diff --git a/README.md b/README.md index b14d5aa99..ac4b595e8 100644 --- a/README.md +++ b/README.md @@ -81,6 +81,14 @@ npm run generate-embeddings # Generate vector embeddings Automated jobs run daily to keep content updated. +## MCP + +The backend also exposes a [Model Context Protocol](https://modelcontextprotocol.io) +endpoint at `/mcp` with two tools (`search_all`, `get_full_document`) — the +same tools the `/ask` assistant uses. Point any MCP-compatible client at +`https://search-api.fluffylabs.dev/mcp` to query the index. See +[`backend/README.md`](./backend/README.md#mcp) for details. + ## Deployment - **Backend**: Deployed to diff --git a/backend/README.md b/backend/README.md index f40138fdd..42abb8485 100644 --- a/backend/README.md +++ b/backend/README.md @@ -72,3 +72,95 @@ The application includes scheduled cron jobs that run daily to: - `GET /search/graypaper` - Search graypaper sections - `GET /search/discords` - Search Discord messages - `GET /embeddings` - Get embeddings for a query +- `POST /ask` - Streaming AI assistant (SSE). See [Ask API](#ask-api). +- `POST|GET|DELETE /mcp` - Model Context Protocol endpoint. See [MCP](#mcp). + +## Ask API + +`POST /ask` runs an agent loop that answers questions using the JAM knowledge +base. Responses stream back as Server-Sent Events. + +Request body: + +```json +{ + "messages": [{ "role": "user", "content": "What is a refinement context?" }], + "model": "openai/gpt-4o-mini", + "openrouterKey": "sk-or-..." +} +``` + +The agent has access to two tools — `search_all` (unified search across all +sources) and `get_full_document` (fetch full markdown by id). These are the +same tools exposed via [MCP](#mcp). + +## MCP + +The backend serves a [Model Context Protocol](https://modelcontextprotocol.io) +endpoint at `/mcp` using the Streamable HTTP transport. It exposes the same +two tools the `/ask` agent uses: + +- `search_all(query, limit?)` — unified search across graypaper, discord, + matrix and pages. Returns an array of result chunks, each with a stable `id`, + `sourceType`, and content preview. +- `get_full_document(id)` — fetch the full markdown of a document by id + returned from `search_all`. + +### Design choices + +- **Stateless.** A fresh `Server` + `Transport` is created per request. No + session state is kept between calls; `initialize` does not return an + `mcp-session-id` header and there is no `GET` / `DELETE` lifecycle. Any + MCP client that supports stateless Streamable HTTP works. +- **No CORS.** `/mcp` intentionally sets no `Access-Control-Allow-Origin` + header. It is meant for server-to-server / local MCP clients, not browser + origins. The other endpoints still apply CORS for the frontend. +- **No embeddings.** Tool calls run fulltext-only search; the server's + OpenAI quota is never spent on anonymous MCP traffic. `/ask` still uses + hybrid search because the caller supplies their own OpenRouter key. + +### Connecting a client + +Point any MCP client at the public deployment or your local dev server: + +- Production: `https://search-api.fluffylabs.dev/mcp` +- Local dev: `http://localhost:3000/mcp` + +Example Claude Desktop (`claude_desktop_config.json`) entry: + +```json +{ + "mcpServers": { + "jam-search": { + "url": "https://search-api.fluffylabs.dev/mcp" + } + } +} +``` + +### Manual probe + +Stateless mode means a single POST per interaction — no session bookkeeping. + +```bash +# Initialize and read the server's advertised capabilities: +curl -s -X POST http://localhost:3000/mcp \ + -H 'Content-Type: application/json' \ + -H 'Accept: application/json, text/event-stream' \ + -d '{"jsonrpc":"2.0","id":1,"method":"initialize", + "params":{"protocolVersion":"2025-03-26","capabilities":{}, + "clientInfo":{"name":"probe","version":"0.0.1"}}}' + +# List the two tools: +curl -s -X POST http://localhost:3000/mcp \ + -H 'Content-Type: application/json' \ + -H 'Accept: application/json, text/event-stream' \ + -d '{"jsonrpc":"2.0","id":2,"method":"tools/list"}' + +# Call search_all: +curl -s -X POST http://localhost:3000/mcp \ + -H 'Content-Type: application/json' \ + -H 'Accept: application/json, text/event-stream' \ + -d '{"jsonrpc":"2.0","id":3,"method":"tools/call", + "params":{"name":"search_all","arguments":{"query":"refine"}}}' +``` diff --git a/backend/package.json b/backend/package.json index cb92140ec..da275f771 100644 --- a/backend/package.json +++ b/backend/package.json @@ -16,6 +16,7 @@ }, "dependencies": { "@hono/node-server": "^1.19.13", + "@modelcontextprotocol/sdk": "^1.29.0", "@octokit/rest": "^22.0.1", "@orama/orama": "^3.1.18", "cheerio": "^1.2.0", diff --git a/backend/src/__tests__/ask/tools.test.ts b/backend/src/__tests__/ask/tools.test.ts index 00219837b..e4d781a57 100644 --- a/backend/src/__tests__/ask/tools.test.ts +++ b/backend/src/__tests__/ask/tools.test.ts @@ -1,5 +1,10 @@ import { describe, expect, it } from "vitest"; -import { executeGetFullDocument, executeSearchAll } from "../../ask/tools.js"; +import { + executeGetFullDocument, + executeSearchAll, + TOOL_DEFINITIONS, + TOOL_SPECS, +} from "../../ask/tools.js"; import { createSearchDB, insertDoc } from "../../data/searchIndex.js"; describe("executeSearchAll", () => { @@ -78,3 +83,23 @@ describe("executeGetFullDocument", () => { expect(result).toBeNull(); }); }); + +describe("tool specs", () => { + it("TOOL_DEFINITIONS is derived 1:1 from TOOL_SPECS (no duplication)", () => { + expect(TOOL_DEFINITIONS.map((d) => d.function.name)).toEqual( + TOOL_SPECS.map((s) => s.name) + ); + for (let i = 0; i < TOOL_SPECS.length; i++) { + expect(TOOL_DEFINITIONS[i].function.description).toBe( + TOOL_SPECS[i].description + ); + } + }); + + it("search_all parameters do not require `limit`", () => { + const spec = TOOL_DEFINITIONS.find((d) => d.function.name === "search_all"); + expect(spec).toBeDefined(); + const params = spec?.function.parameters as { required?: string[] }; + expect(params.required).toEqual(["query"]); + }); +}); diff --git a/backend/src/__tests__/mcp/handler.test.ts b/backend/src/__tests__/mcp/handler.test.ts new file mode 100644 index 000000000..e2d5ef1d2 --- /dev/null +++ b/backend/src/__tests__/mcp/handler.test.ts @@ -0,0 +1,77 @@ +import { describe, expect, it } from "vitest"; +import { createApp } from "../../api.js"; +import { createSearchDB, insertDoc } from "../../data/searchIndex.js"; + +function initBody() { + return { + jsonrpc: "2.0", + id: 1, + method: "initialize", + params: { + protocolVersion: "2025-03-26", + capabilities: {}, + clientInfo: { name: "handler-test", version: "0.0.1" }, + }, + }; +} + +function mcpHeaders() { + return { + "Content-Type": "application/json", + Accept: "application/json, text/event-stream", + }; +} + +describe("/mcp HTTP handler", () => { + it("handles initialize stateless (no CORS, no session id) and returns SSE body", async () => { + const db = createSearchDB(); + insertDoc(db, { + type: "graypaper_section", + title: "Accumulate", + content: "The accumulate function processes work results.", + }); + const app = createApp(db, "./data"); + + const res = await app.fetch( + new Request("http://x/mcp", { + method: "POST", + headers: mcpHeaders(), + body: JSON.stringify(initBody()), + }) + ); + + expect(res.status).toBe(200); + // CORS must not be advertised for server-to-server endpoint. + expect(res.headers.get("access-control-allow-origin")).toBeNull(); + // Stateless: transport must not mint a session id. + expect(res.headers.get("mcp-session-id")).toBeNull(); + + const text = await res.text(); + expect(text).toContain("protocolVersion"); + expect(text).toContain("jam-search"); + }); + + it("rejects initialize when Accept header is missing text/event-stream", async () => { + const app = createApp(createSearchDB(), "./data"); + const res = await app.fetch( + new Request("http://x/mcp", { + method: "POST", + headers: { "Content-Type": "application/json" }, + body: JSON.stringify(initBody()), + }) + ); + // MCP transport rejects with 406 when the client didn't advertise SSE. + expect(res.status).toBe(406); + }); + + it("applies CORS to non-MCP routes (sanity check)", async () => { + const app = createApp(createSearchDB(), "./data"); + const res = await app.fetch( + new Request("http://x/health", { + headers: { Origin: "https://example.com" }, + }) + ); + expect(res.status).toBe(200); + expect(res.headers.get("access-control-allow-origin")).not.toBeNull(); + }); +}); diff --git a/backend/src/__tests__/mcp/server.test.ts b/backend/src/__tests__/mcp/server.test.ts new file mode 100644 index 000000000..8d94061b5 --- /dev/null +++ b/backend/src/__tests__/mcp/server.test.ts @@ -0,0 +1,104 @@ +import { Client } from "@modelcontextprotocol/sdk/client/index.js"; +import { InMemoryTransport } from "@modelcontextprotocol/sdk/inMemory.js"; +import { afterEach, describe, expect, it } from "vitest"; +import { createSearchDB, insertDoc } from "../../data/searchIndex.js"; +import { createMcpServer } from "../../mcp/server.js"; + +describe("mcp server", () => { + const opened: Array<() => Promise> = []; + + afterEach(async () => { + await Promise.all(opened.map((close) => close())); + opened.length = 0; + }); + + async function connectClient(db = createSearchDB()) { + const server = createMcpServer(db, "./data"); + const [clientTransport, serverTransport] = + InMemoryTransport.createLinkedPair(); + const client = new Client({ name: "test", version: "0.0.0" }); + await Promise.all([ + server.connect(serverTransport), + client.connect(clientTransport), + ]); + opened.push(async () => { + // close() is idempotent in the MCP SDK; closing both sides cleans up + // protocol state, transport handlers, and linked transport pair. + await Promise.all([client.close(), server.close()]); + }); + return { client, db }; + } + + it("lists exactly the two /ask tools", async () => { + const { client } = await connectClient(); + const { tools } = await client.listTools(); + const names = tools.map((t) => t.name).sort(); + expect(names).toEqual(["get_full_document", "search_all"]); + }); + + it("does not mark `limit` as required on search_all", async () => { + const { client } = await connectClient(); + const { tools } = await client.listTools(); + const searchAll = tools.find((t) => t.name === "search_all"); + expect(searchAll).toBeDefined(); + const required = (searchAll?.inputSchema as { required?: string[] }) + .required; + expect(required).toEqual(["query"]); + }); + + it("calls search_all and returns a text content block", async () => { + const db = createSearchDB(); + insertDoc(db, { + type: "graypaper_section", + title: "Accumulate", + content: "The accumulate function processes work results.", + }); + const { client } = await connectClient(db); + + const result = await client.callTool({ + name: "search_all", + arguments: { query: "accumulate" }, + }); + + expect(result.isError).toBeFalsy(); + const content = result.content as Array<{ type: string; text: string }>; + expect(content[0].type).toBe("text"); + const parsed = JSON.parse(content[0].text) as Array<{ id: string }>; + expect(Array.isArray(parsed)).toBe(true); + expect(parsed.length).toBeGreaterThan(0); + expect(typeof parsed[0].id).toBe("string"); + }); + + it("calls get_full_document and returns the doc body", async () => { + const db = createSearchDB(); + const id = insertDoc(db, { + type: "graypaper_section", + title: "Accumulate", + content: "Full body of the accumulate section...", + }); + const { client } = await connectClient(db); + + const result = await client.callTool({ + name: "get_full_document", + arguments: { id }, + }); + + expect(result.isError).toBeFalsy(); + const content = result.content as Array<{ type: string; text: string }>; + const parsed = JSON.parse(content[0].text) as { + id: string; + content: string; + }; + expect(parsed.id).toBe(id); + expect(parsed.content).toContain("Full body of the