diff --git a/.dev.vars.example b/.dev.vars.example
index b9e5cff..2a51f8d 100644
--- a/.dev.vars.example
+++ b/.dev.vars.example
@@ -1 +1,4 @@
 OPENAI_API_KEY="MY_SECRET"
+SUPABASE_URL=""
+SUPABASE_KEY=""
+VOYAGEAI_API_KEY=""
\ No newline at end of file
diff --git a/package.json b/package.json
index dd8fb89..456a4c0 100644
--- a/package.json
+++ b/package.json
@@ -30,10 +30,12 @@
     "@octokit/rest": "20.1.1",
     "@octokit/webhooks": "13.2.7",
     "@sinclair/typebox": "0.32.33",
+    "@supabase/supabase-js": "^2.45.4",
     "@ubiquity-dao/ubiquibot-logger": "^1.3.0",
     "dotenv": "^16.4.5",
     "openai": "^4.63.0",
-    "typebox-validators": "0.3.5"
+    "typebox-validators": "0.3.5",
+    "voyageai": "^0.0.1-5"
   },
   "devDependencies": {
     "@commitlint/cli": "19.3.0",
@@ -78,5 +80,6 @@
     "extends": [
       "@commitlint/config-conventional"
     ]
-  }
-}
\ No newline at end of file
+  },
+  "packageManager": "yarn@1.22.22+sha1.ac34549e6aa8e7ead463a7407e1c7390f61a6610"
+}
diff --git a/src/adapters/index.ts b/src/adapters/index.ts
new file mode 100644
index 0000000..3da6b75
--- /dev/null
+++ b/src/adapters/index.ts
@@ -0,0 +1,12 @@
+import { SupabaseClient } from "@supabase/supabase-js";
+import { Context } from "../types";
+import { VoyageAIClient } from "voyageai";
+import { Embeddings } from "./supabase/helpers/embeddings";
+
+export function createAdapters(supabaseClient: SupabaseClient, voyage: VoyageAIClient, context: Context) {
+  return {
+    supabase: {
+      embeddings: new Embeddings(voyage, supabaseClient, context),
+    },
+  };
+}
diff --git a/src/adapters/supabase/helpers/embeddings.ts b/src/adapters/supabase/helpers/embeddings.ts
new file mode 100644
index 0000000..93acb6b
--- /dev/null
+++ b/src/adapters/supabase/helpers/embeddings.ts
@@ -0,0 +1,115 @@
+import { SupabaseClient } from "@supabase/supabase-js";
+import { Super } from "./supabase";
+import { Context } from "../../../types/context";
+import { VoyageAIClient } from "voyageai";
+import { CommentType, EmbeddingClass, IssueSimilaritySearchResult } from "../../../types/embeddings";
+
+const VECTOR_SIZE = 1024;
+
+/**
+ * Embeddings class for creating, updating, and deleting embeddings.
+ *
+ * Schema is as follows:
+ * - `source_id` - The unique identifier for the embedding. (e.g. comment node_id, telegram chat_id, etc.)
+ * - `type` - The type of embedding. (e.g. setup_instructions, dao_info, task, comment). Consider this the category.
+ * - `plaintext` - The plaintext version of the markdown
+ * - `embedding` - The embedding vector for the markdown
+ * - `metadata` - Additional metadata for the embedding. (e.g. author_association, author_id, fileChunkIndex, filePath, isPrivate)
+ * - `created_at` - The timestamp when the embedding was created
+ * - `modified_at` - The timestamp when the embedding was last modified
+ */
+export class Embeddings extends Super {
+  private _voyageClient: VoyageAIClient;
+  constructor(voyageClient: VoyageAIClient, supabase: SupabaseClient, context: Context) {
+    super(supabase, context);
+    this._voyageClient = voyageClient;
+  }
+
+  async getEmbedding(sourceId: string): Promise<CommentType> {
+    const { data, error } = await this.supabase.from("content").select("*").eq("source_id", sourceId).single();
+    if (error && error.code !== "PGRST116") {
+      this.context.logger.error("Error getting comment", { err: error, sourceId });
+    }
+    return data;
+  }
+
+  async getEmbeddingsByClass(embeddingClass: EmbeddingClass): Promise<CommentType[]> {
+    const { data, error } = await this.supabase.from("content").select("*").eq("type", embeddingClass);
+    if (error) {
+      this.context.logger.error("Error getting comments", { err: error, embeddingClass });
+      return [];
+    }
+    return data;
+  }
+
+  // Working with embeddings
+  async findSimilarContent(markdown: string, threshold: number, currentId: string): Promise<IssueSimilaritySearchResult[]> {
+    const embedding = await this._embedWithVoyage(markdown, "query");
+    const { data, error } = await this.supabase.rpc("find_similar_content", {
+      curr_source_id: currentId,
+      query_embedding: embedding,
+      threshold: threshold,
+    });
+    if (error) {
+      this.context.logger.error("Error finding similar issues", error);
+      return [];
+    }
+    return data;
+  }
+
+  /**
+   * Compares a single query against all embeddings in the database and returns the most similar embeddings.
+   */
+  async findRelevantContext(markdown: string, threshold: number): Promise<IssueSimilaritySearchResult[]> {
+    const embedding = await this._embedWithVoyage(markdown, "query");
+    const { data, error } = await this.supabase.rpc("find_relevant_context", {
+      query_embedding: embedding,
+      threshold: threshold,
+    });
+    if (error) {
+      this.context.logger.error("Error finding similar issues", error);
+      return [];
+    }
+    return data;
+  }
+
+  async hybridSearchWithMetadata(
+    queryEmbedding: number[],
+    contentType: string,
+    metadataKey?: string,
+    metadataValue?: string
+  ) {
+    const { data, error } = await this.supabase
+      .rpc('hybridsearchwithmeta', {
+        query_embedding: queryEmbedding,  // The embedding vector of the query
+        // content_type: contentType,        // The classified content type (e.g., "setup_instructions")
+        // metadata_key: metadataKey,        // The key to filter the metadata
+        // metadata_value: metadataValue     // The value to filter the metadata
+      });
+
+    if (error) {
+      console.error('Error performing hybrid search:', error);
+      return null;
+    }
+
+    return data;  // Results from the hybrid search
+  }
+
+  async _embedWithVoyage(text: string | null, inputType: "document" | "query"): Promise<number[]> {
+    try {
+      if (text === null) {
+        return new Array(VECTOR_SIZE).fill(0);
+      } else {
+        const response = await this._voyageClient.embed({
+          input: text,
+          model: "voyage-large-2-instruct",
+          inputType: inputType
+        });
+        return (response.data && response.data[0]?.embedding) || [];
+      }
+    } catch (err) {
+      throw new Error(this.context.logger.error("Error embedding comment", { err })?.logMessage.raw);
+    }
+  }
+}
+
diff --git a/src/adapters/supabase/helpers/supabase.ts b/src/adapters/supabase/helpers/supabase.ts
new file mode 100644
index 0000000..7a13b85
--- /dev/null
+++ b/src/adapters/supabase/helpers/supabase.ts
@@ -0,0 +1,12 @@
+import { SupabaseClient } from "@supabase/supabase-js";
+import { Context } from "../../../types/context";
+
+export class Super {
+  protected supabase: SupabaseClient;
+  protected context: Context;
+
+  constructor(supabase: SupabaseClient, context: Context) {
+    this.supabase = supabase;
+    this.context = context;
+  }
+}
diff --git a/src/handlers/ask-gpt.ts b/src/handlers/ask-gpt.ts
index fbf9209..90ba625 100644
--- a/src/handlers/ask-gpt.ts
+++ b/src/handlers/ask-gpt.ts
@@ -2,6 +2,7 @@ import OpenAI from "openai";
 import { Context } from "../types";
 import { createChatHistory, formatChatHistory } from "../helpers/format-chat-history";
 import { recursivelyFetchLinkedIssues } from "../helpers/issue-fetching";
+import { addCommentToIssue } from "./add-comment";
 
