+                elizaLogger.error("Error removing knowledge", {
+                    error:
+                        error instanceof Error ? error.message : String(error),
+                    id,
+                });
+            }
+        }, "removeKnowledge");
+    }
+
+    async clearKnowledge(agentId: UUID, shared?: boolean): Promise<void> {
+        return await this.withTransaction(async (tx) => {
+            try {
+                const sql = shared
+                    ? 'DELETE FROM knowledge WHERE ("agentId" = $1 OR "isShared" = true)'
+                    : 'DELETE FROM knowledge WHERE "agentId" = $1';
+                await tx.query(sql, [agentId]);
+            } catch (error) {
+                tx.rollback();
+                elizaLogger.error("Error clearing knowledge", {
+                    error:
+                        error instanceof Error ? error.message : String(error),
+                    agentId,
+                });
+            }
+        }, "clearKnowledge");
+    }
 }
 
 export default PGLiteDatabaseAdapter;