From 30141d88fb5b91d4167a35fe69573c7aa23749bc Mon Sep 17 00:00:00 2001 From: George Pickett Date: Mon, 20 Jul 2026 09:54:18 -0700 Subject: [PATCH 1/2] feat(python-recipes): add Responses API quickstart --- CONTRIBUTING.md | 2 +- README.md | 11 +- .../.env.example | 1 + .../parallel-responses-quickstart/LICENSE | 21 + .../parallel-responses-quickstart/README.md | 149 +++++ .../pyproject.toml | 25 + .../quickstart.py | 172 ++++++ .../tests/test_live.py | 20 + .../tests/test_quickstart.py | 179 ++++++ .../parallel-responses-quickstart/uv.lock | 529 ++++++++++++++++++ website/cookbook.json | 12 + 11 files changed, 1116 insertions(+), 5 deletions(-) create mode 100644 python-recipes/parallel-responses-quickstart/.env.example create mode 100644 python-recipes/parallel-responses-quickstart/LICENSE create mode 100644 python-recipes/parallel-responses-quickstart/README.md create mode 100644 python-recipes/parallel-responses-quickstart/pyproject.toml create mode 100644 python-recipes/parallel-responses-quickstart/quickstart.py create mode 100644 python-recipes/parallel-responses-quickstart/tests/test_live.py create mode 100644 python-recipes/parallel-responses-quickstart/tests/test_quickstart.py create mode 100644 python-recipes/parallel-responses-quickstart/uv.lock diff --git a/CONTRIBUTING.md b/CONTRIBUTING.md index f6cdc5b..f5e2ddf 100644 --- a/CONTRIBUTING.md +++ b/CONTRIBUTING.md @@ -112,7 +112,7 @@ After your recipe is in place, add an entry to two places so it shows up everywh Use lowercase, hyphenated tags drawn from this controlled vocabulary so filters stay clean: -- **API surface**: `search`, `extract`, `task`, `deep-research`, `ingest`, `mcp`, `webhooks`, `sse`, `oauth` +- **API surface**: `responses`, `search`, `extract`, `task`, `deep-research`, `ingest`, `mcp`, `webhooks`, `sse`, `oauth` - **Stack**: `cloudflare`, `vercel`, `nextjs`, `supabase`, `vertex-ai`, `python`, `typescript`, `temporal` - **Pattern**: `agent`, `enrichment`, `monitoring`, `realtime`, `batch`, `fact-checking`, `template`, `entity-resolution` diff --git a/README.md b/README.md index c45b222..2420171 100644 --- a/README.md +++ b/README.md @@ -10,9 +10,9 @@ --- -The Parallel Cookbook is a curated set of recipes that show how to build with Parallel's web research stack — **Search**, **Extract**, **Task**, **Ingest**, and **MCP**. Each recipe is a working example with a clear way to run or deploy it and prose that explains the design decisions. +The Parallel Cookbook is a curated set of recipes that show how to build with Parallel's web research stack — **Responses**, **Search**, **Extract**, **Task**, **Ingest**, and **MCP**. Each recipe is a working example with a clear way to run or deploy it and prose that explains the design decisions. -> **New here?** Start with the [Vercel Template](typescript-recipes/parallel-vercel-template) (TypeScript) or the [Deep Research notebook](python-recipes/Deep_Research_Recipe.ipynb) (Python) for an end-to-end tour of the platform. +> **New here?** Get a cited answer with the [Responses API Quickstart](python-recipes/parallel-responses-quickstart), or explore the full platform with the [Vercel Template](typescript-recipes/parallel-vercel-template) (TypeScript) and [Deep Research notebook](python-recipes/Deep_Research_Recipe.ipynb) (Python). ## Contents @@ -36,6 +36,8 @@ The Parallel Cookbook is a curated set of recipes that show how to build with Pa Get an API key at [platform.parallel.ai](https://platform.parallel.ai), then pick your stack. +Already use the OpenAI SDK? The [Responses API Quickstart](python-recipes/parallel-responses-quickstart) shows how to get a cited, web-grounded answer with only a Parallel API key. + **TypeScript / Node** ```bash @@ -71,14 +73,15 @@ print(run.output) ## Recipes by Category -Every recipe in this repo is listed below, grouped by what you're trying to build. Looking for a specific API surface? Search for the badge — `Search`, `Extract`, `Task`, `SSE`, `Webhooks`, `MCP`, `OAuth`, `Ingest`. +Every recipe in this repo is listed below, grouped by what you're trying to build. Looking for a specific API surface? Search for the badge — `Responses`, `Search`, `Extract`, `Task`, `SSE`, `Webhooks`, `MCP`, `OAuth`, `Ingest`. ### Templates & Starters -Multi-API starter projects — fork these first. +Quickstarts and starter projects — copy these first. | Recipe | Description | APIs | Stack | Demo | | --- | --- | --- | --- | --- | +| [**Responses API Quickstart**](python-recipes/parallel-responses-quickstart) | Ask a current multi-source question with the OpenAI SDK and print a cited, web-grounded answer from Parallel. | `Responses` | Python · OpenAI SDK | – | | [**Vercel Template**](typescript-recipes/parallel-vercel-template) | Next.js demo of Search + Extract + Tasks with SSE in a single app. Includes Vercel marketplace integration for one-click API key. | `Search` `Extract` `Task` `SSE` | Next.js · Vercel | [Live](https://parallel-vercel-template-cookbook.vercel.app/) · [![Deploy with Vercel](https://vercel.com/button)](https://vercel.com/new/clone?repository-url=https%3A%2F%2Fgithub.com%2Fparallel-web%2Fparallel-cookbook%2Ftree%2Fmain%2Ftypescript-recipes%2Fparallel-vercel-template&project-name=parallel-vercel-template&repository-name=parallel-vercel-template&integration-ids=oac_qjiYAM8BTtX0UDS6HEPY97nU) | ### Agents & Search diff --git a/python-recipes/parallel-responses-quickstart/.env.example b/python-recipes/parallel-responses-quickstart/.env.example new file mode 100644 index 0000000..ffba9c0 --- /dev/null +++ b/python-recipes/parallel-responses-quickstart/.env.example @@ -0,0 +1 @@ +PARALLEL_API_KEY=your-api-key-here diff --git a/python-recipes/parallel-responses-quickstart/LICENSE b/python-recipes/parallel-responses-quickstart/LICENSE new file mode 100644 index 0000000..681ecc1 --- /dev/null +++ b/python-recipes/parallel-responses-quickstart/LICENSE @@ -0,0 +1,21 @@ +MIT License + +Copyright (c) 2026 Parallel Web Systems Inc. + +Permission is hereby granted, free of charge, to any person obtaining a copy +of this software and associated documentation files (the "Software"), to deal +in the Software without restriction, including without limitation the rights +to use, copy, modify, merge, publish, distribute, sublicense, and/or sell +copies of the Software, and to permit persons to whom the Software is +furnished to do so, subject to the following conditions: + +The above copyright notice and this permission notice shall be included in all +copies or substantial portions of the Software. + +THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR +IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, +FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE +AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER +LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, +OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE +SOFTWARE. diff --git a/python-recipes/parallel-responses-quickstart/README.md b/python-recipes/parallel-responses-quickstart/README.md new file mode 100644 index 0000000..c65ec36 --- /dev/null +++ b/python-recipes/parallel-responses-quickstart/README.md @@ -0,0 +1,149 @@ +# Parallel Responses API Quickstart + +Ask a current, multi-source question with the OpenAI SDK and print a cited, +web-grounded answer from Parallel. + +## What it shows + +- Use the standard OpenAI Python SDK with Parallel's Responses API. +- Choose the `parallel` model and an explicit reasoning effort. +- Read the answer from `response.output_text`. +- Extract and deduplicate standard `url_citation` annotations. + +The first run requires only a Parallel API key. You do not need an OpenAI key. + +## Architecture + +```text +Your question + │ + ▼ +OpenAI SDK ── base_url=https://api.parallel.ai/v1 + │ + ▼ +Parallel Responses API ── live web research at medium effort + │ + ▼ +Answer text + URL citation annotations +``` + +## Quick Start + +Prerequisites: Python 3.10+ and [`uv`](https://docs.astral.sh/uv/). + +```bash +cd python-recipes/parallel-responses-quickstart +uv sync +export PARALLEL_API_KEY="your-api-key-here" +uv run python quickstart.py +``` + +The default question compares NVIDIA and AMD's most recently reported +quarterly data-center revenue and asks Parallel to use only official company +sources. The command prints the grounded answer followed by a numbered source +list: + +```text + + +Sources: +1. — https://... +2. — https://... +``` + +Pass a different question as the optional positional argument: + +```bash +uv run python quickstart.py \ + "What changed in the latest stable Python release? Cite the release notes." +``` + +## The API call + +The request itself uses the stock OpenAI SDK: + +```python +from openai import OpenAI + +client = OpenAI( + api_key=PARALLEL_API_KEY, + base_url="https://api.parallel.ai/v1", +) + +response = client.responses.create( + model="parallel", + input=prompt, + reasoning={"effort": "medium"}, +) + +print(response.output_text) +``` + +Parallel exposes one model, `parallel`. Set `reasoning.effort` to `low`, +`medium`, or `high` to choose the research depth. This quickstart uses +`medium` explicitly. + +## Reading citations + +Citations are standard Responses API `url_citation` annotations attached to +output-text content parts. `extract_citations()` walks every output item, +keeps HTTPS URL citations, and deduplicates them by URL before rendering the +source list. + +The script treats a missing answer or missing citations as a contract error +instead of silently printing an ungrounded-looking result. Citation annotations +depend on the underlying research run's basis and can occasionally be absent, +so the command retries that contract failure up to two times. It prints each +retry to stderr; one invocation can therefore make between one and three billed +Responses calls. + +## Migrating an OpenAI Responses call + +If your application already uses `client.responses.create(...)