 export async function askQuestion(context: Context, question: string) {
   if (!question) {
@@ -10,10 +11,46 @@ export async function askQuestion(context: Context, question: string) {
 
   const { specAndBodies, streamlinedComments } = await recursivelyFetchLinkedIssues({ context });
 
-  const formattedChat = await formatChatHistory(context, streamlinedComments, specAndBodies);
+  const embeddings = await fetchEmbeddingsContext(context, question);
+  let embeddingContext: null | string = null;
+
+  if (embeddings.length > 0) {
+    // TODO: config items for how many embeddings refs to use
+    // using the top for now
+    embeddingContext = embeddings[0].content_plaintext;
+  }
+
+  const debugMsg = `
+  <details> <summary> top ranked embeddings </summary>
+  \`\`\`json
+  ${JSON.stringify(embeddings, null, 2)}
+  \`\`\`
+  </details>`
+
+  await addCommentToIssue(context, debugMsg);
+  const formattedChat = await formatChatHistory(context, streamlinedComments, specAndBodies, embeddingContext);
+
+  const chatDebugMsg = `
+  <details> <summary> chat history </summary>
+  \`\`\`json
+  ${JSON.stringify(formattedChat, null, 2)}
+  \`\`\`
+  </details>`
+
+  await addCommentToIssue(context, chatDebugMsg);
   return await askGpt(context, formattedChat);
 }
 
+async function fetchEmbeddingsContext(context: Context, query: string) {
+  const { adapters: { supabase } } = context;
+
+  const embeddings = await supabase.embeddings.findRelevantContext(query, 0.6);
+
+  const sorted = embeddings.sort((a, b) => b.similarity - a.similarity);
+
+  return sorted.slice(0, 3)
+}
+
 export async function askGpt(context: Context, formattedChat: string) {
   const {
     logger,
@@ -32,7 +69,7 @@ export async function askGpt(context: Context, formattedChat: string) {
 
   const res: OpenAI.Chat.Completions.ChatCompletion = await openAi.chat.completions.create({
     messages: createChatHistory(formattedChat),
-    model: model ?? "o1-mini",
+    model: "chatgpt-4o-latest",
   });
 
   const answer = res.choices[0].message.content;
diff --git a/src/helpers/format-chat-history.ts b/src/helpers/format-chat-history.ts
index 5d369fe..41cacaf 100644
--- a/src/helpers/format-chat-history.ts
+++ b/src/helpers/format-chat-history.ts
@@ -5,7 +5,7 @@ import { createKey, streamlineComments } from "../handlers/comments";
 import { fetchPullRequestDiff, fetchIssue, fetchIssueComments } from "./issue-fetching";
 import { splitKey } from "./issue";
 
