diff --git a/JS/edgechains/arakoodev/src/vector-db/src/index.ts b/JS/edgechains/arakoodev/src/vector-db/src/index.ts
index 557104a14..e68d60f2d 100644
--- a/JS/edgechains/arakoodev/src/vector-db/src/index.ts
+++ b/JS/edgechains/arakoodev/src/vector-db/src/index.ts
@@ -1 +1,2 @@
 export { Supabase } from "./lib/supabase/supabase.js";
+export { Qdrant } from "./lib/qdrant/qdrant.js";
diff --git a/JS/edgechains/arakoodev/src/vector-db/src/lib/qdrant/qdrant.ts b/JS/edgechains/arakoodev/src/vector-db/src/lib/qdrant/qdrant.ts
new file mode 100644
index 000000000..01abbc4db
--- /dev/null
+++ b/JS/edgechains/arakoodev/src/vector-db/src/lib/qdrant/qdrant.ts
@@ -0,0 +1,285 @@
+import retry from "retry";
+import { config } from "dotenv";
+config();
+
+type QdrantPointId = string | number;
+
+type QdrantVector = number[] | Record<string, number[]>;
+
+type QdrantDistance = "Cosine" | "Euclid" | "Dot" | "Manhattan";
+
+interface QdrantPoint {
+    id: QdrantPointId;
+    vector: QdrantVector;
+    payload?: Record<string, any>;
+}
+
+interface QdrantRequestOptions {
+    method?: "GET" | "POST" | "PUT" | "PATCH" | "DELETE";
+    body?: Record<string, any>;
+    searchParams?: Record<string, string | number | boolean | undefined>;
+}
+
+interface CreateCollectionArgs {
+    collectionName: string;
+    vectorSize: number;
+    distance?: QdrantDistance;
+}
+
+interface UpsertVectorDataArgs {
+    collectionName: string;
+    points: QdrantPoint[];
+    wait?: boolean;
+}
+
+interface SearchVectorDataArgs {
+    collectionName: string;
+    vector: QdrantVector;
+    limit?: number;
+    filter?: Record<string, any>;
+    withPayload?: boolean | string[];
+    withVector?: boolean | string[];
+    scoreThreshold?: number;
+}
+
+export class Qdrant {
+    QDRANT_URL: string;
+    QDRANT_API_KEY?: string;
+
+    constructor(QDRANT_URL?: string, QDRANT_API_KEY?: string) {
+        this.QDRANT_URL = (QDRANT_URL || process.env.QDRANT_URL || "").replace(/\/+$/, "");
+        this.QDRANT_API_KEY = QDRANT_API_KEY || process.env.QDRANT_API_KEY;
+
+        if (!this.QDRANT_URL) {
+            throw new Error("QDRANT_URL is required");
+        }
+    }
+
+    createClient() {
+        return this;
+    }
+
+    private pathSegment(value: string | number) {
+        return encodeURIComponent(String(value));
+    }
+
+    private async request<T = any>(path: string, options: QdrantRequestOptions = {}): Promise<T> {
+        const url = new URL(`${this.QDRANT_URL}${path}`);
+
+        for (const [key, value] of Object.entries(options.searchParams ?? {})) {
+            if (value !== undefined) {
+                url.searchParams.set(key, String(value));
+            }
+        }
+
+        const headers: Record<string, string> = {
+            "content-type": "application/json",
+        };
+
+        if (this.QDRANT_API_KEY) {
+            headers["api-key"] = this.QDRANT_API_KEY;
+        }
+
+        return new Promise((resolve, reject) => {
+            const operation = retry.operation({
+                retries: 5,
+                factor: 3,
+                minTimeout: 1 * 1000,
+                maxTimeout: 60 * 1000,
+                randomize: true,
+            });
+
+            operation.attempt(async () => {
+                try {
+                    const response = await fetch(url, {
+                        method: options.method ?? "GET",
+                        headers,
+                        body: options.body ? JSON.stringify(options.body) : undefined,
+                    });
+
+                    const text = await response.text();
+                    const data = text ? JSON.parse(text) : {};
+
+                    if (!response.ok) {
+                        const error = new Error(
+                            `Qdrant request failed with ${response.status}: ${JSON.stringify(data)}`
+                        );
+                        if (operation.retry(error)) return;
+                        reject(error);
+                        return;
+                    }
+
+                    resolve(data);
+                } catch (error: any) {
+                    if (operation.retry(error)) return;
+                    reject(error);
+                }
+            });
