From 4319a0d04f386a533c223c3e4dbb625f5588d52c Mon Sep 17 00:00:00 2001 From: Hasnain Khatri Date: Wed, 15 Jul 2026 15:23:06 +0500 Subject: [PATCH 1/2] feat: add Slack and Discord Moss Q&A demo --- .../slack-discord-qa/.env.example | 15 + .../slack-discord-qa/.gitignore | 4 + .../slack-discord-qa/README.md | 69 + .../moss_slack_discord/__init__.py | 1 + .../moss_slack_discord/adapters.py | 93 ++ .../moss_slack_discord/app.py | 123 ++ .../moss_slack_discord/qa_engine.py | 73 + .../slack-discord-qa/pyproject.toml | 29 + .../slack-discord-qa/tests/test_adapters.py | 26 + .../slack-discord-qa/tests/test_qa_engine.py | 76 ++ .../community-demos/slack-discord-qa/uv.lock | 1204 +++++++++++++++++ 11 files changed, 1713 insertions(+) create mode 100644 moss-live-labs/community-demos/slack-discord-qa/.env.example create mode 100644 moss-live-labs/community-demos/slack-discord-qa/.gitignore create mode 100644 moss-live-labs/community-demos/slack-discord-qa/README.md create mode 100644 moss-live-labs/community-demos/slack-discord-qa/moss_slack_discord/__init__.py create mode 100644 moss-live-labs/community-demos/slack-discord-qa/moss_slack_discord/adapters.py create mode 100644 moss-live-labs/community-demos/slack-discord-qa/moss_slack_discord/app.py create mode 100644 moss-live-labs/community-demos/slack-discord-qa/moss_slack_discord/qa_engine.py create mode 100644 moss-live-labs/community-demos/slack-discord-qa/pyproject.toml create mode 100644 moss-live-labs/community-demos/slack-discord-qa/tests/test_adapters.py create mode 100644 moss-live-labs/community-demos/slack-discord-qa/tests/test_qa_engine.py create mode 100644 moss-live-labs/community-demos/slack-discord-qa/uv.lock diff --git a/moss-live-labs/community-demos/slack-discord-qa/.env.example b/moss-live-labs/community-demos/slack-discord-qa/.env.example new file mode 100644 index 00000000..f88ff256 --- /dev/null +++ b/moss-live-labs/community-demos/slack-discord-qa/.env.example @@ -0,0 +1,15 @@ +MOSS_PROJECT_ID=your_moss_project_id +MOSS_PROJECT_KEY=your_moss_project_key +MOSS_INDEX_NAME=workspace-knowledge +MOSS_TOP_K=5 + +OPENAI_API_KEY=your_openai_api_key +OPENAI_MODEL=gpt-4o-mini + +# Slack Socket Mode +SLACK_BOT_TOKEN=xoxb-your-slack-bot-token +SLACK_APP_TOKEN=xapp-your-slack-app-token + +# Discord +DISCORD_TOKEN=your_discord_bot-token +DISCORD_PREFIX=!ask diff --git a/moss-live-labs/community-demos/slack-discord-qa/.gitignore b/moss-live-labs/community-demos/slack-discord-qa/.gitignore new file mode 100644 index 00000000..762b8d72 --- /dev/null +++ b/moss-live-labs/community-demos/slack-discord-qa/.gitignore @@ -0,0 +1,4 @@ +.env +.venv/ +__pycache__/ +.pytest_cache/ diff --git a/moss-live-labs/community-demos/slack-discord-qa/README.md b/moss-live-labs/community-demos/slack-discord-qa/README.md new file mode 100644 index 00000000..c0251638 --- /dev/null +++ b/moss-live-labs/community-demos/slack-discord-qa/README.md @@ -0,0 +1,69 @@ +# Slack / Discord Q&A bot with Moss + +This community demo uses a Moss index containing workspace messages and documents, then answers questions in Slack or Discord using the same retrieval-and-answering pipeline. + +The adapters are intentionally thin: + +- Slack uses Socket Mode and answers `@mentions` in the originating thread. +- Discord answers `!ask ...