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95 changes: 95 additions & 0 deletions README.md
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# Librarian

A local AI research assistant. Ask it questions; it searches the web and academic papers, reasons over the results, and gives you a cited answer.

## Features

- **Agentic research** — routes queries to a research agent that searches, reads, and synthesizes sources before answering
- **Web + paper search** — searches the web via [Serper](https://serper.dev) and academic papers via Semantic Scholar
- **Cited answers** — every answer includes references to the sources used
- **Bookmark groups** — pin specific sites so the agent always searches them
- **Conversation memory** — follow-up questions build on previous answers within a session
- **Configurable thinking effort** — tune how deeply the model reasons per query
- **Local LLM** — powered by [vLLM](https://github.com/vllm-project/vllm); your data stays on your machine

## Architecture

```mermaid
graph LR
Browser -->|chat UI| Frontend["Frontend\n(Fresh / Deno)"]
Frontend -->|SSE stream| Backend["Backend\n(Python / FastAPI)"]
Backend --> Router["Router"]
Router --> Research["Research Agent"]
Router --> Coder["Coder Agent"]
Research -->|web search| Serper
Research -->|paper search| SemanticScholar["Semantic Scholar"]
Research -->|fetch URLs| Web
Backend --> vLLM["vLLM\n(local LLM)"]
```

## Prerequisites

| Tool | Purpose |
|------|---------|
| [Deno](https://deno.com) v2+ | Launcher and frontend |
| [Python](https://python.org) 3.12+ + [uv](https://docs.astral.sh/uv/) | Backend |
| [vLLM](https://github.com/vllm-project/vllm) >= 0.13 | LLM inference — **you must start this yourself** |
| [Serper](https://serper.dev) API key | Web search |

## Quick Start

**1. Start vLLM**

Librarian requires vLLM >= 0.13 started **without a reasoning parser**:

```sh
vllm serve $VLLM_MODEL_NAME \
--api-key $VLLM_API_KEY \
--enable-auto-tool-choice \
--tool-call-parser hermes \
--gpu-memory-utilization 0.92 \
--max-model-len auto
```

> Hermes-format tool calling is required. The `--tool-call-parser` flag must be set, but `--reasoning-parser` must **not** be set.

**2. Set environment variables**

Create a `.env` file:

```sh
VLLM_BASE_URL=http://localhost:8000/v1
VLLM_API_KEY=your-vllm-key
VLLM_MODEL_NAME=your-model-name
SERPER_API_TOKEN=your-serper-key
```

**3. Clone and launch**

```sh
git clone https://github.com/g-eoj/librarian.git && cd librarian
source .env && deno task start
```

Open http://localhost:8080 in your browser.

## Configuration

Port numbers are saved to `librarian.config.json` on first run. To change them, delete the file and re-run `deno task start`.

| Service | Default port |
|---------|-------------|
| Frontend | 8080 |
| Backend | 8001 |

## Development

See [`api/`](api/) and [`web/`](web/) for backend and frontend developer docs.

```sh
deno task dev:web # Frontend dev server with hot reload
```

## License

Apache 2.0 — see [LICENSE](LICENSE).
7 changes: 7 additions & 0 deletions deno.json
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{
"tasks": {
"start": "deno run -A launcher.ts",
"dev:web": "cd web && deno task dev",
"build:web": "cd web && deno task build"
}
}
17 changes: 17 additions & 0 deletions deno.lock

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261 changes: 261 additions & 0 deletions launcher.ts
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/**
* Librarian Launcher
* Orchestrates: Python backend, Fresh frontend
*/

const ROOT_DIR = new URL(".", import.meta.url).pathname;
const API_DIR = `${ROOT_DIR}api`;
const WEB_DIR = `${ROOT_DIR}web`;

// Env vars, shared with the front/backend services
const ENV_SCHEMA_PATH = `${ROOT_DIR}env.schema.json`;

interface EnvVarDef {
default?: string;
description: string;
required: boolean;
link?: string;
}

interface EnvSchema {
env: Record<string, EnvVarDef>;
}

async function loadEnvSchema(): Promise<EnvSchema> {
return JSON.parse(await Deno.readTextFile(ENV_SCHEMA_PATH));
}

function validateEnv(schema: EnvSchema): void {
const missing = Object.entries(schema.env)
.filter(([name, def]) => def.required && !Deno.env.get(name))
.map(([name]) => name);

if (missing.length > 0) {
console.error(
`Missing required environment variables:\n ${missing.join("\n ")}`,
);
console.error("\nSet them in your shell or a .env file and retry.");
Deno.exit(1);
}
}

// Services config
const CONFIG_PATH = `${ROOT_DIR}librarian.config.json`;

interface Config {
ports: {
backend: number;
frontend: number;
};
}

const DEFAULT_CONFIG: Config = {
ports: {
backend: 8001,
frontend: 8080,
},
};

async function loadConfig(): Promise<Config | null> {
let text: string;
try {
text = await Deno.readTextFile(CONFIG_PATH);
} catch {
return null; // file not found — use defaults
}
const parsed = JSON.parse(text); // parse errors bubble up
return { ports: { ...DEFAULT_CONFIG.ports, ...(parsed.ports ?? {}) } };
}

