2.5. MCP Tools
Overview
This document describes two MCP (Model Context Protocol) tools designed for intelligent query analysis and research report synthesis. These tools work together to process user queries, break them down into meaningful sub-questions, and generate comprehensive research reports.
Tool 1: Analyze Query Intent[analyze_query_intent]
Description
The Analyze Query Intent tool processes natural language queries to extract structured information. It identifies the language, recognizes relevant company entities, and decomposes the query into three valuable sub-questions for deeper analysis.
Functionality
Language Detection: Automatically identifies the language of the input query
Entity Recognition: Extracts and identifies company entities with their permanent IDs
Query Decomposition: Breaks down the original query into three focused sub-questions, each with:
Unique identifier
Topic classification
Relevant keywords
ChatGPT-optimized prompt
Search engine query string
Parameters
Request
{
"query": "What are the news on Nvidia?"
}Parameter Details:
query(string, required): The user's natural language question or query
Response
{
"language": "en",
"entity_id_list": [
{
"perm_id": "1-4295914405",
"name": "NVIDIA CORP"
}
],
"sub_question_list": [
{
"id": "1",
"topic": "Recent Earnings",
"keywords": "Nvidia, recent earnings, revenue, profit, 2025 Q4",
"chatgpt_prompt": "Summarize Nvidia's most recent quarterly earnings report including revenue, profit, and any notable financial metrics as of December 2025.",
"search_engine_query": "Nvidia recent earnings 2025 Q4"
},
{
"id": "2",
"topic": "Product Launches",
"keywords": "Nvidia, product launch, new GPU, AI chips, December 2025",
"chatgpt_prompt": "Detail any product launches or announcements made by Nvidia in December 2025, focusing on new GPUs, AI chips, or other technology innovations.",
"search_engine_query": "Nvidia product launch December 2025"
},
{
"id": "3",
"topic": "Market and Industry News",
"keywords": "Nvidia, market news, partnerships, regulations, competition, 2025",
"chatgpt_prompt": "Describe recent significant news involving Nvidia in the market such as partnerships, regulatory issues, or competitive developments up to December 2025.",
"search_engine_query": "Nvidia market news partnerships competition 2025"
}
]
}Response Fields:
language(string): Detected language code (e.g., "en" for English)entity_id_list(array): List of identified company entitiesperm_id(string): Permanent identifier for the companyname(string): Official company name
sub_question_list(array): Three decomposed sub-questionsid(string): Unique identifier for the sub-questiontopic(string): Topic categorykeywords(string): Comma-separated relevant keywordschatgpt_prompt(string): Optimized prompt for AI analysissearch_engine_query(string): Search query string
Tool 2: Synthesize Research Report[synthesize_research_report]
Description
The Synthesize Research Report tool takes the structured output from the Analyze Query Intent tool and generates a comprehensive research report. It analyzes different sources for each sub-question, produces individual reports, and then synthesizes a final consolidated report based on the original query.
Functionality
Multi-Question Analysis: Processes each sub-question independently
Source Integration: Analyzes multiple data sources and reports
Report Synthesis: Combines findings from all sub-questions into a cohesive final report
Reference Management: Maintains proper citations and source references
Parameters
Request
{
"language": "en",
"entity_id_list": [
{
"name": "NVIDIA CORP",
"perm_id": "1-4295914405"
}
],
"sub_question_list": [
{
"id": "1",
"topic": "Recent Earnings",
"keywords": "Nvidia, recent earnings, revenue, profit, 2025 Q4",
"chatgpt_prompt": "Summarize Nvidia's most recent quarterly earnings report including revenue, profit, and any notable financial metrics as of December 2025.",
"search_engine_query": "Nvidia recent earnings 2025 Q4"
},
{
"id": "2",
"topic": "Product Launches",
"keywords": "Nvidia, product launch, new GPU, AI chips, December 2025",
"chatgpt_prompt": "Detail any product launches or announcements made by Nvidia in December 2025, focusing on new GPUs, AI chips, or other technology innovations.",
"search_engine_query": "Nvidia product launch December 2025"
},
{
"id": "3",
"topic": "Market and Industry News",
"keywords": "Nvidia, market news, partnerships, regulations, competition, 2025",
"chatgpt_prompt": "Describe recent significant news involving Nvidia in the market such as partnerships, regulatory issues, or competitive developments up to December 2025.",
"search_engine_query": "Nvidia market news partnerships competition 2025"
}
]
}Parameter Details:
language(string, required): Language code for the report outputentity_id_list(array, required): Company entities to researchname(string): Company nameperm_id(string): Permanent company identifier
sub_question_list(array, required): List of sub-questions to analyze (typically 3)id(string): Sub-question identifiertopic(string): Topic categorykeywords(string): Research keywordschatgpt_prompt(string): Analysis promptsearch_engine_query(string): Search query
Response
The response is a comprehensive Markdown-formatted research report with the following structure:
# Reference Text
## [Sub-question 1: Topic]
[Detailed analysis and findings for the first sub-question, including:]
- Key financial metrics and data points
- Relevant dates and timeframes
- Specific numbers and percentages
- Source citations with links
--
## [Sub-question 2: Topic]
[Detailed analysis and findings for the second sub-question, including:]