-export async function formatChatHistory(context: Context, streamlined: Record<string, StreamlinedComment[]>, specAndBodies: Record<string, string>) {
+export async function formatChatHistory(context: Context, streamlined: Record<string, StreamlinedComment[]>, specAndBodies: Record<string, string>, embeddingContext: string | null) {
   const convoKeys = Object.keys(streamlined);
   const specAndBodyKeys = Object.keys(specAndBodies);
   const chatHistory: string[] = [];
@@ -18,6 +18,14 @@ export async function formatChatHistory(context: Context, streamlined: Record<st
     chatHistory.push(block);
   }
 
+  if (embeddingContext) {
+    chatHistory.push(
+      createHeader("Embedding Context", "Embedding Context"),
+      embeddingContext,
+      createFooter("Embedding Context")
+    );
+  }
+
   return Array.from(new Set(chatHistory)).join("");
 }
 
diff --git a/src/helpers/query-nlp.ts b/src/helpers/query-nlp.ts
new file mode 100644
index 0000000..e597540
--- /dev/null
+++ b/src/helpers/query-nlp.ts
@@ -0,0 +1,77 @@
+import OpenAI from "openai";
+import { Context } from "../types";
+import { EmbeddingClass, CommentType } from "../types/embeddings";
+import { createAdapters } from "../adapters";
+import { createClient } from "@supabase/supabase-js";
+import { VoyageAIClient } from "voyageai";
+/**
+ * Prior to using the query embedding to find related content,
+ * we first must NLP the query to categorize it into one of the
+ * "EmbeddingClass" types. "setup_instructions" | "dao_info" | "task" | "comment".
+ * 
+ * This allows us to narrow the scope to only the section of information that we know
+ * is relevant to the user's query. we can use the entire embedding bank but
+ * refining the search to a specific class of embeddings will yield better results.
+ */
+
+
+export async function queryNlp(context: Context, query: string) {
+    const { logger, adapters: { supabase } } = context;
+
+    const classification = await zeroShotNlpClassify(context, query);
+    const queryEmbedding = await supabase.embeddings._embedWithVoyage(query, "query");
+
+    logger.info(`Classification of query`, { classification });
+    const embeddings = await supabase.embeddings.hybridSearchWithMetadata(queryEmbedding, classification);
+    console.log(`Found ${embeddings.length} embeddings for query`, { query, classification });
+
+    console.log("Embeddings", embeddings);
+    return embeddings;
+}
+
+export async function zeroShotNlpClassify(context: Context, query: string) {
+    const {
+        env: { OPENAI_API_KEY },
+        config: { openAiBaseUrl },
+    } = context;
+
+    const openAi = new OpenAI({
+        apiKey: OPENAI_API_KEY,
+        ...(openAiBaseUrl && { baseURL: openAiBaseUrl }),
+    });
+
+
+    const sysMsg = `You are developer onboarding assistant, built by Ubiquity DAO and your name is UbiquityOS.
+      You are designed to help developers onboard to the Ubiquity DAO ecosystem, all queries will pertain to the Ubiquity DAO ecosystem.
+      You will classify a query and from that classification, we are able to fetch a category of embeddings to use as context for the query.
+
+      There are four classifications of user query:
+
+      - setup_instructions: This relates directly to questions which seek to understand how to set up a project.
+        e.g: "How do I setup the kernel?" "How do I start a plugin?"
+      - dao_info: This relates to questions which seek to understand the Ubiquity DAO ecosystem.
+        e.g: "What is the Ubiquity DAO?" "What is the Ubiquity DAO mission?"
+      - task: Tasks are issue specifications, they cover features, bugs, and other tasks that need to be completed.
+        e.g: "What is issue xyz about?" "How do I fix issue xyz?"
+      - comment: Comments are user comments on issues, they can be used to provide context to a query.
+        e.g: "What are the comments on issue xyz?" "What do people think about issue xyz?"
+
+      Reply with a one-word classification of the query.
+      `
+
+    const res: OpenAI.Chat.Completions.ChatCompletion = await openAi.chat.completions.create({
+        messages: [
+            {
+                role: "system",
+                content: sysMsg,
+            },
+            {
+                role: "user",
+                content: query,
+            },
+        ],
+        model: "chatgpt-4o-latest",
+    });
+
+    return res.choices[0].message.content as EmbeddingClass;
+}
\ No newline at end of file
diff --git a/src/plugin.ts b/src/plugin.ts
index f89c894..c986730 100644
--- a/src/plugin.ts
+++ b/src/plugin.ts
@@ -5,9 +5,16 @@ import { askQuestion } from "./handlers/ask-gpt";
 import { addCommentToIssue } from "./handlers/add-comment";
 import { LogReturn, Logs } from "@ubiquity-dao/ubiquibot-logger";
 import { Env } from "./types/env";
+import { createClient } from "@supabase/supabase-js";
+import { createAdapters } from "./adapters";
+import { VoyageAIClient } from "voyageai";
 
 export async function plugin(inputs: PluginInputs, env: Env) {
   const octokit = new Octokit({ auth: inputs.authToken });
+  const client = createClient(env.SUPABASE_URL, env.SUPABASE_KEY);
+  const voyage = new VoyageAIClient({
+    apiKey: env.VOYAGEAI_API_KEY
+  });
 
   const context: Context = {
     eventName: inputs.eventName,
@@ -16,9 +23,12 @@ export async function plugin(inputs: PluginInputs, env: Env) {
     octokit,
     env,
     logger: new Logs("debug"),
+    adapters: {} as Awaited<ReturnType<typeof createAdapters>>,
   };
 
