diff --git a/apps/vapi-moss/README.md b/apps/vapi-moss/README.md new file mode 100644 index 00000000..5149cf91 --- /dev/null +++ b/apps/vapi-moss/README.md @@ -0,0 +1,92 @@ +# VAPI + Moss: Custom Tool Webhook Server + +A webhook server that connects [VAPI](https://vapi.ai/) voice agents to [Moss](https://www.moss.dev/) semantic search via a Custom Tool. The LLM decides when to search and refines the query before sending it, resulting in better retrieval quality. + +## Architecture + +``` +User speaks → VAPI STT → LLM refines query → tool-calls request → This server → Moss query (sub-10ms) → Results returned → LLM synthesizes answer → TTS +``` + +## Prerequisites + +- [uv](https://docs.astral.sh/uv/getting-started/installation/) +- [ngrok](https://ngrok.com/) (for exposing localhost to VAPI) +- API keys: + - [Moss](https://portal.usemoss.dev) — semantic retrieval + - [VAPI](https://vapi.ai/) — voice agent platform + +## Quick Start + +1. **Configure environment:** + + ```bash + cp env.example .env + # Edit .env and fill in your Moss credentials + ``` + +2. **Start the server:** + + ```bash + uv run uvicorn server:app --port 3001 + ``` + +4. **Expose with ngrok** (separate terminal): + + ```bash + ngrok http 3001 + ``` + +5. **Create a VAPI assistant with the Moss tool:** + + ```bash + curl -X POST https://api.vapi.ai/assistant \ + -H "Authorization: Bearer $VAPI_API_KEY" \ + -H "Content-Type: application/json" \ + -d '{ + "name": "Moss Support Agent", + "model": { + "provider": "openai", + "model": "gpt-4o", + "messages": [ + { + "role": "system", + "content": "You are a helpful customer support agent. Use the search_knowledge tool to look up answers before responding." + } + ], + "tools": [ + { + "type": "function", + "function": { + "name": "search_knowledge", + "description": "Search the knowledge base for relevant information. Refine the user question into a clear search query.", + "parameters": { + "type": "object", + "properties": { + "query": { + "type": "string", + "description": "The search query to find relevant knowledge base articles" + } + }, + "required": ["query"] + } + }, + "server": { + "url": "https://YOUR_NGROK_URL/tool/search" + } + } + ] + } + }' + ``` + +6. **Test it** — call the assistant via VAPI dashboard or API. + +## Configuration + +| Variable | Default | Description | +|----------|---------|-------------| +| `MOSS_PROJECT_ID` | — | Moss project ID | +| `MOSS_PROJECT_KEY` | — | Moss project key | +| `MOSS_INDEX_NAME` | — | Moss index to query | +| `VAPI_WEBHOOK_SECRET` | — | Webhook secret for signature verification (leave empty to disable) | diff --git a/apps/vapi-moss/env.example b/apps/vapi-moss/env.example new file mode 100644 index 00000000..6ee18128 --- /dev/null +++ b/apps/vapi-moss/env.example @@ -0,0 +1,8 @@ +# Moss — portal.usemoss.dev +MOSS_PROJECT_ID=your_moss_project_id +MOSS_PROJECT_KEY=your_moss_project_key +MOSS_INDEX_NAME=product-knowledge + +# VAPI Webhook Secret — set when creating the Custom Knowledge Base via API +# Leave empty to disable signature verification (development only) +VAPI_WEBHOOK_SECRET=your_webhook_secret diff --git a/apps/vapi-moss/pyproject.toml b/apps/vapi-moss/pyproject.toml new file mode 100644 index 00000000..fd2baee2 --- /dev/null +++ b/apps/vapi-moss/pyproject.toml @@ -0,0 +1,26 @@ +[project] +name = "vapi-moss-demo" +version = "0.1.0" +description = "VAPI Custom Knowledge Base webhook server with Moss semantic retrieval" +requires-python = ">=3.10" +dependencies = [ + "vapi-moss>=0.0.1", + "fastapi>=0.100.0", + "uvicorn>=0.20.0", + "python-dotenv>=1.0.0", + "loguru>=0.7.0", +] + +[dependency-groups] +dev = [ + "ruff>=0.1.0", +] + +[tool.uv.sources] +vapi-moss = { path = "../../packages/vapi-moss" } + +[tool.ruff] +line-length = 100 + +[tool.ruff.lint] +select = ["I"] diff --git a/apps/vapi-moss/server.py b/apps/vapi-moss/server.py new file mode 100644 index 00000000..38c4e6f2 --- /dev/null +++ b/apps/vapi-moss/server.py @@ -0,0 +1,127 @@ +"""VAPI Custom Tool webhook