From f0d8124d987e99a3375b4f77766e53fc00d4afe6 Mon Sep 17 00:00:00 2001 From: joaoGabriel55 Date: Tue, 3 Feb 2026 09:18:08 -0300 Subject: [PATCH 1/3] Refactor server to use questionToSQLResult and remove MCP - Replace MCP server and related code with a direct question-to-SQL result endpoint - Remove mcp-server and related dependencies - Add tool-based SQL execution for model integration - Update dependencies and clean up unused packages --- server/cli.ts | 14 +- server/init-db.ts | 5 - server/package-lock.json | 1908 ++++++++++++------------ server/package.json | 2 +- server/server.ts | 18 +- server/src/mcp-server.ts | 53 - server/src/services/question-to-sql.ts | 134 +- server/src/tools/index.ts | 3 + server/src/tools/sql-query-tool.ts | 28 + 9 files changed, 1059 insertions(+), 1106 deletions(-) delete mode 100644 server/src/mcp-server.ts create mode 100644 server/src/tools/index.ts create mode 100644 server/src/tools/sql-query-tool.ts diff --git a/server/cli.ts b/server/cli.ts index ca2641a..5faf8d5 100644 --- a/server/cli.ts +++ b/server/cli.ts @@ -1,18 +1,10 @@ -import { openDB } from "./src/db/open-db.ts"; -import { questionToSQL } from "./src/services/question-to-sql.ts"; +import { questionToSQLResult } from "./src/services/question-to-sql.ts"; async function main() { - const db = await openDB(); - const question = process.argv[2]; - const sqlQuery = await questionToSQL(question, db); - - console.log("Generated Query:", sqlQuery); + const results = await questionToSQLResult(question); - // Execute the query - const results = await db.all(sqlQuery); console.log("Results:", results); } - -main() +main(); diff --git a/server/init-db.ts b/server/init-db.ts index 7717bde..4af02a9 100644 --- a/server/init-db.ts +++ b/server/init-db.ts @@ -82,9 +82,4 @@ async function init() { console.log("✅ Database initialized."); } -// (async () => { -// const rows = await db.all("SELECT * FROM sqlite_master;"); -// console.log(rows); -// })(); - init(); diff --git a/server/package-lock.json b/server/package-lock.json index c9e0105..7ef792b 100644 --- a/server/package-lock.json +++ b/server/package-lock.json @@ -15,7 +15,7 @@ "express": "^5.1.0", "ollama": "^0.6.0", "sqlite": "^5.1.1", - "sqlite3": "^5.1.7" + "sqlite3": "^5.0.2" }, "devDependencies": { "@cfworker/json-schema": "^4.1.1", @@ -48,12 +48,17 @@ "node": ">=12" } }, - 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Older versions may use Math.random() in certain circumstances, which is known to be problematic. See https://v8.dev/blog/math-random for details.", + "license": "MIT", + "optional": true, + "bin": { + "uuid": "bin/uuid" + } + }, "node_modules/v8-compile-cache-lib": { "version": "3.0.1", "resolved": "https://registry.npmjs.org/v8-compile-cache-lib/-/v8-compile-cache-lib-3.0.1.tgz", @@ -3036,6 +2973,28 @@ "node": ">= 0.8" } }, + "node_modules/verror": { + "version": "1.10.0", + "resolved": "https://registry.npmjs.org/verror/-/verror-1.10.0.tgz", + "integrity": "sha512-ZZKSmDAEFOijERBLkmYfJ+vmk3w+7hOLYDNkRCuRuMJGEmqYNCNLyBBFwWKVMhfwaEF3WOd0Zlw86U/WC/+nYw==", + "engines": [ + "node >=0.6.0" + ], + "license": "MIT", + "optional": true, + "dependencies": { + "assert-plus": "^1.0.0", + "core-util-is": "1.0.2", + "extsprintf": "^1.2.0" + } + }, + "node_modules/verror/node_modules/core-util-is": { + "version": "1.0.2", + "resolved": "https://registry.npmjs.org/core-util-is/-/core-util-is-1.0.2.tgz", + "integrity": "sha512-3lqz5YjWTYnW6dlDa5TLaTCcShfar1e40rmcJVwCBJC6mWlFuj0eCHIElmG1g5kyuJ/GD+8Wn4FFCcz4gJPfaQ==", + "license": "MIT", + "optional": true + }, "node_modules/whatwg-fetch": { "version": "3.6.20", "resolved": "https://registry.npmjs.org/whatwg-fetch/-/whatwg-fetch-3.6.20.tgz", @@ -3062,7 +3021,6 @@ "resolved": "https://registry.npmjs.org/wide-align/-/wide-align-1.1.5.tgz", "integrity": "sha512-eDMORYaPNZ4sQIuuYPDHdQvf4gyCF9rEEV/yPxGfwPkRodwEgiMUUXTx/dex+Me0wxx53S+NgUHaP7y3MGlDmg==", "license": "ISC", - "optional": true, "dependencies": { "string-width": "^1.0.2 || 2 || 3 || 4" } @@ -3074,9 +3032,9 @@ "license": "ISC" }, "node_modules/yallist": { - "version": "4.0.0", - "resolved": "https://registry.npmjs.org/yallist/-/yallist-4.0.0.tgz", - "integrity": "sha512-3wdGidZyq5PB084XLES5TpOSRA3wjXAlIWMhum2kRcv/41Sn2emQ0dycQW4uZXLejwKvg6EsvbdlVL+FYEct7A==", + "version": "3.1.1", + "resolved": "https://registry.npmjs.org/yallist/-/yallist-3.1.1.tgz", + "integrity": "sha512-a4UGQaWPH59mOXUYnAG2ewncQS4i4F43Tv3JoAM+s2VDAmS9NsK8GpDMLrCHPksFT7h3K6TOoUNn2pb7RoXx4g==", "license": "ISC" }, "node_modules/yn": { diff --git a/server/package.json b/server/package.json index 86cb5ba..cfad293 100644 --- a/server/package.json +++ b/server/package.json @@ -20,7 +20,7 @@ "express": "^5.1.0", "ollama": "^0.6.0", "sqlite": "^5.1.1", - "sqlite3": "^5.1.7" + "sqlite3": "^5.0.2" }, "devDependencies": { "@cfworker/json-schema": "^4.1.1", diff --git a/server/server.ts b/server/server.ts index a0b7895..b9ac8b3 100644 --- a/server/server.ts +++ b/server/server.ts @@ -1,25 +1,15 @@ -import { StreamableHTTPServerTransport } from "@modelcontextprotocol/sdk/server/streamableHttp.js"; import bodyParser from "body-parser"; import cors from "cors"; import express from "express"; -import { mcpServer } from "./src/mcp-server.ts"; +import { questionToSQLResult } from "./src/services/question-to-sql.ts"; const app = express(); app.use(cors()); app.use(bodyParser.json()); -app.post("/mcp", async (req, res) => { - const transport = new StreamableHTTPServerTransport({ - sessionIdGenerator: undefined, - enableJsonResponse: true, - }); - - res.on("close", () => { - transport.close(); - }); - - await mcpServer.connect(transport); - await transport.handleRequest(req, res, req.body); +app.post("/question-sql-result", async (req, res) => { + const result = await questionToSQLResult(req.body.question); + res.json(result); }); const PORT = 3002; diff --git a/server/src/mcp-server.ts b/server/src/mcp-server.ts deleted file mode 100644 index 3d8a6bf..0000000 --- a/server/src/mcp-server.ts +++ /dev/null @@ -1,53 +0,0 @@ -import { McpServer } from "@modelcontextprotocol/sdk/server/mcp.js"; -import { z } from "zod"; -import { openDB } from "./db/open-db.ts"; -import { questionToSQL } from "./services/question-to-sql.ts"; - -const memoCache = new Map(); - -const mcpServer = new McpServer({ - name: "demo-server", - version: "1.0.0", -}); - -mcpServer.registerTool( - "sql-query-tool", - { - title: "SQL Query Tool", - description: - "Ask a question in natural language receives the SQL query and the result", - inputSchema: { question: z.string() }, - outputSchema: { sql: z.string(), result: z.array(z.any()) }, - }, - async ({ question }) => { - const db = await openDB(); - let output: { sql: string; result: any[] }; - - try { - if (memoCache.has(question)) { - const sql = memoCache.get(question)!; - - const rows = await db.all(sql); - - output = { sql, result: rows }; - } else { - const sql = await questionToSQL(question, db); - - const rows = await db.all(sql); - - memoCache.set(question, sql); - - output = { sql, result: rows }; - } - - return { - content: [{ type: "text", text: JSON.stringify(output) }], - structuredContent: output, - }; - } finally { - await db.close(); - } - }, -); - -export { mcpServer }; diff --git a/server/src/services/question-to-sql.ts b/server/src/services/question-to-sql.ts index 3d1daf7..dd5db30 100644 --- a/server/src/services/question-to-sql.ts +++ b/server/src/services/question-to-sql.ts @@ -1,59 +1,99 @@ +import type { Message } from "ollama"; import { Ollama } from "ollama"; -import { Database } from "sqlite"; +import { openDB } from "../db/open-db.ts"; import { schemaCache } from "../db/schema-cache.ts"; +import { tools } from "../tools/index.ts"; +import { runSQLQuery } from "../tools/sql-query-tool.ts"; const ollama = new Ollama({ host: " http://localhost:11434" }); -const generateChatAnswer = async (prompt: string) => { +const generateChatAnswer = async (messages: Message[]) => { const response = await ollama.chat({ model: "qwen2.5:latest", - messages: [{ role: "user", content: prompt }], + messages, + tools, + // think: true, }); - return response.message.content.trim(); + return response.message; }; -export async function questionToSQL( - question: string, - db: Database, -): Promise { - const schemaInfo = await schemaCache.getSchema(db); - - const prompt = ` - You are an expert SQL query generator for SQLite databases. Your task is to convert a natural language question into a valid SQL query based on the provided database schema. - - ${schemaInfo} - - ### Instructions: - - Use ONLY the tables and columns defined in the schema above - - Generate syntactically correct SQLite queries - - Use appropriate JOIN types (INNER, LEFT, RIGHT) based on the question context - - Include WHERE clauses for filtering when needed - - Use aggregation functions (COUNT, SUM, AVG, MIN, MAX) when appropriate - - Add ORDER BY clauses for sorting when requested - - Use GROUP BY for aggregations - - Ensure proper handling of NULL values - - Generate ONLY the SQL query without explanations, comments, or markdown formatting - - If the question cannot be answered with the available schema, output: "Cannot generate query: required tables or columns not found in schema" - - ### Examples of good queries: - - Use table and column names exactly as shown in the schema - - Use proper SQLite syntax and functions - - Join tables using their foreign key relationships when needed - - User question: ${question} - - Generated SQL query (output ONLY the raw SQL query): - `; - - const sqlContent = await generateChatAnswer(prompt); - - const codeBlockMatch = sqlContent - .trim() - .split("```sql\n") - .join("") - .split("\n```") - .join(""); - - return codeBlockMatch; +const memoCache = new Map(); + +export async function questionToSQLResult(question: string) { + const db = await openDB(); + + try { + if (memoCache.has(question)) { + const sql = memoCache.get(question)!; + + const result = await runSQLQuery({ sql, db }); + + return result; + } + + const schemaInfo = await schemaCache.getSchema(db); + + const prompt = ` + You are an expert SQL query generator for SQLite databases. + + Your task is to transform a natural language question into a valid SQLite SQL query **by ALWAYS invoking the MCP tool 'sql_query_tool'**. + You must NEVER return SQL directly