-  return runPlugin(context);
+  context.adapters = createAdapters(client, voyage, context);
+
+  return await runPlugin(context);
 }
 
 export async function runPlugin(context: Context) {
@@ -28,7 +38,7 @@ export async function runPlugin(context: Context) {
   } = context;
   const question = context.payload.comment.body;
 
-  const slugRegex = new RegExp(`@${UBIQUITY_OS_APP_SLUG} `, "gi");
+  const slugRegex = new RegExp(`^@${UBIQUITY_OS_APP_SLUG} `, "i");
 
   if (!question.match(slugRegex)) {
     logger.info("Comment does not mention the app. Skipping.");
diff --git a/src/types/context.ts b/src/types/context.ts
index d5f7113..7084bc6 100644
--- a/src/types/context.ts
+++ b/src/types/context.ts
@@ -3,6 +3,7 @@ import { EmitterWebhookEvent as WebhookEvent, EmitterWebhookEventName as Webhook
 import { PluginSettings } from "./plugin-inputs";
 import { Logs } from "@ubiquity-dao/ubiquibot-logger";
 import { Env } from "./env";
+import { createAdapters } from "../adapters";
 
 export type SupportedEventsU = "issue_comment.created";
 
@@ -17,4 +18,5 @@ export interface Context<T extends SupportedEventsU = SupportedEventsU, TU exten
   config: PluginSettings;
   logger: Logs;
   env: Env;
+  adapters: Awaited<ReturnType<typeof createAdapters>>;
 }
diff --git a/src/types/embeddings.ts b/src/types/embeddings.ts
new file mode 100644
index 0000000..759ec27
--- /dev/null
+++ b/src/types/embeddings.ts
@@ -0,0 +1,24 @@
+export type EmbeddingClass = "setup_instructions" | "dao_info" | "task" | "comment";
+export type CommentType = {
+  source_id: string;
+  type: string;
+  plaintext: string | null | undefined;
+  embedding: number[];
+  metadata: Partial<CommentMetadata>;
+  created_at: string;
+  modified_at: string;
+};
+export interface CommentMetadata {
+  author_association: string | null;
+  author_id: number;
+  issue_node_id: string;
+  repo_node_id: string;
+  isPrivate: boolean;
+  [key: string]: any;
+}
+
+export interface IssueSimilaritySearchResult {
+  issue_id: string;
+  issue_plaintext: string;
+  similarity: number;
+}
diff --git a/src/types/env.ts b/src/types/env.ts
index e8a5f7b..eba3010 100644
--- a/src/types/env.ts
+++ b/src/types/env.ts
@@ -10,10 +10,14 @@ dotenv.config();
  * These are fed into the worker/workflow as `env` and are
  * taken from either `dev.vars` or repository secrets.
  * They are used with `process.env` but are type-safe.
+ * 
  */
 export const envSchema = T.Object({
   OPENAI_API_KEY: T.String(),
   UBIQUITY_OS_APP_SLUG: T.String(),
+  SUPABASE_URL: T.String(),
+  SUPABASE_KEY: T.String(),
+  VOYAGEAI_API_KEY: T.String()
 });
 
 export const envValidator = new StandardValidator(envSchema);
diff --git a/yarn.lock b/yarn.lock
index 18a112c..5d43c9b 100644
--- a/yarn.lock
+++ b/yarn.lock
@@ -1634,6 +1634,63 @@
     ignore "^5.1.8"
     p-map "^4.0.0"
 