` messages or direct bot mentions. +- Moss supplies the relevant workspace context, and an OpenAI-compatible chat model turns that context into a concise answer. + +## Setup + +1. Create a virtual environment and install the demo: + + ```bash + uv sync --extra dev + ``` + +2. Copy `.env.example` to `.env` and fill in your Moss and OpenAI credentials. + +3. Create or load an index named by `MOSS_INDEX_NAME` using the [Moss retrieval workflow](https://docs.moss.dev/docs/integrate/retrieval). Add the messages and documents that the bot should be able to answer from. + +4. Configure at least one chat adapter, then start the bot: + + ```bash + uv run moss-slack-discord + ``` + +## Slack configuration + +Create a Slack app with Socket Mode enabled, subscribe to the `app_mention` event, and grant the bot permission to read and write messages. Set both `SLACK_BOT_TOKEN` and `SLACK_APP_TOKEN` in `.env`. + +Mention the bot in a channel: + +```text +@Workspace Bot What is our refund policy? +``` + +The answer is posted as a reply in that thread. + +## Discord configuration + +Create a Discord bot, enable the **Message Content Intent**, and invite it to a server with permission to read and send messages. Set `DISCORD_TOKEN` in `.env`. + +Ask a question with the configured prefix or by mentioning the bot: + +```text +!ask Where is the onboarding guide? +@Workspace Bot How do I request access? +``` + +## Tests + +The tests cover adapter message extraction and the shared answer engine without requiring chat-platform, Moss, or LLM credentials: + +```bash +uv run pytest +``` + +## Environment variables + +| Variable | Purpose | +| --- | --- | +| `MOSS_PROJECT_ID` / `MOSS_PROJECT_KEY` | Moss Cloud credentials | +| `MOSS_INDEX_NAME` | Workspace index to load | +| `MOSS_TOP_K` | Number of Moss results passed to the answerer | +| `OPENAI_API_KEY` / `OPENAI_MODEL` | Answer-generation model configuration | +| `SLACK_BOT_TOKEN` / `SLACK_APP_TOKEN` | Optional Slack Socket Mode adapter | +| `DISCORD_TOKEN` / `DISCORD_PREFIX` | Optional Discord adapter and command prefix | diff --git a/moss-live-labs/community-demos/slack-discord-qa/moss_slack_discord/__init__.py b/moss-live-labs/community-demos/slack-discord-qa/moss_slack_discord/__init__.py new file mode 100644 index 00000000..5886d058 --- /dev/null +++ b/moss-live-labs/community-demos/slack-discord-qa/moss_slack_discord/__init__.py @@ -0,0 +1 @@ +"""Slack and Discord Q&A demo backed by Moss retrieval.""" diff --git a/moss-live-labs/community-demos/slack-discord-qa/moss_slack_discord/adapters.py b/moss-live-labs/community-demos/slack-discord-qa/moss_slack_discord/adapters.py new file mode 100644 index 00000000..02e1c649 --- /dev/null +++ b/moss-live-labs/community-demos/slack-discord-qa/moss_slack_discord/adapters.py @@ -0,0 +1,93 @@ +"""Slack and Discord event adapters for the shared Q&A engine.""" + +from __future__ import annotations + +import re + +from .qa_engine import AnswerEngine + + +def extract_slack_question(text: str) -> str: + """Remove Slack user mentions from an app mention event.""" + return re.sub(r"<@[^>]+>", "", text).strip() + + +def extract_discord_question( + content: str, bot_user_id: int | None, prefix: str +) -> str | None: + """Return a question only when a Discord message mentions the bot or uses the prefix.""" + question = content.strip() + prefix_lower = prefix.lower() + if question.lower().startswith(prefix_lower): + return question[len(prefix) :].strip() + + if bot_user_id is None: + return None + + mention_patterns = (f"<@{bot_user_id}>", f"<@!{bot_user_id}>") + for mention in mention_patterns: + if mention in question: + return question.replace(mention, "", 1).strip() + return None + + +async def run_slack(engine: AnswerEngine, bot_token: str, app_token: str) -> None: + """Run a Slack Socket Mode adapter that answers app mentions in threads.""" + from slack_bolt.adapter.socket_mode.aiohttp import AsyncSocketModeHandler + from slack_bolt.async_app import AsyncApp + + app = AsyncApp(token=bot_token) + + @app.event("app_mention") + async def handle_app_mention(body, say, logger) -> None: + event = body.get("event", {}) + question = extract_slack_question(event.get("text", "")) + thread_ts = event.get("thread_ts") or event.get("ts") + if not question: + await say( + "Please include a question after mentioning me.", thread_ts=thread_ts + ) + return + + try: + answer = await engine.answer(question) + except Exception: + logger.exception("Failed to answer Slack question") + answer = "I couldn't answer that right now. Please try again." + await say(answer, thread_ts=thread_ts) + + handler = AsyncSocketModeHandler(app, app_token) + await handler.start_async() + + +async def run_discord(engine: AnswerEngine, token: str, prefix: str) -> None: + """Run a Discord adapter that answers mentions and prefixed questions.""" + import discord + + intents = discord.Intents.default() + intents.message_content = True + client = discord.Client(intents=intents) + + @client.event + async def on_message(message: discord.Message) -> None: + if message.author.bot: + return + + bot_user_id = client.user.id if client.user else None + question = extract_discord_question(message.content, bot_user_id, prefix) + if question is None: + return + if not question: + await message.reply( + "Please include a question after mentioning me.", mention_author=False + ) + return + + async with message.channel.typing(): + try: + answer = await engine.answer(question) + except Exception: + answer = "I couldn't answer that right now. Please try again." + await message.reply(answer, mention_author=False) + + await client.start(token) diff --git a/moss-live-labs/community-demos/slack-discord-qa/moss_slack_discord/app.py b/moss-live-labs/community-demos/slack-discord-qa/moss_slack_discord/app.py new file mode 100644 index 00000000..ed13f834 --- /dev/null +++ b/moss-live-labs/community-demos/slack-discord-qa/moss_slack_discord/app.py @@ -0,0 +1,123 @@ +"""Application wiring for the Slack and Discord Moss Q&A demo.""" + +from __future__ import annotations + +import asyncio +import os +from typing import Any + +from dotenv import load_dotenv + +from .adapters import run_discord, run_slack +from .qa_engine import AnswerEngine, RetrievedDocument + + +def require_env(name: str) -> str: + value = os.getenv(name) + if not value: + raise RuntimeError(f"Missing required environment variable: {name}") + return value + + +class MossRetriever: + """Adapt MossClient.query to the shared Retriever protocol.""" + + def __init__(self, client: Any, index_name: str, query_options_type: Any) -> None: + self.client = client + self.index_name = index_name + self.query_options_type = query_options_type + + async def retrieve(self, question: str, top_k: int) -> list[RetrievedDocument]: + results = await self.client.query( + self.index_name, + question, + self.query_options_type(top_k=top_k), + ) + return [ + RetrievedDocument(text=document.text, score=document.score) + for document in results.docs + if document.text + ] + + +class OpenAIResponder: + """Generate a concise answer from the Moss context using OpenAI's async client.""" + + def __init__(self, client: Any, model: str) -> None: + self.client = client + self.model = model + + async def respond(self, question: str, context: str) -> str: + response = await self.client.chat.completions.create( + model=self.model, + temperature=0.2, + messages=[ + { + "role": "system", + "content": ( + "You answer workspace questions using only the supplied context. " + "If the context does not contain the answer, say that you do not know. " + "Keep the response concise and do not mention the retrieval process." + ), + }, + { + "role": "user", + "content": f"Context:\n{context}\n\nQuestion: {question}", + }, + ], + ) + return response.choices[0].message.content or "" + + +async def build_answer_engine() -> AnswerEngine: + """Load the configured Moss index and create the shared answer engine.""" + from moss import MossClient, QueryOptions + from openai import AsyncOpenAI + + moss_client = MossClient( + require_env("MOSS_PROJECT_ID"), require_env("MOSS_PROJECT_KEY") + ) + index_name = require_env("MOSS_INDEX_NAME") + await moss_client.load_index(index_name) + + return AnswerEngine( + retriever=MossRetriever(moss_client, index_name, QueryOptions), + responder=OpenAIResponder( + AsyncOpenAI(api_key=require_env("OPENAI_API_KEY")), + os.getenv("OPENAI_MODEL", "gpt-4o-mini"), + ), + top_k=int(os.getenv("MOSS_TOP_K", "5")), + ) + + +async def run() -> None: + load_dotenv() + engine = await build_answer_engine() + tasks = [] + + slack_bot_token = os.getenv("SLACK_BOT_TOKEN") + slack_app_token = os.getenv("SLACK_APP_TOKEN") + if slack_bot_token or slack_app_token: + if not slack_bot_token or not slack_app_token: + raise RuntimeError( + "SLACK_BOT_TOKEN and SLACK_APP_TOKEN must be set together" + ) + tasks.append(run_slack(engine, slack_bot_token, slack_app_token)) + + discord_token = os.getenv("DISCORD_TOKEN") + if discord_token: + tasks.append( + run_discord(engine, discord_token, os.getenv("DISCORD_PREFIX", "!ask")) + ) + + if not tasks: + raise RuntimeError("Configure at least one adapter: Slack or Discord") + await asyncio.gather(*tasks) + + +def main() -> None: + asyncio.run(run()) + + +if __name__ == "__main__": + main() diff --git a/moss-live-labs/community-demos/slack-discord-qa/moss_slack_discord/qa_engine.py b/moss-live-labs/community-demos/slack-discord-qa/moss_slack_discord/qa_engine.py new file mode 100644 index 00000000..7eed0fe6 --- /dev/null +++ b/moss-live-labs/community-demos/slack-discord-qa/moss_slack_discord/qa_engine.py @@ -0,0 +1,73 @@ +"""Shared retrieval and answer-generation logic for both chat adapters.""" + +from collections.abc import Sequence +from dataclasses import dataclass +from typing import Protocol + + +NO_RESULTS_MESSAGE = ( + "I couldn't find anything relevant in the workspace knowledge base." +) + + +@dataclass(frozen=True) +class RetrievedDocument: + """The small part of a Moss result needed by the answer engine.""" + + text: str + score: float | None = None + + +class Retriever(Protocol): + async def retrieve( + self, question: str, top_k: int + ) -> Sequence[RetrievedDocument]: ... + + +class Responder(Protocol): + async def respond(self, question: str, context: str) -> str: ... + + +def build_context( + documents: Sequence[RetrievedDocument], max_chars: int = 12_000 +) -> str: + """Format retrieved documents into a bounded context for the LLM.""" + sections: list[str] = [] + remaining = max_chars + + for index, document in enumerate(documents, start=1): + text = document.text.strip() + if not text or remaining <= 0: + continue + + score = f" (score: {document.score:.3f})" if document.score is not None else "" + section = f"[{index}]{score}\n{text}" + section = section[:remaining] + sections.append(section) + remaining -= len(section) + 2 + + return "\n\n".join(sections) + + +@dataclass +class AnswerEngine: + """Answer questions using retrieved Moss documents as the source of truth.""" + + retriever: Retriever + responder: Responder + top_k: int = 5 + + async def answer(self, question: str) -> str: + question = question.strip() + if not question: + return "Please include a question after mentioning me." + + documents = await self.retriever.retrieve(question, self.top_k) + context = build_context(documents) + if not context: + return NO_RESULTS_MESSAGE + + answer = (await self.responder.respond(question, context)).strip() + return ( + answer or "I couldn't generate an answer from the workspace knowledge base." + ) diff --git a/moss-live-labs/community-demos/slack-discord-qa/pyproject.toml b/moss-live-labs/community-demos/slack-discord-qa/pyproject.toml new file mode 100644 index 