+        });
+    }
+
+    async createCollection({
+        collectionName,
+        vectorSize,
+        distance = "Cosine",
+    }: CreateCollectionArgs): Promise<any> {
+        return this.request(`/collections/${this.pathSegment(collectionName)}`, {
+            method: "PUT",
+            body: {
+                vectors: {
+                    size: vectorSize,
+                    distance,
+                },
+            },
+        });
+    }
+
+    async insertVectorData({
+        collectionName,
+        points,
+        wait = true,
+    }: UpsertVectorDataArgs): Promise<any> {
+        return this.request(`/collections/${this.pathSegment(collectionName)}/points`, {
+            method: "PUT",
+            searchParams: { wait },
+            body: { points },
+        });
+    }
+
+    async searchVectorData({
+        collectionName,
+        vector,
+        limit = 10,
+        filter,
+        withPayload = true,
+        withVector = false,
+        scoreThreshold,
+    }: SearchVectorDataArgs): Promise<any> {
+        return this.request(`/collections/${this.pathSegment(collectionName)}/points/search`, {
+            method: "POST",
+            body: {
+                vector,
+                limit,
+                filter,
+                with_payload: withPayload,
+                with_vector: withVector,
+                score_threshold: scoreThreshold,
+            },
+        });
+    }
+
+    async getDataById({
+        collectionName,
+        id,
+        withPayload = true,
+        withVector = false,
+    }: {
+        collectionName: string;
+        id: QdrantPointId;
+        withPayload?: boolean | string[];
+        withVector?: boolean | string[];
+    }): Promise<any> {
+        return this.request(
+            `/collections/${this.pathSegment(collectionName)}/points/${this.pathSegment(id)}`,
+            {
+                searchParams: {
+                    with_payload: typeof withPayload === "boolean" ? withPayload : undefined,
+                    with_vector: typeof withVector === "boolean" ? withVector : undefined,
+                },
+            }
+        );
+    }
+
+    async getData({
+        collectionName,
+        limit = 10,
+        offset,
+        withPayload = true,
+        withVector = false,
+    }: {
+        collectionName: string;
+        limit?: number;
+        offset?: QdrantPointId;
+        withPayload?: boolean;
+        withVector?: boolean;
+    }): Promise<any> {
+        return this.request(`/collections/${this.pathSegment(collectionName)}/points/scroll`, {
+            method: "POST",
+            body: {
+                limit,
+                offset,
+                with_payload: withPayload,
+                with_vector: withVector,
+            },
+        });
+    }
+
+    async updateById({
+        collectionName,
+        id,
+        updatedContent,
+        wait = true,
+    }: {
+        collectionName: string;
+        id: QdrantPointId;
+        updatedContent: Record<string, any>;
+        wait?: boolean;
+    }): Promise<any> {
+        return this.updatePayload({
+            collectionName,
+            points: [id],
+            payload: updatedContent,
+            wait,
+        });
+    }
+
+    async clearPayloadById({
+        collectionName,
+        points,
+        wait = true,
+    }: {
+        collectionName: string;
+        points: QdrantPointId[];
+        wait?: boolean;
+    }): Promise<any> {
+        return this.request(`/collections/${this.pathSegment(collectionName)}/points/payload/delete`, {
+            method: "POST",
+            searchParams: { wait },
+            body: { points },
+        });
+    }
+
+    async updatePayload({
+        collectionName,
+        points,
+        payload,
+        wait = true,
+    }: {
+        collectionName: string;
+        points: QdrantPointId[];
+        payload: Record<string, any>;
+        wait?: boolean;
+    }): Promise<any> {
+        return this.request(`/collections/${this.pathSegment(collectionName)}/points/payload`, {
+            method: "POST",
+            searchParams: { wait },
+            body: { points, payload },
+        });
+    }
+
+    async deleteById({
+        collectionName,