+"@supabase/auth-js@2.65.0":
+  version "2.65.0"
+  resolved "https://registry.yarnpkg.com/@supabase/auth-js/-/auth-js-2.65.0.tgz#e345c492f8cbc31cd6289968eae0e349ff0f39e9"
+  integrity sha512-+wboHfZufAE2Y612OsKeVP4rVOeGZzzMLD/Ac3HrTQkkY4qXNjI6Af9gtmxwccE5nFvTiF114FEbIQ1hRq5uUw==
+  dependencies:
+    "@supabase/node-fetch" "^2.6.14"
+
+"@supabase/functions-js@2.4.1":
+  version "2.4.1"
+  resolved "https://registry.yarnpkg.com/@supabase/functions-js/-/functions-js-2.4.1.tgz#373e75f8d3453bacd71fb64f88d7a341d7b53ad7"
+  integrity sha512-8sZ2ibwHlf+WkHDUZJUXqqmPvWQ3UHN0W30behOJngVh/qHHekhJLCFbh0AjkE9/FqqXtf9eoVvmYgfCLk5tNA==
+  dependencies:
+    "@supabase/node-fetch" "^2.6.14"
+
+"@supabase/node-fetch@2.6.15", "@supabase/node-fetch@^2.6.14":
+  version "2.6.15"
+  resolved "https://registry.yarnpkg.com/@supabase/node-fetch/-/node-fetch-2.6.15.tgz#731271430e276983191930816303c44159e7226c"
+  integrity sha512-1ibVeYUacxWYi9i0cf5efil6adJ9WRyZBLivgjs+AUpewx1F3xPi7gLgaASI2SmIQxPoCEjAsLAzKPgMJVgOUQ==
+  dependencies:
+    whatwg-url "^5.0.0"
+
+"@supabase/postgrest-js@1.16.1":
+  version "1.16.1"
+  resolved "https://registry.yarnpkg.com/@supabase/postgrest-js/-/postgrest-js-1.16.1.tgz#68dfa0581d8ae4296378cb8815bbde3f4602aef5"
+  integrity sha512-EOSEZFm5pPuCPGCmLF1VOCS78DfkSz600PBuvBND/IZmMciJ1pmsS3ss6TkB6UkuvTybYiBh7gKOYyxoEO3USA==
+  dependencies:
+    "@supabase/node-fetch" "^2.6.14"
+
+"@supabase/realtime-js@2.10.2":
+  version "2.10.2"
+  resolved "https://registry.yarnpkg.com/@supabase/realtime-js/-/realtime-js-2.10.2.tgz#c2b42d17d723d2d2a9146cfad61dc3df1ce3127e"
+  integrity sha512-qyCQaNg90HmJstsvr2aJNxK2zgoKh9ZZA8oqb7UT2LCh3mj9zpa3Iwu167AuyNxsxrUE8eEJ2yH6wLCij4EApA==
+  dependencies:
+    "@supabase/node-fetch" "^2.6.14"
+    "@types/phoenix" "^1.5.4"
+    "@types/ws" "^8.5.10"
+    ws "^8.14.2"
+
+"@supabase/storage-js@2.7.0":
+  version "2.7.0"
+  resolved "https://registry.yarnpkg.com/@supabase/storage-js/-/storage-js-2.7.0.tgz#9ff322d2c3b141087aa34115cf14205e4980ce75"
+  integrity sha512-iZenEdO6Mx9iTR6T7wC7sk6KKsoDPLq8rdu5VRy7+JiT1i8fnqfcOr6mfF2Eaqky9VQzhP8zZKQYjzozB65Rig==
+  dependencies:
+    "@supabase/node-fetch" "^2.6.14"
+
+"@supabase/supabase-js@^2.45.4":
+  version "2.45.4"
+  resolved "https://registry.yarnpkg.com/@supabase/supabase-js/-/supabase-js-2.45.4.tgz#0bcf8722f1732dfe3e4c5190d23e3938dcc689c3"
+  integrity sha512-E5p8/zOLaQ3a462MZnmnz03CrduA5ySH9hZyL03Y+QZLIOO4/Gs8Rdy4ZCKDHsN7x0xdanVEWWFN3pJFQr9/hg==
+  dependencies:
+    "@supabase/auth-js" "2.65.0"
+    "@supabase/functions-js" "2.4.1"
+    "@supabase/node-fetch" "2.6.15"
+    "@supabase/postgrest-js" "1.16.1"
+    "@supabase/realtime-js" "2.10.2"
+    "@supabase/storage-js" "2.7.0"
+
 "@types/babel__core@^7.1.14":
   version "7.20.5"
   resolved "https://registry.yarnpkg.com/@types/babel__core/-/babel__core-7.20.5.tgz#3df15f27ba85319caa07ba08d0721889bb39c017"
@@ -1766,6 +1823,11 @@
   dependencies:
     undici-types "~5.26.4"
 
+"@types/phoenix@^1.5.4":
+  version "1.6.5"
+  resolved "https://registry.yarnpkg.com/@types/phoenix/-/phoenix-1.6.5.tgz#5654e14ec7ad25334a157a20015996b6d7d2075e"
+  integrity sha512-xegpDuR+z0UqG9fwHqNoy3rI7JDlvaPh2TY47Fl80oq6g+hXT+c/LEuE43X48clZ6lOfANl5WrPur9fYO1RJ/w==
+
 "@types/pluralize@^0.0.29":
   version "0.0.29"
   resolved "https://registry.yarnpkg.com/@types/pluralize/-/pluralize-0.0.29.tgz#6ffa33ed1fc8813c469b859681d09707eb40d03c"
@@ -1791,6 +1853,13 @@
   resolved "https://registry.yarnpkg.com/@types/wrap-ansi/-/wrap-ansi-3.0.0.tgz#18b97a972f94f60a679fd5c796d96421b9abb9fd"
   integrity sha512-ltIpx+kM7g/MLRZfkbL7EsCEjfzCcScLpkg37eXEtx5kmrAKBkTJwd1GIAjDSL8wTpM6Hzn5YO4pSb91BEwu1g==
 
+"@types/ws@^8.5.10":
+  version "8.5.12"
+  resolved "https://registry.yarnpkg.com/@types/ws/-/ws-8.5.12.tgz#619475fe98f35ccca2a2f6c137702d85ec247b7e"
+  integrity sha512-3tPRkv1EtkDpzlgyKyI8pGsGZAGPEaXeu0DOj5DI25Ja91bdAYddYHbADRYVrZMRbfW+1l5YwXVDKohDJNQxkQ==
+  dependencies:
+    "@types/node" "*"
+
 "@types/yargs-parser@*":
   version "21.0.3"
   resolved "https://registry.yarnpkg.com/@types/yargs-parser/-/yargs-parser-21.0.3.tgz#815e30b786d2e8f0dcd85fd5bcf5e1a04d008f15"
@@ -2176,6 +2245,11 @@ balanced-match@^1.0.0:
   resolved "https://registry.yarnpkg.com/balanced-match/-/balanced-match-1.0.2.tgz#e83e3a7e3f300b34cb9d87f615fa0cbf357690ee"
   integrity sha512-3oSeUO0TMV67hN1AmbXsK4yaqU7tjiHlbxRDZOpH0KW9+CeX4bRAaX0Anxt0tx2MrpRpWwQaPwIlISEJhYU5Pw==
 