`, the core +migration is a small configuration diff: + +```diff +- client = OpenAI(api_key=OPENAI_API_KEY) ++ client = OpenAI( ++ api_key=PARALLEL_API_KEY, ++ base_url="https://api.parallel.ai/v1", ++ ) + + response = client.responses.create( +- model="gpt-5.4-mini", ++ model="parallel", + input=prompt, + reasoning={"effort": "medium"}, +- tools=[{"type": "web_search"}], + ) +``` + +Parallel performs web research automatically, so callers do not configure a +separate `web_search` tool. + +## Verification + +Run the deterministic tests, which use local fixtures and make no network +calls: + +```bash +uv run pytest -m "not live" +``` + +The billed live smoke test is doubly opt-in: it requires both a key and an +explicit flag. Because it exercises the same bounded retry path as the command, +it can make up to three Responses calls. + +```bash +PARALLEL_API_KEY="your-api-key-here" \ +RUN_LIVE_TESTS=1 \ +uv run pytest -m live -v +``` + +The live test verifies that the response mentions both companies and includes +at least one valid HTTPS citation. It intentionally does not freeze financial +figures that will become stale. + +## License + +MIT diff --git a/python-recipes/parallel-responses-quickstart/pyproject.toml b/python-recipes/parallel-responses-quickstart/pyproject.toml new file mode 100644 index 0000000..6aa6418 --- /dev/null +++ b/python-recipes/parallel-responses-quickstart/pyproject.toml @@ -0,0 +1,25 @@ +[project] +name = "parallel-responses-quickstart" +version = "0.1.0" +description = "Minimal cited research with Parallel's OpenAI-compatible Responses API" +readme = "README.md" +requires-python = ">=3.10" +license = { text = "MIT" } +dependencies = [ + "openai>=2.0.0,<3", +] + +[dependency-groups] +dev = [ + "pytest>=8.0.0,<10", +] + +[tool.uv] +package = false + +[tool.pytest.ini_options] +testpaths = ["tests"] +pythonpath = ["."] +markers = [ + "live: opt-in test that calls the billed Parallel API", +] diff --git a/python-recipes/parallel-responses-quickstart/quickstart.py b/python-recipes/parallel-responses-quickstart/quickstart.py new file mode 100644 index 0000000..b34753b --- /dev/null +++ b/python-recipes/parallel-responses-quickstart/quickstart.py @@ -0,0 +1,172 @@ +"""Minimal cited research with Parallel's OpenAI-compatible Responses API.""" + +from __future__ import annotations + +import argparse +import os +import sys +from dataclasses import dataclass +from typing import Protocol, cast + +from openai import OpenAI +from openai.types.responses import Response + +PARALLEL_BASE_URL = "https://api.parallel.ai/v1" +DEFAULT_PROMPT = ( + "Compare NVIDIA and AMD's most recently reported quarterly data-center revenue. " + "Include each reporting period and explain the main difference. Base the answer " + "only on official NVIDIA and AMD company sources. The response must cite at least " + "one official NVIDIA URL and at least one official AMD URL; do not cite syndicated " + "copies." +) + + +class ResponsesResource(Protocol): + """The small part of the OpenAI client used by this recipe.""" + + def create(self, **kwargs: object) -> Response: ... + + +class ResponsesClient(Protocol): + responses: ResponsesResource + + +class QuickstartError(RuntimeError): + """Raised when configuration or API output breaks the recipe contract.""" + + +@dataclass(frozen=True) +class Citation: + title: str + url: str + + +def make_client(api_key: str | None = None) -> OpenAI: + """Create the standard OpenAI client pointed at Parallel.""" + resolved_key = api_key or os.environ.get("PARALLEL_API_KEY") + if not resolved_key: + raise QuickstartError( + "PARALLEL_API_KEY is not set. Export a key from https://platform.parallel.ai." + ) + return OpenAI(api_key=resolved_key, base_url=PARALLEL_BASE_URL) + + +def create_response(prompt: str, *, client: ResponsesClient | None = None) -> Response: + """Run one medium-effort, web-grounded Responses request.""" + if not prompt.strip(): + raise QuickstartError("The research prompt cannot be empty.") + + responses_client = client or make_client() + return responses_client.responses.create( + model="parallel", + input=prompt, + reasoning={"effort": "medium"}, + ) + + +def extract_citations(response: Response) -> list[Citation]: + """Collect unique HTTPS URL citations from all output-text parts.""" + citations: list[Citation] = [] + seen_urls: set[str] = set() + + for item in response.output: + for part in getattr(item, "content", []): + if getattr(part, "type", None) != "output_text": + continue + for annotation in getattr(part, "annotations", []): + if getattr(annotation, "type", None) != "url_citation": + continue + + url = getattr(annotation, "url", "") + if not isinstance(url, str) or not url.startswith("https://"): + continue + if url in seen_urls: + continue + + raw_title = getattr(annotation, "title", "") + title = raw_title.strip() if isinstance(raw_title, str) else "" + citations.append(Citation(title=title or "Source", url=url)) + seen_urls.add(url) + + return citations + + +def validate_response(response: Response) -> tuple[str, list[Citation]]: + """Require the answer and citations promised by this quickstart.""" + answer = response.output_text.strip() + if not answer: + raise QuickstartError("Parallel returned an empty answer.") + + citations = extract_citations(response) + if not citations: + raise QuickstartError("Parallel returned an answer without HTTPS citations.") + + return answer, citations + + +def run_cited_research( + prompt: str, + *, + client: ResponsesClient | None = None, + max_attempts: int = 3, +) -> tuple[str, list[Citation]]: + """Return a cited answer, retrying boundedly when basis is absent.""" + if max_attempts < 1: + raise ValueError("max_attempts