+        points,
+        wait = true,
+    }: {
+        collectionName: string;
+        points: QdrantPointId[];
+        wait?: boolean;
+    }): Promise<any> {
+        return this.request(`/collections/${this.pathSegment(collectionName)}/points/delete`, {
+            method: "POST",
+            searchParams: { wait },
+            body: { points },
+        });
+    }
+}
diff --git a/JS/edgechains/arakoodev/src/vector-db/src/tests/qdrant/qdrant.test.ts b/JS/edgechains/arakoodev/src/vector-db/src/tests/qdrant/qdrant.test.ts
new file mode 100644
index 000000000..1b1fa2e84
--- /dev/null
+++ b/JS/edgechains/arakoodev/src/vector-db/src/tests/qdrant/qdrant.test.ts
@@ -0,0 +1,110 @@
+import { Qdrant } from "../../lib/qdrant/qdrant";
+
+const mockFetch = jest.fn();
+
+beforeEach(() => {
+    mockFetch.mockResolvedValue({
+        ok: true,
+        status: 200,
+        text: async () => JSON.stringify({ result: "ok" }),
+    });
+    global.fetch = mockFetch as any;
+});
+
+afterEach(() => {
+    jest.clearAllMocks();
+});
+
+describe("Qdrant", () => {
+    test("creates a collection through the REST API", async () => {
+        const qdrant = new Qdrant("https://qdrant.example.com", "test-key");
+
+        await qdrant.createCollection({
+            collectionName: "documents",
+            vectorSize: 1536,
+            distance: "Cosine",
+        });
+
+        expect(mockFetch).toHaveBeenCalledWith(
+            new URL("https://qdrant.example.com/collections/documents"),
+            expect.objectContaining({
+                method: "PUT",
+                headers: expect.objectContaining({
+                    "content-type": "application/json",
+                    "api-key": "test-key",
+                }),
+                body: JSON.stringify({
+                    vectors: {
+                        size: 1536,
+                        distance: "Cosine",
+                    },
+                }),
+            })
+        );
+    });
+
+    test("upserts points through the REST API", async () => {
+        const qdrant = new Qdrant("https://qdrant.example.com", "test-key");
+
+        await qdrant.insertVectorData({
+            collectionName: "documents",
+            points: [
+                {
+                    id: 1,
+                    vector: [0.1, 0.2, 0.3],
+                    payload: { raw_text: "hello" },
+                },
+            ],
+        });
+
+        const [url, options] = mockFetch.mock.calls[0];
+        expect(url.toString()).toBe("https://qdrant.example.com/collections/documents/points?wait=true");
+        expect(options).toEqual(
+            expect.objectContaining({
+                method: "PUT",
+                body: JSON.stringify({
+                    points: [
+                        {
+                            id: 1,
+                            vector: [0.1, 0.2, 0.3],
+                            payload: { raw_text: "hello" },
+                        },
+                    ],
+                }),
+            })
+        );
+    });
+
+    test("searches a collection with vector and payload options", async () => {
+        const qdrant = new Qdrant("https://qdrant.example.com", "test-key");
+
+        await qdrant.searchVectorData({
+            collectionName: "documents",
+            vector: [0.1, 0.2, 0.3],
+            limit: 5,
+            filter: {
+                must: [{ key: "namespace", match: { value: "docs" } }],
+            },
+            withPayload: true,
+            withVector: false,
+            scoreThreshold: 0.8,
+        });
+
+        expect(mockFetch).toHaveBeenCalledWith(
+            new URL("https://qdrant.example.com/collections/documents/points/search"),
+            expect.objectContaining({
+                method: "POST",
+                body: JSON.stringify({
+                    vector: [0.1, 0.2, 0.3],
+                    limit: 5,
+                    filter: {
+                        must: [{ key: "namespace", match: { value: "docs" } }],
+                    },
+                    with_payload: true,
+                    with_vector: false,
+                    score_threshold: 0.8,
+                }),
+            })
+        );
+    });
+});