+base64-js@^1.3.1:
+  version "1.5.1"
+  resolved "https://registry.yarnpkg.com/base64-js/-/base64-js-1.5.1.tgz#1b1b440160a5bf7ad40b650f095963481903930a"
+  integrity sha512-AKpaYlHn8t4SVbOHCy+b5+KKgvR4vrsD8vbvrbiQJps7fKDTkjkDry6ji0rUJjC0kzbNePLwzxq8iypo41qeWA==
+
 before-after-hook@^2.2.0:
   version "2.2.3"
   resolved "https://registry.yarnpkg.com/before-after-hook/-/before-after-hook-2.2.3.tgz#c51e809c81a4e354084422b9b26bad88249c517c"
@@ -2242,6 +2316,14 @@ buffer-from@^1.0.0:
   resolved "https://registry.yarnpkg.com/buffer-from/-/buffer-from-1.1.2.tgz#2b146a6fd72e80b4f55d255f35ed59a3a9a41bd5"
   integrity sha512-E+XQCRwSbaaiChtv6k6Dwgc+bx+Bs6vuKJHHl5kox/BaKbhiXzqQOwK4cO22yElGp2OCmjwVhT3HmxgyPGnJfQ==
 
+buffer@^6.0.3:
+  version "6.0.3"
+  resolved "https://registry.yarnpkg.com/buffer/-/buffer-6.0.3.tgz#2ace578459cc8fbe2a70aaa8f52ee63b6a74c6c6"
+  integrity sha512-FTiCpNxtwiZZHEZbcbTIcZjERVICn9yq/pDFkTl95/AxzD1naBctN7YO68riM/gLSDY7sdrMby8hofADYuuqOA==
+  dependencies:
+    base64-js "^1.3.1"
+    ieee754 "^1.2.1"
+
 call-bind@^1.0.2, call-bind@^1.0.5, call-bind@^1.0.6, call-bind@^1.0.7:
   version "1.0.7"
   resolved "https://registry.yarnpkg.com/call-bind/-/call-bind-1.0.7.tgz#06016599c40c56498c18769d2730be242b6fa3b9"
@@ -3185,6 +3267,11 @@ eventemitter3@^5.0.1:
   resolved "https://registry.yarnpkg.com/eventemitter3/-/eventemitter3-5.0.1.tgz#53f5ffd0a492ac800721bb42c66b841de96423c4"
   integrity sha512-GWkBvjiSZK87ELrYOSESUYeVIc9mvLLf/nXalMOS5dYrgZq9o5OVkbZAVM06CVxYsCwH9BDZFPlQTlPA1j4ahA==
 
+events@^3.3.0:
+  version "3.3.0"
+  resolved "https://registry.yarnpkg.com/events/-/events-3.3.0.tgz#31a95ad0a924e2d2c419a813aeb2c4e878ea7400"
+  integrity sha512-mQw+2fkQbALzQ7V0MY0IqdnXNOeTtP4r0lN9z7AAawCXgqea7bDii20AYrIBrFd/Hx0M2Ocz6S111CaFkUcb0Q==
+
 execa@^5.0.0:
   version "5.1.1"
   resolved "https://registry.yarnpkg.com/execa/-/execa-5.1.1.tgz#f80ad9cbf4298f7bd1d4c9555c21e93741c411dd"
@@ -3377,6 +3464,11 @@ formdata-node@^4.3.2:
     node-domexception "1.0.0"
     web-streams-polyfill "4.0.0-beta.3"
 
+formdata-node@^6.0.3:
+  version "6.0.3"
+  resolved "https://registry.yarnpkg.com/formdata-node/-/formdata-node-6.0.3.tgz#48f8e2206ae2befded82af621ef015f08168dc6d"
+  integrity sha512-8e1++BCiTzUno9v5IZ2J6bv4RU+3UKDmqWUQD0MIMVCd9AdhWkO1gw57oo1mNEX1dMq2EGI+FbWz4B92pscSQg==
+
 fs.realpath@^1.0.0:
   version "1.0.0"
   resolved "https://registry.yarnpkg.com/fs.realpath/-/fs.realpath-1.0.0.tgz#1504ad2523158caa40db4a2787cb01411994ea4f"
@@ -3672,6 +3764,11 @@ identity-function@^1.0.0:
   resolved "https://registry.yarnpkg.com/identity-function/-/identity-function-1.0.0.tgz#bea1159f0985239be3ca348edf40ce2f0dd2c21d"
   integrity sha512-kNrgUK0qI+9qLTBidsH85HjDLpZfrrS0ElquKKe/fJFdB3D7VeKdXXEvOPDUHSHOzdZKCAAaQIWWyp0l2yq6pw==
 