must be at least 1") + + responses_client = client or make_client() + for attempt in range(1, max_attempts + 1): + response = create_response(prompt, client=responses_client) + try: + return validate_response(response) + except QuickstartError as exc: + if attempt == max_attempts: + raise QuickstartError( + f"Parallel did not return a cited answer after {max_attempts} " + f"attempts: {exc}" + ) from exc + print( + f"Attempt {attempt} did not return a cited answer; " + f"retrying ({attempt + 1}/{max_attempts}).", + file=sys.stderr, + ) + + raise AssertionError("unreachable") + + +def render_result(answer: str, citations: list[Citation]) -> str: + """Render a terminal-friendly answer followed by its sources.""" + source_lines = [ + f"{index}. {citation.title} — {citation.url}" + for index, citation in enumerate(citations, start=1) + ] + return "\n".join([answer, "", "Sources:", *source_lines]) + + +def build_parser() -> argparse.ArgumentParser: + parser = argparse.ArgumentParser( + description="Ask Parallel a current question and print its cited answer." + ) + parser.add_argument( + "prompt", + nargs="?", + default=DEFAULT_PROMPT, + help="Research question. Defaults to a current NVIDIA/AMD comparison.", + ) + return parser + + +def main(argv: list[str] | None = None) -> int: + args = build_parser().parse_args(argv) + try: + answer, citations = run_cited_research(cast(str, args.prompt)) + except QuickstartError as exc: + print(f"Error: {exc}", file=sys.stderr) + return 1 + + print(render_result(answer, citations)) + return 0 + + +if __name__ == "__main__": + raise SystemExit(main()) diff --git a/python-recipes/parallel-responses-quickstart/tests/test_live.py b/python-recipes/parallel-responses-quickstart/tests/test_live.py new file mode 100644 index 0000000..59a4067 --- /dev/null +++ b/python-recipes/parallel-responses-quickstart/tests/test_live.py @@ -0,0 +1,20 @@ +import os + +import pytest + +from quickstart import DEFAULT_PROMPT, run_cited_research + + +@pytest.mark.live +def test_responses_api_returns_a_cited_answer() -> None: + if os.environ.get("RUN_LIVE_TESTS") != "1": + pytest.skip("set RUN_LIVE_TESTS=1 to opt into the billed live test") + if not os.environ.get("PARALLEL_API_KEY"): + pytest.skip("PARALLEL_API_KEY is required for the billed live test") + + answer, citations = run_cited_research(DEFAULT_PROMPT) + + assert "NVIDIA" in answer.upper() + assert "AMD" in answer.upper() + assert citations + assert all(citation.url.startswith("https://") for citation in citations) diff --git a/python-recipes/parallel-responses-quickstart/tests/test_quickstart.py b/python-recipes/parallel-responses-quickstart/tests/test_quickstart.py new file mode 100644 index 0000000..62410e6 --- /dev/null +++ b/python-recipes/parallel-responses-quickstart/tests/test_quickstart.py @@ -0,0 +1,179 @@ +from types import SimpleNamespace +from typing import Any, cast + +import pytest + +from quickstart import ( + DEFAULT_PROMPT, + QuickstartError, + create_response, + extract_citations, + make_client, + render_result, + run_cited_research, + validate_response, +) + + +def _annotation( + url: str, + *, + title: str = "Example", + annotation_type: str = "url_citation", +) -> SimpleNamespace: + return SimpleNamespace(type=annotation_type, url=url, title=title) + + +def _response( + answer: str = "The cited answer.", + annotations: list[SimpleNamespace] | None = None, +) -> SimpleNamespace: + text_part = SimpleNamespace( + type="output_text", + text=answer, + annotations=annotations + if annotations is not None + else [_annotation("https://example.com/report")], + ) + return SimpleNamespace( + output_text=answer, + output=[SimpleNamespace(type="message", content=[text_part])], + ) + + +class FakeResponses: + def __init__(self, response: SimpleNamespace) -> None: + self.response = response + self.kwargs: dict[str, object] | None = None + + def create(self, **kwargs: object) -> Any: + self.kwargs = kwargs + return self.response + + +class SequencedResponses: + def __init__(self, responses: list[SimpleNamespace]) -> None: + self.responses = iter(responses) + self.call_count = 0 + + def create(self, **kwargs: object) -> Any: + self.call_count += 1 + return next(self.responses) + + +def test_create_response_uses_the_locked_request_contract() -> None: + resource = FakeResponses(_response()) + client = SimpleNamespace(responses=resource) + + result = create_response(DEFAULT_PROMPT, client=cast(Any, client)) + + assert result.output_text == "The cited answer." + assert resource.kwargs == { + "model": "parallel", + "input": DEFAULT_PROMPT, + "reasoning": {"effort": "medium"}, + } + + +def test_extract_citations_deduplicates_urls_and_ignores_other_annotations() -> None: + response = _response( + annotations=[ + _annotation("https://example.com/a", title="First"), + _annotation("https://example.com/a", title="Duplicate"), + _annotation("https://example.com/b", title=""), + _annotation( + "https://example.com/not-a-citation", annotation_type="file_citation" + ), + _annotation("http://example.com/insecure"), + ] + ) + + citations = extract_citations(cast(Any, response)) + + assert [(citation.title, citation.url) for citation in citations] == [ + ("First", "https://example.com/a"), + ("Source", "https://example.com/b"), + ] + + +def test_validate_response_requires_an_answer() -> None: + with pytest.raises(QuickstartError, match="empty answer"): + validate_response(cast(Any, _response(answer=" "))) + + +def test_validate_response_requires_https_citations() -> None: + with pytest.raises(QuickstartError, match="without HTTPS citations"): + validate_response( + cast(Any, _response(annotations=[_annotation("http://example.com")])) + ) + + +def test_render_result_numbers_sources() -> None: + answer, citations = validate_response( + cast( + Any, + _response( + annotations=[ + _annotation("https://example.com/a", title="A"), + _annotation("https://example.com/b", title="B"), + ] + ), + ) + ) + + assert render_result(answer, citations) == ( + "The cited answer.\n\n" + "Sources:\n" + "1. A — https://example.com/a\n" + "2. B — https://example.com/b" + ) + + +def test_run_cited_research_retries_missing_basis( + capsys: pytest.CaptureFixture[str], +) -> None: + resource = SequencedResponses( + [ + _response(annotations=[]), + _response(annotations=[_annotation("https://example.com/cited")]), + ] + ) + client = SimpleNamespace(responses=resource) + + answer, citations = run_cited_research(DEFAULT_PROMPT, client=cast(Any, client)) + + assert answer == "The cited answer." + assert [citation.url for citation in citations] == ["https://example.com/cited"] + assert resource.call_count == 2 + assert "retrying (2/3)" in capsys.readouterr().err + + +def test_run_cited_research_stops_after_the_attempt_limit() -> None: + resource = SequencedResponses([_response(annotations=[])] * 2) + client = SimpleNamespace(responses=resource) + + with pytest.raises(QuickstartError, match="after 2 attempts"): + run_cited_research( + DEFAULT_PROMPT, + client=cast(Any, client), + max_attempts=2, + ) + + assert resource.call_count == 2 + + +def test_empty_prompt_fails_before_calling_the_client() -> None: + resource = FakeResponses(_response()) + client = SimpleNamespace(responses=resource) + + with pytest.raises(QuickstartError, match="cannot be empty"): + create_response(" ", client=cast(Any, client)) + + assert resource.kwargs is None + + +def test_make_client_requires_a_key(monkeypatch: pytest.MonkeyPatch) -> None: + monkeypatch.delenv("PARALLEL_API_KEY", raising=False) + + with pytest.raises(QuickstartError, match="PARALLEL_API_KEY is not set"): + make_client() diff --git a/python-recipes/parallel-responses-quickstart/uv.lock b/python-recipes/parallel-responses-quickstart/uv.lock new file mode 100644 index 0000000..43bc3f4 --- /dev/null +++ b/python-recipes/parallel-responses-quickstart/uv.lock @@ -0,0 +1,529 @@ +version = 1 +revision = 3 +requires-python = ">=3.10" + +[[package]] +name = "annotated-types" +version = "0.7.0" +source = { registry = "https://pypi.org/simple" } +sdist = { url = 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"parallel-investor-signals", "popular": false, From 5130ea8312fd663899af679edb038fe9908539fb Mon Sep 17 00:00:00 2001 From: George Pickett Date: Mon, 20 Jul 2026 10:51:10 -0700 Subject: [PATCH 2/2] refactor(python-recipes): simplify Responses quickstart --- README.md | 4 +- .../parallel-responses-quickstart/README.md | 30 ++-- .../quickstart.py | 146 +++++------------- .../tests/test_live.py | 18 ++- .../tests/test_quickstart.py | 115 ++++---------- 5 files changed, 100 insertions(+), 213 deletions(-) diff --git a/README.md b/README.md index 2420171..c7afd2a 100644 --- a/README.md +++ b/README.md @@ -12,7 +12,7 @@ The Parallel Cookbook is a curated set of recipes that show how to build with Parallel's web research stack — **Responses**, **Search**, **Extract**, **Task**, **Ingest**, and **MCP**. Each recipe is a working example with a clear way to run or deploy it and prose that explains the design decisions. -> **New here?** Get a cited answer with the [Responses API Quickstart](python-recipes/parallel-responses-quickstart), or explore the full platform with the [Vercel Template](typescript-recipes/parallel-vercel-template) (TypeScript) and [Deep Research notebook](python-recipes/Deep_Research_Recipe.ipynb) (Python). +> **New here?** Start with the [Vercel Template](typescript-recipes/parallel-vercel-template) (TypeScript) or the [Deep Research notebook](python-recipes/Deep_Research_Recipe.ipynb) (Python) for an end-to-end tour of the platform. ## Contents @@ -36,8 +36,6 @@ The Parallel Cookbook is a curated set of recipes that show how to build with Pa Get an API key at [platform.parallel.ai](https://platform.parallel.ai), then pick your stack. -Already use the OpenAI SDK? The [Responses API Quickstart](python-recipes/parallel-responses-quickstart) shows how to get a cited, web-grounded answer with only a Parallel API key. - **TypeScript / Node** ```bash diff --git a/python-recipes/parallel-responses-quickstart/README.md b/python-recipes/parallel-responses-quickstart/README.md index c65ec36..001f7af 100644 --- a/python-recipes/parallel-responses-quickstart/README.md +++ b/python-recipes/parallel-responses-quickstart/README.md @@ -39,9 +39,8 @@ uv run python quickstart.py ``` The default question compares NVIDIA and AMD's most recently reported -quarterly data-center