accumulate section"); + }); + + it("returns isError for get_full_document with an unknown id", async () => { + const { client } = await connectClient(); + const result = await client.callTool({ + name: "get_full_document", + arguments: { id: "does-not-exist" }, + }); + expect(result.isError).toBe(true); + }); +}); diff --git a/backend/src/api.ts b/backend/src/api.ts index ce17d37af..0d1b77c37 100644 --- a/backend/src/api.ts +++ b/backend/src/api.ts @@ -19,6 +19,7 @@ import { import { searchPages, searchPagesRequestSchema } from "./api/searchPages.js"; import { embeddingCache } from "./cache/embeddingCache.js"; import type { SearchDB } from "./data/searchIndex.js"; +import { createMcpHandler } from "./mcp/handler.js"; const isDevelopment = process.env.NODE_ENV === "development"; @@ -28,14 +29,18 @@ export function createApp(db: SearchDB, dataDir: string) { // Middleware app.use(logger()); - app.use( - cors({ - origin: isDevelopment - ? (origin) => - /^https?:\/\/localhost(:\d+)?$/.test(origin) ? origin : null - : "*", - }) - ); + // CORS is only relevant for browser-origin callers; /mcp is server-to-server + // and must not advertise any allowed origin. Skip the middleware for it. + const corsMiddleware = cors({ + origin: isDevelopment + ? (origin) => + /^https?:\/\/localhost(:\d+)?$/.test(origin) ? origin : null + : "*", + }); + app.use(async (c, next) => { + if (c.req.path === "/mcp") return next(); + return corsMiddleware(c, next); + }); // Health check endpoint app.get("/health", (c) => { @@ -80,5 +85,9 @@ export function createApp(db: SearchDB, dataDir: string) { app.post("/ask", handleAsk(db, dataDir)); + // MCP (Model Context Protocol): stateless Streamable HTTP endpoint exposing + // the same two tools the /ask agent uses (search_all + get_full_document). + app.all("/mcp", createMcpHandler(db, dataDir)); + return app; } diff --git a/backend/src/ask/tools.ts b/backend/src/ask/tools.ts index f91ae6977..d9957b236 100644 --- a/backend/src/ask/tools.ts +++ b/backend/src/ask/tools.ts @@ -1,5 +1,6 @@ import { getByID } from "@orama/orama"; import OpenAI from "openai"; +import { z } from "zod"; import * as matrix from "../../../shared/matrix.js"; import { searchDiscords } from "../api/searchDiscords.js"; import { searchGraypaper } from "../api/searchGraypapers.js"; @@ -82,13 +83,19 @@ function truncate(text: string, max = 500): string { export async function executeSearchAll( args: { query: string; limit?: number }, db: SearchDB, - dataDir: string + dataDir: string, + options: { useEmbeddings?: boolean } = {} ): Promise { const limit = args.limit ?? 10; // Attempt to compute a query embedding for hybrid (text + vector) search. // Falls back to fulltext-only if the API key is absent or the call fails. - const embedding = await computeQueryEmbedding(args.query); + // MCP callers pass useEmbeddings: false to avoid spending the server's + // OpenAI quota on anonymous traffic. + const embedding = + options.useEmbeddings === false + ? null + : await computeQueryEmbedding(args.query); const embeddingKey = embedding ? embeddingCache.store(embedding) : ""; const [pages, discord, matrixRes, graypaper] = await Promise.all([ @@ -230,51 +237,48 @@ export async function executeGetFullDocument( } /** - * Tool definitions in OpenAI chat-completions tool format. OpenRouter accepts - * these unchanged. Only two tools: unified search + full-doc fetch. + * Single source of truth for the two tools exposed by both /ask (OpenAI + * tool-call format) and /mcp (MCP tools/list format). Each surface derives its + * wire format from these specs. */ -export const TOOL_DEFINITIONS = [ +export const TOOL_SPECS = [ { - type: "function" as const, - function: { - name: "search_all", - description: - "Search across all indexed knowledge sources (graypaper, discord, matrix, pages). Returns up to `limit` result chunks with a stable `id`, a `sourceType`, and a short preview of the content. Use this first to discover