+ieee754@^1.2.1:
+  version "1.2.1"
+  resolved "https://registry.yarnpkg.com/ieee754/-/ieee754-1.2.1.tgz#8eb7a10a63fff25d15a57b001586d177d1b0d352"
+  integrity sha512-dcyqhDvX1C46lXZcVqCpK+FtMRQVdIMN6/Df5js2zouUsqG7I6sFxitIC+7KYK29KdXOLHdu9zL4sFnoVQnqaA==
+
 ignore@^5.1.4, ignore@^5.1.8, ignore@^5.2.0, ignore@^5.3.1:
   version "5.3.1"
   resolved "https://registry.yarnpkg.com/ignore/-/ignore-5.3.1.tgz#5073e554cd42c5b33b394375f538b8593e34d4ef"
@@ -4412,6 +4509,11 @@ jiti@^1.21.0:
   resolved "https://registry.yarnpkg.com/jiti/-/jiti-1.21.6.tgz#6c7f7398dd4b3142767f9a168af2f317a428d268"
   integrity sha512-2yTgeWTWzMWkHu6Jp9NKgePDaYHbntiwvYuuJLbbN9vl7DC9DvXKOB2BC3ZZ92D3cvV/aflH0osDfwpHepQ53w==
 
+js-base64@3.7.2:
+  version "3.7.2"
+  resolved "https://registry.yarnpkg.com/js-base64/-/js-base64-3.7.2.tgz#816d11d81a8aff241603d19ce5761e13e41d7745"
+  integrity sha512-NnRs6dsyqUXejqk/yv2aiXlAvOs56sLkX6nUdeaNezI5LFFLlsZjOThmwnrcwh5ZZRwZlCMnVAY3CvhIhoVEKQ==
+
 js-tokens@^4.0.0:
   version "4.0.0"
   resolved "https://registry.yarnpkg.com/js-tokens/-/js-tokens-4.0.0.tgz#19203fb59991df98e3a287050d4647cdeaf32499"
@@ -4898,7 +5000,7 @@ node-fetch-native@^1.6.4:
   resolved "https://registry.yarnpkg.com/node-fetch-native/-/node-fetch-native-1.6.4.tgz#679fc8fd8111266d47d7e72c379f1bed9acff06e"
   integrity sha512-IhOigYzAKHd244OC0JIMIUrjzctirCmPkaIfhDeGcEETWof5zKYUW7e7MYvChGWh/4CJeXEgsRyGzuF334rOOQ==
 
-node-fetch@^2.6.7:
+node-fetch@2.7.0, node-fetch@^2.6.7:
   version "2.7.0"
   resolved "https://registry.yarnpkg.com/node-fetch/-/node-fetch-2.7.0.tgz#d0f0fa6e3e2dc1d27efcd8ad99d550bda94d187d"
   integrity sha512-c4FRfUm/dbcWZ7U+1Wq0AwCyFL+3nt2bEw05wfxSz+DWpWsitgmSgYmy2dQdWyKC1694ELPqMs/YzUSNozLt8A==
@@ -5293,6 +5395,11 @@ printable-characters@^1.0.42:
   resolved "https://registry.yarnpkg.com/printable-characters/-/printable-characters-1.0.42.tgz#3f18e977a9bd8eb37fcc4ff5659d7be90868b3d8"
   integrity sha512-dKp+C4iXWK4vVYZmYSd0KBH5F/h1HoZRsbJ82AVKRO3PEo8L4lBS/vLwhVtpwwuYcoIsVY+1JYKR268yn480uQ==
 
+process@^0.11.10:
+  version "0.11.10"
+  resolved "https://registry.yarnpkg.com/process/-/process-0.11.10.tgz#7332300e840161bda3e69a1d1d91a7d4bc16f182"
+  integrity sha512-cdGef/drWFoydD1JsMzuFf8100nZl+GT+yacc2bEced5f9Rjk4z+WtFUTBu9PhOi9j/jfmBPu0mMEY4wIdAF8A==
+
 prompts@^2.0.1:
   version "2.4.2"
   resolved "https://registry.yarnpkg.com/prompts/-/prompts-2.4.2.tgz#7b57e73b3a48029ad10ebd44f74b01722a4cb069"
@@ -5311,6 +5418,13 @@ pure-rand@^6.0.0:
   resolved "https://registry.yarnpkg.com/pure-rand/-/pure-rand-6.1.0.tgz#d173cf23258231976ccbdb05247c9787957604f2"
   integrity sha512-bVWawvoZoBYpp6yIoQtQXHZjmz35RSVHnUOTefl8Vcjr8snTPY1wnpSPMWekcFwbxI6gtmT7rSYPFvz71ldiOA==
 
+qs@6.11.2:
+  version "6.11.2"
+  resolved "https://registry.yarnpkg.com/qs/-/qs-6.11.2.tgz#64bea51f12c1f5da1bc01496f48ffcff7c69d7d9"
+  integrity sha512-tDNIz22aBzCDxLtVH++VnTfzxlfeK5CbqohpSqpJgj1Wg/cQbStNAz3NuqCs5vV+pjBsK4x4pN9HlVh7rcYRiA==
+  dependencies:
+    side-channel "^1.0.4"
+
 queue-microtask@^1.2.2:
   version "1.2.3"
   resolved "https://registry.yarnpkg.com/queue-microtask/-/queue-microtask-1.2.3.tgz#4929228bbc724dfac43e0efb058caf7b6cfb6243"
@@ -5339,6 +5453,17 @@ readable-stream@^3.4.0:
     string_decoder "^1.1.1"
     util-deprecate "^1.0.1"
 