server powered by Moss semantic search. + +Preloads a Moss index at startup for sub-10ms retrieval. When the LLM +decides to search, VAPI sends a tool-calls request with the LLM-refined +query; this server queries Moss and returns results. + +Run:: + + uv run uvicorn server:app --port 3001 +""" + +import json +import logging +import os +from contextlib import asynccontextmanager + +from dotenv import load_dotenv +from fastapi import FastAPI, Request +from fastapi.responses import JSONResponse + +from vapi_moss import MossVapiSearch, verify_vapi_signature + +load_dotenv(override=True) + +logging.basicConfig( + level=logging.INFO, + format="[%(asctime)s] %(levelname)s %(name)s: %(message)s", +) +logger = logging.getLogger("vapi_moss_server") + +# --- Configuration --- + +MOSS_PROJECT_ID = os.getenv("MOSS_PROJECT_ID") +MOSS_PROJECT_KEY = os.getenv("MOSS_PROJECT_KEY") +INDEX_NAME = os.getenv("MOSS_INDEX_NAME") +WEBHOOK_SECRET = os.getenv("VAPI_WEBHOOK_SECRET", "").strip() + +moss_search = MossVapiSearch( + project_id=MOSS_PROJECT_ID, + project_key=MOSS_PROJECT_KEY, + index_name=INDEX_NAME, +) + + +@asynccontextmanager +async def lifespan(app: FastAPI): + """Preload Moss index at startup. Fail closed if it can't load.""" + await moss_search.load_index() + logger.info("Moss index '%s' loaded — server ready", INDEX_NAME) + yield + + +app = FastAPI(lifespan=lifespan) + + +@app.post("/tool/search") +async def tool_search(request: Request): + """Handle VAPI Custom Tool requests. + + VAPI sends: + {"message": {"type": "tool-calls", "toolCallList": [ + {"id": "...", "name": "search_knowledge", "parameters": {"query": "..."}} + ]}} + + We return: + {"results": [{"toolCallId": "...", "result": "..."}]} + """ + raw_body = await request.body() + + # Verify signature if secret is configured + if WEBHOOK_SECRET: + signature = request.headers.get("x-vapi-signature") + if not signature: + return JSONResponse({"results": []}, status_code=401) + if not verify_vapi_signature(raw_body, signature, WEBHOOK_SECRET): + return JSONResponse({"results": []}, status_code=401) + + try: + body = json.loads(raw_body) + except (json.JSONDecodeError, ValueError): + return JSONResponse({"results": []}, status_code=400) + + message = body.get("message", {}) + + if message.get("type") != "tool-calls": + return JSONResponse({"results": []}, status_code=400) + + # Process each tool call + results = [] + for tool_call in message.get("toolCallList", []): + call_id = tool_call.get("id", "") + function = tool_call.get("function", {}) + params = function.get("arguments", {}) or tool_call.get("parameters", {}) + if isinstance(params, str): + try: + params = json.loads(params) + except (json.JSONDecodeError, ValueError): + params = {} + if not isinstance(params, dict): + params = {} + query = (params.get("query") or "").strip() + + if not query: + results.append({"toolCallId": call_id, "result": "No query provided."}) + continue + + try: + search_result = await moss_search.search(query) + logger.info( + "Query: %r — %d docs in %sms", + query, + len(search_result.documents), + search_result.time_taken_ms, + ) + + # Format results as text for the LLM + lines = [] + for i, doc in 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+Redistribution and use in source and binary forms, with or without +modification, are permitted provided that the following conditions are met: + +1. Redistributions of source code must retain the above copyright notice, this + list of conditions and the following disclaimer. + +2. Redistributions in binary form must reproduce the above copyright notice, + this list of conditions and the following disclaimer in the documentation + and/or other materials provided with the distribution. + +THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS" +AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE +IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE +DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS BE LIABLE +FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL +DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR +SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER +CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, +OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE +OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE. diff --git a/packages/vapi-moss/README.md b/packages/vapi-moss/README.md new file mode 100644 index 00000000..271ac165 --- /dev/null +++ b/packages/vapi-moss/README.md @@ -0,0 +1,42 @@ +# vapi-moss + +Moss semantic search integration for [VAPI](https://vapi.ai/) Custom Knowledge Base webhooks. + +Provides `MossVapiSearch` — a framework-agnostic adapter that queries a preloaded Moss index and returns documents in VAPI's expected `{"content", "similarity"}` shape. Also includes `verify_vapi_signature` for webhook HMAC-SHA256 verification. + +## Installation + +```bash +pip install vapi-moss +``` + +## Quick Start + +```python +from vapi_moss import MossVapiSearch + +search = MossVapiSearch( + project_id="your-id", + project_key="your-key", + index_name="my-faq-index", +) +await search.load_index() + +result = await search.search("How do I return an item?") +print(result.documents) # [{"content": "...", "similarity": 0.92}, ...] +print(result.time_taken_ms) # 3 +``` + +## Signature Verification + +```python +from vapi_moss import verify_vapi_signature + +is_valid = verify_vapi_signature( + raw_body=request_bytes, + signature_header=headers["x-vapi-signature"], + secret="your-webhook-secret", +) +``` + +See [apps/vapi-moss](../../apps/vapi-moss/) for a complete FastAPI server example. diff --git a/packages/vapi-moss/pyproject.toml b/packages/vapi-moss/pyproject.toml new file mode 100644 index 00000000..5c9765c3 --- /dev/null +++ b/packages/vapi-moss/pyproject.toml @@ -0,0 +1,52 @@ +[project] +name = "vapi-moss" +version = "0.0.1" +description = "Moss semantic search integration for VAPI Custom Knowledge Base webhooks" +readme = "README.md" +requires-python = ">=3.10,<3.14" +dependencies = [ + "moss>=1.0.0", +] + +[dependency-groups] +dev = [ + "python-dotenv>=1.2.1", + "ruff>=0.1.0", + "pytest>=8.0", +] + +[tool.ruff] +line-length = 100 +target-version = "py310" + +[tool.ruff.lint] +select = [ + "E", # pycodestyle errors + "W", # pycodestyle warnings + "F", # pyflakes + "I", # isort + "B", # flake8-bugbear + "UP", # pyupgrade + "D", # pydocstyle +] +ignore = [ + "D100", # Missing docstring in public module + "D104", # Missing docstring in public package +] + +[tool.ruff.lint.pydocstyle] +convention = "google" + +[tool.ruff.format] +quote-style = "double" +indent-style = "space" +skip-magic-trailing-comma = false +line-ending = "auto" + +[build-system] +requires = ["setuptools>=61.0"] +build-backend = "setuptools.build_meta" + +[tool.setuptools.packages.find] +where = ["src"] +namespaces = false diff --git a/packages/vapi-moss/src/vapi_moss/__init__.py b/packages/vapi-moss/src/vapi_moss/__init__.py new file mode 100644 index 00000000..f68eddd8 --- /dev/null +++ b/packages/vapi-moss/src/vapi_moss/__init__.py @@ -0,0 +1,17 @@ +"""Moss semantic search integration for VAPI voice agents.""" + +from __future__ import annotations + +from moss import DocumentInfo, MossClient, SearchResult + +from .search import MossVapiSearch, VapiSearchResult +from .signature import verify_vapi_signature + +__all__ = [ + "DocumentInfo", + "MossClient", + "MossVapiSearch", + "SearchResult", + "VapiSearchResult", + "verify_vapi_signature", +] diff --git a/packages/vapi-moss/src/vapi_moss/search.py b/packages/vapi-moss/src/vapi_moss/search.py new file mode 100644 index 00000000..afe3e1a9 --- /dev/null +++ b/packages/vapi-moss/src/vapi_moss/search.py @@ -0,0 +1,129 @@ +# +# Copyright (c) 2025, InferEdge Inc. +# +# SPDX-License-Identifier: BSD 2-Clause License +# + +"""Moss semantic search adapter for VAPI Custom Knowledge Base webhooks.""" + +from __future__ import annotations + +import logging +from collections.abc import Sequence +from dataclasses import dataclass, field +from typing import Any + +from moss import MossClient, QueryOptions + +__all__ = ["MossVapiSearch", "VapiSearchResult"] + +logger = logging.getLogger("vapi_moss") + + +@dataclass +class VapiSearchResult: + """Result from a VAPI-formatted Moss search. + + Attributes: + documents: List of documents in VAPI's expected shape. + time_taken_ms: Moss query latency in milliseconds, if available. + """ + + documents: list[dict[str, Any]] = field(default_factory=list) + time_taken_ms: int | None = None + + +class MossVapiSearch: + """Moss semantic search formatted for VAPI Custom Knowledge Base responses. + + Usage:: + + from vapi_moss import MossVapiSearch + + search = MossVapiSearch( + project_id="...", + project_key="...", + index_name="my-faq-index", + ) + await search.load_index() + + result = await search.search("return policy") + # result.documents -> [{"content": "...", "similarity": 0.92}, ...] + # result.time_taken_ms -> 3 + """ + + def __init__( + self, + *, + project_id: str | None = None, + project_key: str | None = None, + index_name: str, + top_k: int = 5, + alpha: float = 0.8, + ): + """Initialize with Moss credentials and retrieval settings. + + Args: + project_id: Moss project ID. Falls back to ``MOSS_PROJECT_ID`` env var. + project_key: Moss project key. Falls back to ``MOSS_PROJECT_KEY`` env var. + index_name: Name of the Moss index to query. + top_k: Number of results to retrieve per query. + alpha: Blend between semantic (1.0) and keyword (0.0) scoring. + """ + self._client = MossClient(project_id=project_id, project_key=project_key) + self._index_name = index_name + self._top_k = top_k + self._alpha = alpha + self._index_loaded = False + + async def load_index(self) -> None: + """Pre-load the Moss index for fast queries. + + Raises on failure so the caller can fail closed at startup. + """ + logger.info("Loading Moss index '%s'", self._index_name) + await self._client.load_index(self._index_name) + self._index_loaded = True + logger.info("Moss index '%s' ready", self._index_name) + + async def search(self, query: str) -> VapiSearchResult: + """Query the Moss index and return VAPI-formatted documents. + + Args: + query: The search query text. + + Returns: + VapiSearchResult with documents and timing data. + """ + if not self._index_loaded: + raise RuntimeError( + f"Index '{self._index_name}' not loaded. Call await load_index() first." + ) + + result = await self._client.query( + self._index_name, + query, + options=QueryOptions(top_k=self._top_k, alpha=self._alpha), + ) + logger.info( + "Moss query returned %d docs in %sms", + len(result.docs), + result.time_taken_ms, + ) + + return VapiSearchResult( + documents=self._format_results(result.docs), + time_taken_ms=result.time_taken_ms, + ) + + @staticmethod + def _format_results(documents: Sequence[Any]) -> list[dict[str, Any]]: + """Format Moss search results into VAPI's document shape.""" + results = [] + for doc in documents: + entry: dict[str, Any] = {"content": getattr(doc, "text", "") or ""} + score = getattr(doc, "score", None) + if score is not None: + entry["similarity"] = float(score) + results.append(entry) + return results diff --git a/packages/vapi-moss/src/vapi_moss/signature.py b/packages/vapi-moss/src/vapi_moss/signature.py new file mode 100644 index 00000000..ff455933 --- /dev/null +++ b/packages/vapi-moss/src/vapi_moss/signature.py @@ -0,0 +1,44 @@ +# +# Copyright (c) 2025, InferEdge Inc. +# +# SPDX-License-Identifier: BSD 2-Clause License +# + +"""VAPI webhook signature verification.""" + +from __future__ import annotations + +import hmac +import hashlib + +__all__ = ["verify_vapi_signature"] + + +def verify_vapi_signature(raw_body: bytes, signature_header: str, secret: str) -> bool: + """Verify a VAPI webhook signature against raw request bytes. + + VAPI signs webhooks with HMAC-SHA256 and sends the signature in the + ``x-vapi-signature`` header as ``sha256=``. + + This function MUST receive the raw request body bytes, not a re-serialized + dict, because any