revenue and asks Parallel to use only official company -sources. The command prints the grounded answer followed by a numbered source -list: +quarterly data-center revenue. The command prints the grounded answer followed +by a numbered source list: ```text @@ -63,10 +62,12 @@ uv run python quickstart.py \ The request itself uses the stock OpenAI SDK: ```python +import os + from openai import OpenAI client = OpenAI( - api_key=PARALLEL_API_KEY, + api_key=os.environ["PARALLEL_API_KEY"], base_url="https://api.parallel.ai/v1", ) @@ -86,16 +87,12 @@ Parallel exposes one model, `parallel`. Set `reasoning.effort` to `low`, ## Reading citations Citations are standard Responses API `url_citation` annotations attached to -output-text content parts. `extract_citations()` walks every output item, -keeps HTTPS URL citations, and deduplicates them by URL before rendering the -source list. +output-text content parts. `parse_response()` walks every output item and +deduplicates citations by URL before rendering the source list. -The script treats a missing answer or missing citations as a contract error -instead of silently printing an ungrounded-looking result. Citation annotations -depend on the underlying research run's basis and can occasionally be absent, -so the command retries that contract failure up to two times. It prints each -retry to stderr; one invocation can therefore make between one and three billed -Responses calls. +The script makes exactly one billed Responses call. It reports a clear contract +error if that call returns no answer or no URL citations; it does not hide the +failure behind additional research requests. ## Migrating an OpenAI Responses call @@ -131,8 +128,7 @@ uv run pytest -m "not live" ``` The billed live smoke test is doubly opt-in: it requires both a key and an -explicit flag. Because it exercises the same bounded retry path as the command, -it can make up to three Responses calls. +explicit flag, and it makes exactly one Responses call. ```bash PARALLEL_API_KEY="your-api-key-here" \ @@ -141,8 +137,8 @@ uv run pytest -m live -v ``` The live test verifies that the response mentions both companies and includes -at least one valid HTTPS citation. It intentionally does not freeze financial -figures that will become stale. +at least one URL citation. It intentionally does not freeze financial figures +that will become stale. ## License diff --git a/python-recipes/parallel-responses-quickstart/quickstart.py b/python-recipes/parallel-responses-quickstart/quickstart.py index b34753b..2e62b6f 100644 --- a/python-recipes/parallel-responses-quickstart/quickstart.py +++ b/python-recipes/parallel-responses-quickstart/quickstart.py @@ -5,8 +5,6 @@ import argparse import os import sys -from dataclasses import dataclass -from typing import Protocol, cast from openai import OpenAI from openai.types.responses import Response @@ -14,136 +12,62 @@ PARALLEL_BASE_URL = "https://api.parallel.ai/v1" DEFAULT_PROMPT = ( "Compare NVIDIA and AMD's most recently reported quarterly data-center revenue. " - "Include each reporting period and explain the main difference. Base the answer " - "only on official NVIDIA and AMD company sources. The response must cite at least " - "one official NVIDIA URL and at least one official AMD URL; do not cite syndicated " - "copies." + "Include each reporting period, explain the main difference, and cite your sources." ) +Citation = tuple[str, str] -class ResponsesResource(Protocol): - """The small part of the OpenAI client used by this recipe.""" - def create(self, **kwargs: object) -> Response: ... - - -class ResponsesClient(Protocol): - responses: ResponsesResource - - -class QuickstartError(RuntimeError): - """Raised when configuration or API output breaks the recipe contract.""" - - -@dataclass(frozen=True) -class Citation: - title: str - url: str - - -def make_client(api_key: str | None = None) -> OpenAI: - """Create the standard OpenAI client pointed at Parallel.""" - resolved_key = api_key or os.environ.get("PARALLEL_API_KEY") - if not resolved_key: - raise QuickstartError( - "PARALLEL_API_KEY is not set. Export a key from https://platform.parallel.ai." - ) - return OpenAI(api_key=resolved_key, base_url=PARALLEL_BASE_URL) - - -def create_response(prompt: str, *, client: ResponsesClient | None = None) -> Response: +def create_response(client: OpenAI, prompt: str) -> Response: """Run one medium-effort, web-grounded Responses request.""" if not prompt.strip(): - raise QuickstartError("The research prompt cannot be empty.") + raise ValueError("The research prompt cannot be empty.") - responses_client = client or make_client() - return responses_client.responses.create( + return client.responses.create( model="parallel", input=prompt, reasoning={"effort": "medium"}, ) -def extract_citations(response: Response) -> list[Citation]: - """Collect unique HTTPS URL citations from all output-text parts.""" +def parse_response(response: Response) -> tuple[str, list[Citation]]: + """Return the answer and unique URL citations from a completed response.""" + answer = response.output_text.strip() + if not answer: + raise ValueError("Parallel returned an empty answer.") + citations: list[Citation] = [] seen_urls: set[str] = set() - - for item in response.output: - for part in getattr(item, "content", []): - if getattr(part, "type", None) != "output_text": + for output in response.output: + if output.type != "message": + continue + for part in output.content: + if part.type != "output_text": continue - for annotation in getattr(part, "annotations", []): - if getattr(annotation, "type", None) != "url_citation": + for annotation in part.annotations: + if annotation.type != "url_citation": continue - - url = getattr(annotation, "url", "") - if not isinstance(url, str) or not url.startswith("https://"): + url = annotation.url.strip() + if not url or url in seen_urls: continue - if url in seen_urls: - continue - - raw_title = getattr(annotation, "title", "") - title = raw_title.strip() if isinstance(raw_title, str) else "" - citations.append(Citation(title=title or "Source", url=url)) + citations.append((annotation.title.strip() or "Source", url)) seen_urls.add(url) - return citations - - -def validate_response(response: Response) -> tuple[str, list[Citation]]: - """Require the answer and citations promised by this quickstart.""" - answer = response.output_text.strip() - if not answer: - raise QuickstartError("Parallel returned an empty answer.") - - citations = extract_citations(response) if not citations: - raise QuickstartError("Parallel returned an answer without HTTPS citations.") - + raise ValueError("Parallel returned an answer without URL citations.") return answer, citations -def run_cited_research( - prompt: str, - *, - client: ResponsesClient | None = None, - max_attempts: int = 3, -) -> tuple[str, list[Citation]]: - """Return a cited answer, retrying boundedly when basis is absent.""" - if max_attempts < 1: - raise ValueError("max_attempts must be at least 1") - - responses_client = client or make_client() - for attempt in range(1, max_attempts + 1): - response = create_response(prompt, client=responses_client) - try: - return validate_response(response) - except QuickstartError as exc: - if attempt == max_attempts: - raise QuickstartError( - f"Parallel did not return a cited answer after {max_attempts} " - f"attempts: {exc}" - ) from exc - print( - f"Attempt {attempt} did not return a cited answer; " - f"retrying ({attempt + 1}/{max_attempts}).", - file=sys.stderr, - ) - - raise AssertionError("unreachable") - - def render_result(answer: str, citations: list[Citation]) -> str: """Render a terminal-friendly answer followed by its sources.""" source_lines = [ - f"{index}. {citation.title} — {citation.url}" - for index, citation in enumerate(citations, start=1) + f"{index}. {title} — {url}" + for index, (title, url) in enumerate(citations, start=1) ] return "\n".join([answer, "", "Sources:", *source_lines]) -def build_parser() -> argparse.ArgumentParser: +def main(argv: list[str] | None = None) -> int: parser = argparse.ArgumentParser( description="Ask Parallel a current question and print its cited answer." ) @@ -153,14 +77,22 @@ def build_parser() -> argparse.ArgumentParser: default=DEFAULT_PROMPT, help="Research question. Defaults to a current NVIDIA/AMD comparison.", ) - return parser - + args = parser.parse_args(argv) + + api_key = os.environ.get("PARALLEL_API_KEY") + if not api_key: + print( + "Error: PARALLEL_API_KEY is not set. " + "Export a key from https://platform.parallel.ai.", + file=sys.stderr, + ) + return 1 -def main(argv: list[str] | None = None) -> int: - args = build_parser().parse_args(argv) + client = OpenAI(api_key=api_key, base_url=PARALLEL_BASE_URL) try: - answer, citations = run_cited_research(cast(str, args.prompt)) - except QuickstartError as exc: + response = create_response(client, args.prompt) + answer, citations = parse_response(response) + except ValueError as exc: print(f"Error: {exc}", file=sys.stderr) return 1 diff --git a/python-recipes/parallel-responses-quickstart/tests/test_live.py b/python-recipes/parallel-responses-quickstart/tests/test_live.py index 59a4067..1307e38 100644 --- a/python-recipes/parallel-responses-quickstart/tests/test_live.py +++ b/python-recipes/parallel-responses-quickstart/tests/test_live.py @@ -2,7 +2,14 @@ import pytest -from quickstart import DEFAULT_PROMPT, run_cited_research +from openai import OpenAI + +from quickstart import ( + DEFAULT_PROMPT, + PARALLEL_BASE_URL, + create_response, + parse_response, +) @pytest.mark.live @@ -12,9 +19,14 @@ def test_responses_api_returns_a_cited_answer() -> None: if not os.environ.get("PARALLEL_API_KEY"): pytest.skip("PARALLEL_API_KEY is required for the billed live test") - answer, citations = run_cited_research(DEFAULT_PROMPT) + client = OpenAI( + api_key=os.environ["PARALLEL_API_KEY"], + base_url=PARALLEL_BASE_URL, + ) + response = create_response(client, DEFAULT_PROMPT) + answer, citations = parse_response(response) assert "NVIDIA" in answer.upper() assert "AMD" in answer.upper() assert citations - assert all(citation.url.startswith("https://") for citation in citations) + assert all(url.startswith(("http://", "https://")) for _, url in citations) diff --git a/python-recipes/parallel-responses-quickstart/tests/test_quickstart.py b/python-recipes/parallel-responses-quickstart/tests/test_quickstart.py index 