relevant material; follow up with get_full_document if a preview is insufficient.", - parameters: { - type: "object", - properties: { - query: { - type: "string", - description: "Natural-language or keyword query.", - }, - limit: { - type: "integer", - minimum: 1, - maximum: 20, - default: 10, - description: "Max results per source (so up to 4 × limit total).", - }, - }, - required: ["query"], - }, - }, + name: "search_all", + description: + "Search across all indexed knowledge sources (graypaper, discord, matrix, pages). Returns up to `limit` result chunks with a stable `id`, a `sourceType`, and a short preview of the content. Use this first to discover relevant material; follow up with get_full_document if a preview is insufficient.", + schema: z.object({ + query: z.string().describe("Natural-language or keyword query."), + // `.optional()` after `.default()` keeps limit out of JSON-schema + // `required`, so strict clients don't have to pass a tunable. + limit: z + .number() + .int() + .min(1) + .max(20) + .default(10) + .optional() + .describe("Max results per source (so up to 4 × limit total)."), + }), }, { - type: "function" as const, - function: { - name: "get_full_document", - description: - "Fetch the full markdown of a single document by the `id` returned from search_all. Use when a search preview is insufficient to answer the question.", - parameters: { - type: "object", - properties: { - id: { - type: "string", - description: "The `id` from a search_all result.", - }, - }, - required: ["id"], - }, - }, + name: "get_full_document", + description: + "Fetch the full markdown of a single document by the `id` returned from search_all. Use when a search preview is insufficient to answer the question.", + schema: z.object({ + id: z.string().describe("The `id` from a search_all result."), + }), }, -]; +] as const; + +/** + * OpenAI chat-completions tool format, used by the /ask agent loop. + * OpenRouter accepts this unchanged. + */ +export const TOOL_DEFINITIONS = TOOL_SPECS.map((spec) => ({ + type: "function" as const, + function: { + name: spec.name, + description: spec.description, + parameters: z.toJSONSchema(spec.schema), + }, +})); diff --git a/backend/src/mcp/handler.ts b/backend/src/mcp/handler.ts new file mode 100644 index 000000000..48eaebcb9 --- /dev/null +++ b/backend/src/mcp/handler.ts @@ -0,0 +1,30 @@ +// Stateless Streamable HTTP MCP endpoint. Every request gets a fresh +// Server + Transport pair — no session map, no module-level state. +import { WebStandardStreamableHTTPServerTransport } from "@modelcontextprotocol/sdk/server/webStandardStreamableHttp.js"; +import type { Context } from "hono"; +import type { SearchDB } from "../data/searchIndex.js"; +import { createMcpServer } from "./server.js"; + +export function createMcpHandler(db: SearchDB, dataDir: string) { + return async (c: Context): Promise => { + const transport = new WebStandardStreamableHTTPServerTransport(); + const server = createMcpServer(db, dataDir); + try { + await server.connect(transport); + return await transport.handleRequest(c.req.raw); + } catch (error) { + console.error("MCP request failed:", error); + return c.json( + { + jsonrpc: "2.0", + error: { + code: -32603, + message: "Internal server error", + }, + id: null, + }, + 500 + ); + } + }; +} diff --git a/backend/src/mcp/server.ts b/backend/src/mcp/server.ts new file mode 100644 index 000000000..41823e958 --- /dev/null +++ b/backend/src/mcp/server.ts @@ -0,0 +1,109 @@ +// MCP server exposing the same two tools as the /ask agent. Tool specs and +// implementations are sourced from ../ask/tools.ts so both surfaces stay in +// sync. MCP explicitly disables embeddings to keep the server's OpenAI quota +// off the anonymous path. +import { Server } from "@modelcontextprotocol/sdk/server/index.js"; +import { + CallToolRequestSchema, + ListToolsRequestSchema, +} from "@modelcontextprotocol/sdk/types.js"; +import { z } from "zod"; + +import { + executeGetFullDocument, + executeSearchAll, + TOOL_SPECS, +} from "../ask/tools.js"; +import type { SearchDB } from "../data/searchIndex.js"; + +const MCP_TOOLS = TOOL_SPECS.map((spec) => ({ + name: spec.name, + description: spec.description, + inputSchema: z.toJSONSchema(spec.schema), +})); + +function specFor(name: string) { + return TOOL_SPECS.find((spec) => spec.name === name); +} + +export function createMcpServer(db: SearchDB, dataDir: string): Server { + const server = new Server( + { + name: "jam-search", + version: "1.0.0", + }, + { + capabilities: { + tools: {}, + }, + } + ); + + server.setRequestHandler(ListToolsRequestSchema, async () => { + return { tools: MCP_TOOLS }; + }); + + server.setRequestHandler(CallToolRequestSchema, async (request) => { + const { name, arguments: args } = request.params; + + try { + switch (name) { + case "search_all": { + const spec = specFor("search_all"); + if (!spec) throw new Error("search_all spec missing"); + const parsed = spec.schema.parse(args) as { + query: string; + limit?: number; + }; + const results = await executeSearchAll(parsed, db, dataDir, { + useEmbeddings: false, + }); + return { + content: [{ type: "text", text: JSON.stringify(results, null, 2) }], + }; + } + case "get_full_document": { + const spec = specFor("get_full_document"); + if (!spec) throw new Error("get_full_document spec missing"); + const parsed = spec.schema.parse(args) as { id: string }; + const doc = await executeGetFullDocument(parsed, db); + if (!doc) { + return { + content: [ + { type: "text", text: `Document not found: ${parsed.id}` }, + ], + isError: true, + }; + } + return { + content: [{ type: "text", text: JSON.stringify(doc, null, 2) }], + }; + } + default: + return { + content: [{ type: "text", text: `Unknown tool: ${name}` }], + isError: true, + }; + } + } catch (error) { + // Zod validation errors describe the caller's own input and are safe + // (and useful) to surface. Anything else might contain internal detail + // like file paths or DB errors — log server-side, return generic text. + if (error instanceof z.ZodError) { + return { + content: [ + { type: "text", text: `Invalid arguments: ${error.message}` }, + ], + isError: true, + }; + } + console.error("MCP tool execution failed:", error); + return { + content: [{ type: "text", text: "Tool execution failed" }], + isError: true, + }; + } + }); + + return server; +} diff --git a/package-lock.json b/package-lock.json index a5c6409df..628bf1c18 100644 --- a/package-lock.json +++ b/package-lock.json @@ -25,6 +25,7 @@ "version": "1.0.0", "dependencies": { "@hono/node-server": "^1.19.13", + "@modelcontextprotocol/sdk": "^1.29.0", "@octokit/rest": "^22.0.1", "@orama/orama": "^3.1.18", "cheerio": "^1.2.0", @@ -1755,6 +1756,46 @@ "integrity": "sha512-Y28PR25bHXUg88kCV7nivXrP2Nj2RueZ3/l/jdx6J9f8J4nsEGcgX0Qe6lt7Pa+J79+kPiJU3LguR6O/6zrLOw==", "license": "BSD-2-Clause" }, + 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"optional": false + } + } + }, "node_modules/@napi-rs/wasm-runtime": { "version": "1.1.4", "resolved": "https://registry.npmjs.org/@napi-rs/wasm-runtime/-/wasm-runtime-1.1.4.tgz", @@ -4473,6 +4514,19 @@ "npm": ">=7.0.0" } }, + "node_modules/accepts": { + "version": "2.0.0", + "resolved": "https://registry.npmjs.org/accepts/-/accepts-2.0.0.tgz", + "integrity": "sha512-5cvg6CtKwfgdmVqY1WIiXKc3Q1bkRqGLi+2W/6ao+6Y7gu/RCwRuAhGEzh5B4KlszSuTLgZYuqFqo5bImjNKng==", + "license": "MIT", + "dependencies": { + "mime-types": "^3.0.0", + "negotiator": "^1.0.0" + }, + "engines": { + "node": ">= 0.6" + } + }, "node_modules/acorn": { "version": "8.16.0", "resolved": "https://registry.npmjs.org/acorn/-/acorn-8.16.0.tgz", @@ -4512,6 +4566,23 @@ "url": "https://github.com/sponsors/epoberezkin" } }, + "node_modules/ajv-formats": { + "version": "3.0.1", + "resolved": "https://registry.npmjs.org/ajv-formats/-/ajv-formats-3.0.1.tgz", + "integrity": 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