+readable-stream@^4.5.2:
+  version "4.5.2"
+  resolved "https://registry.yarnpkg.com/readable-stream/-/readable-stream-4.5.2.tgz#9e7fc4c45099baeed934bff6eb97ba6cf2729e09"
+  integrity sha512-yjavECdqeZ3GLXNgRXgeQEdz9fvDDkNKyHnbHRFtOr7/LcfgBcmct7t/ET+HaCTqfh06OzoAxrkN/IfjJBVe+g==
+  dependencies:
+    abort-controller "^3.0.0"
+    buffer "^6.0.3"
+    events "^3.3.0"
+    process "^0.11.10"
+    string_decoder "^1.3.0"
+
 readdirp@~3.6.0:
   version "3.6.0"
   resolved "https://registry.yarnpkg.com/readdirp/-/readdirp-3.6.0.tgz#74a370bd857116e245b29cc97340cd431a02a6c7"
@@ -5794,7 +5919,7 @@ string.prototype.trimstart@^1.0.8:
     define-properties "^1.2.1"
     es-object-atoms "^1.0.0"
 
-string_decoder@^1.1.1:
+string_decoder@^1.1.1, string_decoder@^1.3.0:
   version "1.3.0"
   resolved "https://registry.yarnpkg.com/string_decoder/-/string_decoder-1.3.0.tgz#42f114594a46cf1a8e30b0a84f56c78c3edac21e"
   integrity sha512-hkRX8U1WjJFd8LsDJ2yQ/wWWxaopEsABU1XfkM8A+j0+85JAGppt16cr1Whg6KIbb4okU6Mql6BOj+uup/wKeA==
@@ -6138,6 +6263,11 @@ uri-js@^4.2.2, uri-js@^4.4.1:
   dependencies:
     punycode "^2.1.0"
 
+url-join@4.0.1:
+  version "4.0.1"
+  resolved "https://registry.yarnpkg.com/url-join/-/url-join-4.0.1.tgz#b642e21a2646808ffa178c4c5fda39844e12cde7"
+  integrity sha512-jk1+QP6ZJqyOiuEI9AEWQfju/nB2Pw466kbA0LEZljHwKeMgd9WrAEgEGxjPDD2+TNbbb37rTyhEfrCXfuKXnA==
+
 util-deprecate@^1.0.1:
   version "1.0.2"
   resolved "https://registry.yarnpkg.com/util-deprecate/-/util-deprecate-1.0.2.tgz#450d4dc9fa70de732762fbd2d4a28981419a0ccf"
@@ -6170,6 +6300,19 @@ vlq@^0.2.1:
   resolved "https://registry.yarnpkg.com/vlq/-/vlq-0.2.3.tgz#8f3e4328cf63b1540c0d67e1b2778386f8975b26"
   integrity sha512-DRibZL6DsNhIgYQ+wNdWDL2SL3bKPlVrRiBqV5yuMm++op8W4kGFtaQfCs4KEJn0wBZcHVHJ3eoywX8983k1ow==
 
+voyageai@^0.0.1-5:
+  version "0.0.1-5"
+  resolved "https://registry.yarnpkg.com/voyageai/-/voyageai-0.0.1-5.tgz#e0457d991784900c16e4cdf095654f195d62fdf2"
+  integrity sha512-IuXSXM3l9J3NIq+MLHXacG/yhswpEgWIu9eBqoFqMRnFiDx00dLL62OWg6WqVSipddZLwFeWH1Kaj56x5eqhOQ==
+  dependencies:
+    form-data "^4.0.0"
+    formdata-node "^6.0.3"
+    js-base64 "3.7.2"
+    node-fetch "2.7.0"
+    qs "6.11.2"
+    readable-stream "^4.5.2"
+    url-join "4.0.1"
+
 vscode-languageserver-textdocument@^1.0.11:
   version "1.0.11"
   resolved "https://registry.yarnpkg.com/vscode-languageserver-textdocument/-/vscode-languageserver-textdocument-1.0.11.tgz#0822a000e7d4dc083312580d7575fe9e3ba2e2bf"
@@ -6332,6 +6475,11 @@ ws@^8.11.0:
   resolved "https://registry.yarnpkg.com/ws/-/ws-8.17.0.tgz#d145d18eca2ed25aaf791a183903f7be5e295fea"
   integrity sha512-uJq6108EgZMAl20KagGkzCKfMEjxmKvZHG7Tlq0Z6nOky7YF7aq4mOx6xK8TJ/i1LeK4Qus7INktacctDgY8Ow==
 
+ws@^8.14.2:
+  version "8.18.0"
+  resolved "https://registry.yarnpkg.com/ws/-/ws-8.18.0.tgz#0d7505a6eafe2b0e712d232b42279f53bc289bbc"
+  integrity sha512-8VbfWfHLbbwu3+N6OKsOMpBdT4kXPDDB9cJk2bJ6mh9ucxdlnNvH1e+roYkKmN9Nxw2yjz7VzeO9oOz2zJ04Pw==
+
 xdg-basedir@^5.1.0:
   version "5.1.0"
   resolved "https://registry.yarnpkg.com/xdg-basedir/-/xdg-basedir-5.1.0.tgz#1efba19425e73be1bc6f2a6ceb52a3d2c884c0c9"