00000000..3dcd119a --- /dev/null +++ b/moss-live-labs/community-demos/slack-discord-qa/pyproject.toml @@ -0,0 +1,29 @@ +[project] +name = "moss-slack-discord-qa" +version = "0.1.0" +description = "Community demo: answer Slack and Discord questions with Moss retrieval" +readme = "README.md" +requires-python = ">=3.11" +dependencies = [ + "discord.py>=2.5,<3", + "moss>=1.1.1", + "openai>=1.0,<2", + "python-dotenv>=1.0,<2", + "slack-bolt>=1.22,<2", +] + +[project.optional-dependencies] +dev = [ + "pytest>=8,<9", + "pytest-asyncio>=0.24,<1", + "ruff>=0.12,<1", +] + +[project.scripts] +moss-slack-discord = "moss_slack_discord.app:main" + +[tool.pytest.ini_options] +pythonpath = ["."] + +[tool.uv] +package = true diff --git a/moss-live-labs/community-demos/slack-discord-qa/tests/test_adapters.py b/moss-live-labs/community-demos/slack-discord-qa/tests/test_adapters.py new file mode 100644 index 00000000..0ae37dac --- /dev/null +++ b/moss-live-labs/community-demos/slack-discord-qa/tests/test_adapters.py @@ -0,0 +1,26 @@ +from moss_slack_discord.adapters import extract_discord_question, extract_slack_question + + +def test_extracts_slack_question_from_app_mention() -> None: + assert ( + extract_slack_question("<@U123> What is our refund policy?") + == "What is our refund policy?" + ) + + +def test_extracts_discord_question_from_prefix() -> None: + assert ( + extract_discord_question("!ask Where is the onboarding guide?", 42, "!ask") + == "Where is the onboarding guide?" + ) + + +def test_extracts_discord_question_from_mention() -> None: + assert ( + extract_discord_question("<@!42> How do I request access?", 42, "!ask") + == "How do I request access?" + ) + + +def test_ignores_unrelated_discord_message() -> None: + assert extract_discord_question("hello everyone", 42, "!ask") is None diff --git a/moss-live-labs/community-demos/slack-discord-qa/tests/test_qa_engine.py b/moss-live-labs/community-demos/slack-discord-qa/tests/test_qa_engine.py new file mode 100644 index 00000000..b471b305 --- /dev/null +++ b/moss-live-labs/community-demos/slack-discord-qa/tests/test_qa_engine.py @@ -0,0 +1,76 @@ +from dataclasses import dataclass + +import pytest + +from moss_slack_discord.qa_engine import ( + AnswerEngine, + NO_RESULTS_MESSAGE, + RetrievedDocument, + build_context, +) + + +@dataclass +class FakeRetriever: + documents: list[RetrievedDocument] + last_question: str | None = None + last_top_k: int | None = None + + async def retrieve(self, question: str, top_k: int) -> list[RetrievedDocument]: + self.last_question = question + self.last_top_k = top_k + return self.documents + + +@dataclass +class FakeResponder: + answer: str = "The answer is in the workspace." + last_question: str | None = None + last_context: str | None = None + + async def respond(self, question: str, context: str) -> str: + self.last_question = question + self.last_context = context + return self.answer + + +@pytest.mark.asyncio +async def test_answer_uses_retrieved_context() -> None: + retriever = FakeRetriever( + [RetrievedDocument("Refunds take five business days.", 0.92)] + ) + responder = FakeResponder() + engine = AnswerEngine(retriever, responder, top_k=3) + + answer = await engine.answer(" How long do refunds take? 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a/moss-live-labs/community-demos/slack-discord-qa/moss_slack_discord/adapters.py +++ b/moss-live-labs/community-demos/slack-discord-qa/moss_slack_discord/adapters.py @@ -8,8 +8,8 @@ def extract_slack_question(text: str) -> str: - """Remove Slack user mentions from an app mention event.""" - return re.sub(r"<@[^>]+>", "", text).strip() + """Remove the leading bot mention from an app mention event.""" + return re.sub(r"^\s*<@[^>]+>\s*", "", text).strip() def extract_discord_question(