|
| 1 | +--- |
| 2 | +layout: integration |
| 3 | +name: Adanos Market Sentiment |
| 4 | +description: Stock and crypto market sentiment from Reddit, X / FinTwit, financial news, and Polymarket |
| 5 | +authors: |
| 6 | + - name: Adanos |
| 7 | + socials: |
| 8 | + github: adanos-software |
| 9 | +repo: https://github.com/adanos-software/adanos-haystack |
| 10 | +report_issue: https://github.com/adanos-software/adanos-haystack/issues |
| 11 | +type: Tool Integration |
| 12 | +logo: /logos/adanos.svg |
| 13 | +version: Haystack 2.0 |
| 14 | +toc: true |
| 15 | +--- |
| 16 | + |
| 17 | +### Table of Contents |
| 18 | + |
| 19 | +- [Overview](#overview) |
| 20 | +- [Installation](#installation) |
| 21 | +- [Usage](#usage) |
| 22 | + - [Component](#component) |
| 23 | + - [Investment Research Agent](#investment-research-agent) |
| 24 | +- [License](#license) |
| 25 | + |
| 26 | +## Overview |
| 27 | + |
| 28 | +[Adanos](https://adanos.org/) provides structured market sentiment for stocks and crypto. The |
| 29 | +`AdanosMarketSentiment` component makes signals from Reddit, X / FinTwit, financial news, and |
| 30 | +Polymarket available to Haystack pipelines and agents without adding trading or portfolio logic. |
| 31 | + |
| 32 | +The community-maintained integration supports sentiment lookups, trending assets, aggregate market |
| 33 | +sentiment, asset comparisons, search, and dataset statistics. Stock requests can use Reddit, X, |
| 34 | +news, or Polymarket; crypto requests use Reddit. |
| 35 | + |
| 36 | +Create an API key at [adanos.org/register](https://adanos.org/register). Free, Hobby, and |
| 37 | +Professional accounts use the same component; the API applies the quota and historical access |
| 38 | +available to the key's plan. |
| 39 | + |
| 40 | +## Installation |
| 41 | + |
| 42 | +Install the released component from PyPI: |
| 43 | + |
| 44 | +```bash |
| 45 | +pip install "adanos-haystack==0.1.1" |
| 46 | +``` |
| 47 | + |
| 48 | +Provide the API key through the `ADANOS_API_KEY` environment variable. |
| 49 | + |
| 50 | +## Usage |
| 51 | + |
| 52 | +### Component |
| 53 | + |
| 54 | +```python |
| 55 | +from haystack_integrations.components.tools.adanos import AdanosMarketSentiment |
| 56 | + |
| 57 | +sentiment = AdanosMarketSentiment() |
| 58 | +result = sentiment.run( |
| 59 | + operation="sentiment", |
| 60 | + asset_type="stock", |
| 61 | + source="news", |
| 62 | + symbol="NVDA", |
| 63 | +) |
| 64 | + |
| 65 | +print(result["result"]) |
| 66 | +``` |
| 67 | + |
| 68 | +Both synchronous `run` and asynchronous `run_async` calls are supported. |
| 69 | + |
| 70 | +### Investment Research Agent |
| 71 | + |
| 72 | +A research agent can combine private investment notes retrieved by Haystack with current external |
| 73 | +sentiment from Adanos. In this example, the agent searches an internal document store, calls Adanos |
| 74 | +for relevant stock sentiment, and keeps the two evidence sources distinct in its assessment: |
| 75 | + |
| 76 | +```python |
| 77 | +from haystack.components.agents import Agent |
| 78 | +from haystack.components.generators.chat import OpenAIChatGenerator |
| 79 | +from haystack.components.retrievers.in_memory import InMemoryBM25Retriever |
| 80 | +from haystack.dataclasses import ChatMessage, Document |
| 81 | +from haystack.document_stores.in_memory import InMemoryDocumentStore |
| 82 | +from haystack.tools import ComponentTool |
| 83 | +from haystack_integrations.components.tools.adanos import AdanosMarketSentiment |
| 84 | + |
| 85 | +document_store = InMemoryDocumentStore() |
| 86 | +document_store.write_documents( |
| 87 | + [ |
| 88 | + Document( |
| 89 | + content=( |
| 90 | + "NVDA research note: data-center demand remains the main growth driver, " |
| 91 | + "while customer concentration is a material risk." |
| 92 | + ), |
| 93 | + meta={"ticker": "NVDA"}, |
| 94 | + ) |
| 95 | + ] |
| 96 | +) |
| 97 | + |
| 98 | +research_tool = ComponentTool( |
| 99 | + component=InMemoryBM25Retriever(document_store=document_store, top_k=3), |
| 100 | + name="internal_research", |
| 101 | + description="Search approved internal investment research and return relevant documents.", |
| 102 | +) |
| 103 | +adanos_tool = ComponentTool( |
| 104 | + component=AdanosMarketSentiment(), |
| 105 | + name="market_sentiment", |
| 106 | + description=( |
| 107 | + "Get current and historical stock or crypto market sentiment from Reddit, " |
| 108 | + "X / FinTwit, financial news, and Polymarket." |
| 109 | + ), |
| 110 | +) |
| 111 | + |
| 112 | +agent = Agent( |
| 113 | + chat_generator=OpenAIChatGenerator(model="gpt-4o-mini"), |
| 114 | + tools=[research_tool, adanos_tool], |
| 115 | + system_prompt=( |
| 116 | + "You are an investment research assistant. Use internal_research for private notes " |
| 117 | + "and market_sentiment for external sentiment evidence. Clearly distinguish the two " |
| 118 | + "sources, mention conflicting signals, and do not present the result as financial advice." |
| 119 | + ), |
| 120 | +) |
| 121 | + |
| 122 | +result = agent.run( |
| 123 | + messages=[ |
| 124 | + ChatMessage.from_user( |
| 125 | + "Assess NVDA using our internal research and external sentiment from " |
| 126 | + "2026-07-21 through 2026-07-28." |
| 127 | + ) |
| 128 | + ] |
| 129 | +) |
| 130 | +print(result["last_message"].text) |
| 131 | +``` |
| 132 | + |
| 133 | +See the [Adanos API reference](https://api.adanos.org/docs) and the |
| 134 | +[integration repository](https://github.com/adanos-software/adanos-haystack) for all operations and |
| 135 | +parameters. |
| 136 | + |
| 137 | +## License |
| 138 | + |
| 139 | +`adanos-haystack` is distributed under the terms of the Apache-2.0 license. |
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