in plain text. + + ### Database schema + ${schemaInfo} + + ### Mandatory rules + - You MUST call the MCP tool 'sql_query_tool' to produce the final output + - Do NOT output SQL directly in the assistant message + - The SQL query must be the ONLY content passed to the tool + - If a query cannot be generated, pass the exact string below to the tool: + "Cannot generate query: required tables or columns not found in schema" + + ### Query generation rules + - Use ONLY tables and columns defined in the schema + - Use table and column names exactly as they appear in the schema + - Generate syntactically correct SQLite SQL + - Use appropriate JOINs (INNER, LEFT, RIGHT) based on relationships and intent + - Apply WHERE clauses when filtering is implied + - Use aggregation functions (COUNT, SUM, AVG, MIN, MAX) when appropriate + - Use GROUP BY whenever aggregations are used + - Use ORDER BY when sorting is requested + - Handle NULL values correctly when relevant + - Do NOT include comments, explanations, markdown, or formatting + + ### User question + ${question} + + ### Output requirement + - Call the MCP tool 'sql_query_tool' + - Pass ONLY the raw SQL query (or the failure message) as the tool input + `; + + const messages: Message[] = [{ role: "user", content: prompt }]; + + const response = await generateChatAnswer(messages); + + messages.push(response); + + console.log(response.tool_calls); + + if (!response.tool_calls?.length) return null; + + const call = response.tool_calls[0]; + const args = call.function.arguments as { sql: string }; + + console.log(args.sql); + + const result = await runSQLQuery({ sql: args.sql, db }); + + memoCache.set(question, args.sql); + + return result; + } catch (error) { + console.error(error); + return null; + } finally { + await db.close(); + } } diff --git a/server/src/tools/index.ts b/server/src/tools/index.ts new file mode 100644 index 0000000..3c6bfee --- /dev/null +++ b/server/src/tools/index.ts @@ -0,0 +1,3 @@ +import { sqlQueryTool } from "./sql-query-tool.ts"; + +export const tools = [sqlQueryTool]; diff --git a/server/src/tools/sql-query-tool.ts b/server/src/tools/sql-query-tool.ts new file mode 100644 index 0000000..65db07f --- /dev/null +++ b/server/src/tools/sql-query-tool.ts @@ -0,0 +1,28 @@ +import { Database } from "sqlite"; + +export const sqlQueryTool = { + type: "function", + function: { + name: "sql_query_tool", + description: "Receive a sql query and return the result", + parameters: { + type: "object", + required: ["sql"], + properties: { + sql: { type: "string", description: "The SQL query to execute" }, + }, + }, + }, +}; + +export const runSQLQuery = async ({ sql, db }: { sql: string; db: Database }) => { + try { + const rows = await db.all(sql); + + const output = { sql, result: rows }; + + return output; + } catch (error) { + throw new Error(`Error executing SQL query: ${(error as Error).message}`); + } +}; From c43a6bed63ff3bd52ae85fdce47661e8dd573550 Mon Sep 17 00:00:00 2001 From: joaoGabriel55 Date: Tue, 3 Feb 2026 11:51:51 -0300 Subject: [PATCH 2/3] Refactor questionToSQLResult to simplify message handling --- server/src/services/question-to-sql.ts | 12 +++++------- 1 file changed, 5 insertions(+), 7 deletions(-) diff --git a/server/src/services/question-to-sql.ts b/server/src/services/question-to-sql.ts index dd5db30..8de0b6c 100644 --- a/server/src/services/question-to-sql.ts +++ b/server/src/services/question-to-sql.ts @@ -70,20 +70,18 @@ export async function questionToSQLResult(question: string) { - Pass ONLY the raw SQL query (or the failure message) as the tool input `; - const messages: Message[] = [{ role: "user", content: prompt }]; + const response = await generateChatAnswer([ + { role: "user", content: prompt }, + ]); - const response = await generateChatAnswer(messages); - - messages.push(response); - - console.log(response.tool_calls); + console.log("tool_calls: ", response.tool_calls); if (!response.tool_calls?.length) return null; const call = response.tool_calls[0]; const args = call.function.arguments as { sql: string }; - console.log(args.sql); + console.log("SQL: ", args.sql); const result = await runSQLQuery({ sql: args.sql, db }); From de7784f9bf015a5a6509527cc39d3a9a593e71e4 Mon Sep 17 00:00:00 2001 From: joaoGabriel55 Date: Sat, 14 Feb 2026 13:48:25 -0300 Subject: [PATCH 3/3] Add useQuestionToSqlResult hook for chat SQL queries --- gpt-db-chat/app/app.css | 4 -- gpt-db-chat/app/chat/chat.tsx | 26 ++++------- gpt-db-chat/app/components/navbar.tsx | 2 +- gpt-db-chat/app/hooks/use-mcp-sql.ts | 43 ------------------- .../app/hooks/use-question-to-sql-result.ts | 40 +++++++++++++++++ gpt-db-chat/package.json | 3 +- gpt-db-chat/yarn.lock | 15 +------ 7 files changed, 52 insertions(+), 81 deletions(-) delete mode 100644 gpt-db-chat/app/hooks/use-mcp-sql.ts create mode 100644 gpt-db-chat/app/hooks/use-question-to-sql-result.ts diff --git a/gpt-db-chat/app/app.css b/gpt-db-chat/app/app.css index 2bbddb7..3ef130a 100644 --- a/gpt-db-chat/app/app.css +++ b/gpt-db-chat/app/app.css @@ -41,10 +41,6 @@ font-feature-settings: "rlig" 1, "calt" 1; } - body { - @apply flex h-screen flex-col overflow-hidden; - } - input, textarea { @apply bg-[color:var(--background)] text-[color:var(--foreground)]; diff --git a/gpt-db-chat/app/chat/chat.tsx b/gpt-db-chat/app/chat/chat.tsx index cd6a37f..c37a078 100644 --- a/gpt-db-chat/app/chat/chat.tsx +++ b/gpt-db-chat/app/chat/chat.tsx @@ -2,7 +2,10 @@ import { useLocalStorage } from "@uidotdev/usehooks"; import { useEffect, useState } from "react"; import { Form, useSearchParams } from "react-router"; import { Table } from "~/components/table"; -import { useMcpSql, type ChatResponse } from "~/hooks/use-mcp-sql"; +import { + useQuestionToSqlResult, + type ChatResponse, +} from "~/hooks/use-question-to-sql-result"; export function Chat() { const [searchParams] = useSearchParams(); @@ -16,7 +19,7 @@ export function Chat() { ); const [chatResponse, setChatResponse] = useState(null); - const { isError, isLoading, retry, error, call } = useMcpSql(); + const { isLoading, isError, call } = useQuestionToSqlResult(); useEffect(() => { async function fetchChatResponse() { @@ -76,14 +79,11 @@ export function Chat() { onChange={(e) => setQuestionInput(e.target.value)} placeholder="Ask a question about your database..." className="input-base flex-1" - disabled={isError} /> - - {/* Results Section */} - {isError ? ( -
-

Connection failed: {error}

- -
- ) : null} - + {isError &&

Error occurred

} {chatResponse && (
{/* SQL Query Display */} @@ -139,7 +131,7 @@ export function Chat() { {chatResponse.result && (

Query Results:

-
+
diff --git a/gpt-db-chat/app/components/navbar.tsx b/gpt-db-chat/app/components/navbar.tsx index 9632608..5a505ed 100644 --- a/gpt-db-chat/app/components/navbar.tsx +++ b/gpt-db-chat/app/components/navbar.tsx @@ -7,7 +7,7 @@ export function Navbar() {