62410e6..8d62010 100644 --- a/python-recipes/parallel-responses-quickstart/tests/test_quickstart.py +++ b/python-recipes/parallel-responses-quickstart/tests/test_quickstart.py @@ -5,13 +5,10 @@ from quickstart import ( DEFAULT_PROMPT, - QuickstartError, create_response, - extract_citations, - make_client, + main, + parse_response, render_result, - run_cited_research, - validate_response, ) @@ -51,21 +48,11 @@ def create(self, **kwargs: object) -> Any: return self.response -class SequencedResponses: - def __init__(self, responses: list[SimpleNamespace]) -> None: - self.responses = iter(responses) - self.call_count = 0 - - def create(self, **kwargs: object) -> Any: - self.call_count += 1 - return next(self.responses) - - def test_create_response_uses_the_locked_request_contract() -> None: resource = FakeResponses(_response()) client = SimpleNamespace(responses=resource) - result = create_response(DEFAULT_PROMPT, client=cast(Any, client)) + result = create_response(cast(Any, client), DEFAULT_PROMPT) assert result.output_text == "The cited answer." assert resource.kwargs == { @@ -75,53 +62,46 @@ def test_create_response_uses_the_locked_request_contract() -> None: } -def test_extract_citations_deduplicates_urls_and_ignores_other_annotations() -> None: +def test_parse_response_deduplicates_urls_and_ignores_other_annotations() -> None: response = _response( annotations=[ _annotation("https://example.com/a", title="First"), _annotation("https://example.com/a", title="Duplicate"), - _annotation("https://example.com/b", title=""), + _annotation("http://example.com/b", title=""), _annotation( "https://example.com/not-a-citation", annotation_type="file_citation" ), - _annotation("http://example.com/insecure"), ] ) - citations = extract_citations(cast(Any, response)) + answer, citations = parse_response(cast(Any, response)) - assert [(citation.title, citation.url) for citation in citations] == [ + assert answer == "The cited answer." + assert citations == [ ("First", "https://example.com/a"), - ("Source", "https://example.com/b"), + ("Source", "http://example.com/b"), ] -def test_validate_response_requires_an_answer() -> None: - with pytest.raises(QuickstartError, match="empty answer"): - validate_response(cast(Any, _response(answer=" "))) - - -def test_validate_response_requires_https_citations() -> None: - with pytest.raises(QuickstartError, match="without HTTPS citations"): - validate_response( - cast(Any, _response(annotations=[_annotation("http://example.com")])) - ) +@pytest.mark.parametrize( + ("response", "message"), + [ + (_response(answer=" "), "empty answer"), + (_response(annotations=[]), "without URL citations"), + ], +) +def test_parse_response_rejects_incomplete_results( + response: SimpleNamespace, message: str +) -> None: + with pytest.raises(ValueError, match=message): + parse_response(cast(Any, response)) def test_render_result_numbers_sources() -> None: - answer, citations = validate_response( - cast( - Any, - _response( - annotations=[ - _annotation("https://example.com/a", title="A"), - _annotation("https://example.com/b", title="B"), - ] - ), - ) - ) - - assert render_result(answer, citations) == ( + assert render_result( + "The cited answer.", + [("A", "https://example.com/a"), ("B", "https://example.com/b")], + ) == ( "The cited answer.\n\n" "Sources:\n" "1. A — https://example.com/a\n" @@ -129,51 +109,20 @@ def test_render_result_numbers_sources() -> None: ) -def test_run_cited_research_retries_missing_basis( - capsys: pytest.CaptureFixture[str], -) -> None: - resource = SequencedResponses( - [ - _response(annotations=[]), - _response(annotations=[_annotation("https://example.com/cited")]), - ] - ) - client = SimpleNamespace(responses=resource) - - answer, citations = run_cited_research(DEFAULT_PROMPT, client=cast(Any, client)) - - assert answer == "The cited answer." - assert [citation.url for citation in citations] == ["https://example.com/cited"] - assert resource.call_count == 2 - assert "retrying (2/3)" in capsys.readouterr().err - - -def test_run_cited_research_stops_after_the_attempt_limit() -> None: - resource = SequencedResponses([_response(annotations=[])] * 2) - client = SimpleNamespace(responses=resource) - - with pytest.raises(QuickstartError, match="after 2 attempts"): - run_cited_research( - DEFAULT_PROMPT, - client=cast(Any, client), - max_attempts=2, - ) - - assert resource.call_count == 2 - - def test_empty_prompt_fails_before_calling_the_client() -> None: resource = FakeResponses(_response()) client = SimpleNamespace(responses=resource) - with pytest.raises(QuickstartError, match="cannot be empty"): - create_response(" ", client=cast(Any, client)) + with pytest.raises(ValueError, match="cannot be empty"): + create_response(cast(Any, client), " ") assert resource.kwargs is None -def test_make_client_requires_a_key(monkeypatch: pytest.MonkeyPatch) -> None: +def test_main_requires_a_key( + monkeypatch: pytest.MonkeyPatch, capsys: pytest.CaptureFixture[str] +) -> None: monkeypatch.delenv("PARALLEL_API_KEY", raising=False) - with pytest.raises(QuickstartError, match="PARALLEL_API_KEY is not set"): - make_client() + assert main([]) == 1 + assert "PARALLEL_API_KEY is not set" in capsys.readouterr().err