// Service utilities
interface ProcessHandle {
name: string;
process: Deno.ChildProcess;
}

const processes: ProcessHandle[] = [];

function startBackend(port: number): Deno.ChildProcess {
console.log(`\nStarting backend on port ${port}...`);
const cmd = new Deno.Command("uv", {
args: ["run", "python", "-m", "librarian.server", "--port", String(port)],
cwd: API_DIR,
stdout: "piped",
stderr: "piped",
});
return cmd.spawn();
}

function startFrontend(
port: number,
backendPort: number,
): Deno.ChildProcess {
console.log(`Starting frontend on port ${port}...`);
const cmd = new Deno.Command("deno", {
args: ["run", "-A", "npm:vite", "--port", String(port)],
cwd: WEB_DIR,
stdout: "piped",
stderr: "piped",
env: {
...Deno.env.toObject(),
BACKEND_URL: `http://localhost:${backendPort}`,
},
});
return cmd.spawn();
}

async function isPortInUse(port: number): Promise<boolean> {
try {
const conn = await Deno.connect({ port, hostname: "127.0.0.1" });
conn.close();
return true;
} catch {
return false;
}
}

async function waitForPort(port: number, timeoutMs = 15000): Promise<boolean> {
const deadline = Date.now() + timeoutMs;
while (Date.now() < deadline) {
if (await isPortInUse(port)) return true;
await new Promise((r) => setTimeout(r, 500));
}
return false;
}

async function waitForBackend(
port: number,
timeoutMs = 60000,
): Promise<boolean> {
const deadline = Date.now() + timeoutMs;
while (Date.now() < deadline) {
try {
const res = await fetch(`http://localhost:${port}/openapi.json`);
if (res.ok) return true;
} catch {
// not ready yet
}
await new Promise((r) => setTimeout(r, 500));
}
return false;
}

function streamOutput(name: string, stream: ReadableStream<Uint8Array>) {
const reader = stream.getReader();
const decoder = new TextDecoder();

(async () => {
try {
while (true) {
const { done, value } = await reader.read();
if (done) break;
const text = decoder.decode(value);
for (const line of text.split("\n").filter((l) => l.trim())) {
console.log(`[${name}] ${line}`);
}
}
} catch {
// Reader errors are non-fatal (process may have exited)
}
})();
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unhandled promise rejection if reader errors

Suggested change
function streamOutput(name: string, stream: ReadableStream<Uint8Array>) {
const reader = stream.getReader();
const decoder = new TextDecoder();
(async () => {
while (true) {
const { done, value } = await reader.read();
if (done) break;
const text = decoder.decode(value);
for (const line of text.split("\n").filter((l) => l.trim())) {
console.log(`[${name}] ${line}`);
}
}
})();
function streamOutput(name: string, stream: ReadableStream<Uint8Array>) {
const reader = stream.getReader();
const decoder = new TextDecoder();
(async () => {
try {
while (true) {
const { done, value } = await reader.read();
if (done) break;
const text = decoder.decode(value);
for (const line of text.split("\n").filter((l) => l.trim())) {
console.log(`[${name}] ${line}`);
}
}
} catch (error) {
// Reader errors are non-fatal (process may have exited)
}
})();
}

}

async function shutdown() {
console.log("\nShutting down...");

for (const { name, process } of processes) {
console.log(`Stopping ${name}...`);
try {
process.kill("SIGTERM");
} catch {
// process may already be dead
}
}

// Wait up to 5 seconds for graceful shutdown, then force kill
const timeout = setTimeout(() => {
console.log("Force killing remaining processes...");
for (const { process } of processes) {
try {
process.kill("SIGKILL");
} catch {
// ignore
}
}
}, 5000);

await Promise.all(
processes.map(({ process }) => process.status.catch(() => {})),
);
clearTimeout(timeout);
}

async function main() {
console.log("=== Librarian ===\n");
console.log("Press Ctrl+C to stop.\n");

const schema = await loadEnvSchema();
validateEnv(schema);

const handleSignal = async () => {
await shutdown();
Deno.exit(0);
};
Deno.addSignalListener("SIGINT", handleSignal);
Deno.addSignalListener("SIGTERM", handleSignal);

const config = await loadConfig() ?? DEFAULT_CONFIG;
const frontendPort = config.ports.frontend;
const backendPort = config.ports.backend;

if (await isPortInUse(frontendPort)) {
console.error(
`Port ${frontendPort} is already in use. Stop the existing process and retry.`,
);
Deno.exit(1);
}
const frontend = startFrontend(frontendPort, backendPort);
processes.push({ name: "frontend", process: frontend });
streamOutput("frontend", frontend.stdout);
streamOutput("frontend", frontend.stderr);

if (!await waitForPort(frontendPort)) {
console.error("Frontend failed to start within 15 seconds.");
await shutdown();
Deno.exit(1);
}

if (await isPortInUse(backendPort)) {
console.error(
`Port ${backendPort} is already in use. Stop the existing process and retry.`,
);
await shutdown();
Deno.exit(1);
}
const backend = startBackend(backendPort);
processes.push({ name: "backend", process: backend });
streamOutput("backend", backend.stdout);
streamOutput("backend", backend.stderr);

if (!await waitForBackend(backendPort)) {
console.error(
"Backend failed to start within 60 seconds. Check [backend] logs above.",
);
await shutdown();
Deno.exit(1);
}

// Wait for any process to exit, then shut down all others
const { handle, status } = await Promise.race(
processes.map(async (p) => ({ handle: p, status: await p.process.status })),
);
if (!status.success) {
console.error(
`\n[${handle.name}] exited unexpectedly (code ${status.code}) — check logs above`,
);
}
await shutdown();
Deno.exit(status.success ? 0 : 1);
}

main();