differences in serialization will break the comparison. + + Args: + raw_body: The raw HTTP request body bytes. + signature_header: The ``x-vapi-signature`` header value. + secret: The webhook secret configured when creating the knowledge base. + + Returns: + True if the signature is valid. + """ + expected = hmac.new(secret.encode(), raw_body, hashlib.sha256).hexdigest() + + normalized = signature_header.strip() + if "=" in normalized: + algorithm, _, provided = normalized.partition("=") + if algorithm.strip().lower() != "sha256": + return False + else: + provided = normalized + + return hmac.compare_digest(expected, provided.strip().lower()) diff --git a/packages/vapi-moss/tests/__init__.py b/packages/vapi-moss/tests/__init__.py new file mode 100644 index 00000000..e69de29b diff --git a/packages/vapi-moss/tests/test_search.py b/packages/vapi-moss/tests/test_search.py new file mode 100644 index 00000000..ee43591f --- /dev/null +++ b/packages/vapi-moss/tests/test_search.py @@ -0,0 +1,46 @@ +"""Tests for MossVapiSearch result formatting and guards.""" + +from dataclasses import dataclass +from typing import Any + +import pytest + +from vapi_moss.search import MossVapiSearch, VapiSearchResult + + +@dataclass +class FakeDoc: + text: str + score: float | None = None + + +class TestFormatResults: + def test_formats_content_and_similarity(self): + docs = [FakeDoc(text="hello", score=0.95)] + result = MossVapiSearch._format_results(docs) + assert result == [{"content": "hello", "similarity": 0.95}] + + def test_omits_similarity_when_no_score(self): + docs = [FakeDoc(text="hello", score=None)] + result = MossVapiSearch._format_results(docs) + assert result == [{"content": "hello"}] + + def test_empty_docs(self): + assert MossVapiSearch._format_results([]) == [] + + def test_multiple_docs(self): + docs = [FakeDoc(text="a", score=0.9), FakeDoc(text="b", score=0.8)] + result = MossVapiSearch._format_results(docs) + assert len(result) == 2 + assert result[0]["content"] == "a" + assert result[1]["content"] == "b" + + +class TestSearchGuard: + def test_raises_if_index_not_loaded(self): + search = MossVapiSearch.__new__(MossVapiSearch) + search._index_loaded = False + search._index_name = "test" + with pytest.raises(RuntimeError, match="not loaded"): + import asyncio + asyncio.run(search.search("query")) diff --git a/packages/vapi-moss/tests/test_signature.py b/packages/vapi-moss/tests/test_signature.py new file mode 100644 index 00000000..d3b71922 --- /dev/null +++ b/packages/vapi-moss/tests/test_signature.py @@ -0,0 +1,54 @@ +"""Tests for VAPI webhook signature verification.""" + +import hashlib +import hmac + +from vapi_moss.signature import verify_vapi_signature + + +def _sign(body: bytes, secret: str) -> str: + digest = hmac.new(secret.encode(), body, hashlib.sha256).hexdigest() + return f"sha256={digest}" + + +BODY = b'{"message": "hello"}' +SECRET = "test-secret" + + +def test_valid_signature(): + sig = _sign(BODY, SECRET) + assert verify_vapi_signature(BODY, sig, SECRET) is True + + +def test_invalid_signature(): + assert verify_vapi_signature(BODY, "sha256=bad", SECRET) is False + + +def test_wrong_secret(): + sig = _sign(BODY, "wrong-secret") + assert verify_vapi_signature(BODY, sig, SECRET) is False + + +def test_empty_signature(): + assert verify_vapi_signature(BODY, "", SECRET) is False + + +def test_uppercase_prefix(): + digest = hmac.new(SECRET.encode(), BODY, hashlib.sha256).hexdigest() + sig = f"SHA256={digest}" + assert verify_vapi_signature(BODY, sig, SECRET) is True + + +def test_whitespace_in_header(): + sig = _sign(BODY, SECRET) + assert verify_vapi_signature(BODY, f" {sig} ", SECRET) is True + + +def test_bare_digest(): + digest = hmac.new(SECRET.encode(), BODY, hashlib.sha256).hexdigest() + assert verify_vapi_signature(BODY, digest, SECRET) is True + + +def test_wrong_algorithm_prefix(): + digest = hmac.new(SECRET.encode(), BODY, hashlib.sha256).hexdigest() + assert verify_vapi_signature(BODY, f"sha512={digest}", SECRET) is False