- Product announcements and launches
- Technical specifications
- Partnership details
- Source citations with links
--
## [Sub-question 3: Topic]
[Detailed analysis and findings for the third sub-question, including:]
- Market developments
- Regulatory information
- Competitive landscape
- Source citations with links
--
[Final synthesis statement ensuring complete report generation]Complete Example:
{
"params": {
"sub_question_list": [
{
"id": "1",
"topic": "Recent Nvidia News",
"keywords": "Nvidia, recent news, announcements, 2025",
"chatgpt_prompt": "Provide a summary of the most recent news and announcements related to Nvidia as of December 4, 2025, including any major product launches, partnerships, or corporate developments.",
"search_engine_query": "Nvidia recent news 2025"
},
{
"id": "2",
"topic": "Nvidia Financial Performance",
"keywords": "Nvidia, quarterly earnings, revenue, profit, 2025 Q3",
"chatgpt_prompt": "Provide detailed information on Nvidia's financial performance in the latest quarter, including revenue, profit, and any notable financial trends or forecasts as of the third quarter of 2025.",
"search_engine_query": "Nvidia Q3 2025 earnings report"
},
{
"id": "3",
"topic": "Nvidia Market Impact",
"keywords": "Nvidia, stock price, market reaction, analyst ratings, 2025",
"chatgpt_prompt": "Analyze the market impact of recent news on Nvidia's stock price and how analysts have rated the company in late 2025, including any significant changes in valuation or investment outlook.",
"search_engine_query": "Nvidia stock reaction and analyst ratings 2025"
}
],
"entity_id_list": [
{
"perm_id": "1-4295914405",
"name": "NVIDIA CORP"
}
],
"language": "en"
},
"response": {
"content": [
{
"type": "text",
"text": "# Reference Text\n\n## Provide a summary of the most recent news and announcements related to Nvidia as of December 4, 2025, including any major product launches, partnerships, or corporate developments.\n\nAs of December 4, 2025, the most recent publicly available information about NVIDIA includes:\n\n1. Annual Stockholder Meeting held on June 25, 2025, which likely covered corporate governance, financial results, and future outlook for the company ([Annual Stockholder Meeting June 25, 2025](https://insight.orbitfin.ai/search/chat-pdf/o_42DvdEWeiQKFTEhFnfZZ2g/official-reports?path=data-manual/ocollector/reports/rpt_1752797767095_344546.pdf)).\n\n2. Shareholder outreach activities reported in December 2024 indicate ongoing communication efforts with investors, although specific details on new announcements were not provided in the referenced document ([Shareholder Outreach December 2024](https://insight.orbitfin.ai/search/chat-pdf/o_bRVHgrXOYLPOxao9BECdZn/official-reports?path=data-manual/ocollector/reports/rpt_1752799967781_380752_21ab4f50cc3139cfe512071f4daf157b_20250718.pdf)).\n\n3. Financial results for the fourth quarter and fiscal year 2025 were announced, affirming the company's commitment to business growth and innovation. However, the document does not specify detailed figures or highlight any new product launches or partnerships as of that report ([NVIDIA Announces Financial Results for Fourth Quarter and Fiscal 2025](https://insight.orbitfin.ai/search/chat-pdf/qr_aqKPlCky4jfcXsIJnWiWpQ/official-reports?path=data-manual/earning-call-calendar/1757683627_14FF9CF9030A54F9526F2318BC9A5332.pdf)).\n\n4. An investor presentation for Q3 FY26 in November 2025 was also available but did not explicitly mention any major new product launches, partnerships, or corporate developments in the summarized content ([Investor Presentation Q3 FY26 November 2025](https://insight.orbitfin.ai/search/chat-pdf/qr_d7avOetgBU9VqpOKfZazIy/official-reports?path=data-manual/earning-call-calendar/1763601728_50b5cc78bc248e5d0d7b87bbe727766b.pdf)).\n\nIn summary, as of early December 2025, NVIDIA's currently available public communications focus on shareholder relations and financial reporting without specific announcements of major new product launches, partnerships, or corporate developments. Further updates may be available after the Q3 FY26 investor presentations or in forthcoming quarterly disclosures.\n\n--\n\n## Provide detailed information on Nvidia's financial performance in the latest quarter, including revenue, profit, and any notable financial trends or forecasts as of the third quarter of 2025.\n\nAs of the third quarter of fiscal 2026, NVIDIA reported record financial performance with the following key highlights:\n\n1. Revenue:\n- Total revenue reached $57.0 billion, marking a 22% increase from the previous quarter (Q2) and a 62% rise compared to the same quarter a year ago.\n- Data Center revenue set a record at $51.2 billion, up 25% from Q2 and up 66% year-over-year.\n- Gross margins were strong, with GAAP gross margin at 73.4% and non-GAAP gross margin at 73.6%.\n\n2. Earnings:\n- The company reported GAAP and non-GAAP earnings per diluted share of $1.30 each.\n\n3. Financial Trends and Comments:\n- NVIDIA's CEO Jensen Huang highlighted exceptional sales of their Blackwell architecture GPUs and noted that cloud GPUs are sold out, indicating strong demand linked to accelerating AI compute needs for training and inference.\n- NVIDIA described the current market environment as a “virtuous cycle of AI” with expansion across industries and geographies.\n- During the first nine months of fiscal 2026, NVIDIA returned $37.0 billion to shareholders through share repurchases and dividends, with $62.2 billion remaining under the share repurchase authorization.\n- The next quarterly dividend of $0.01 per share was scheduled for December 26, 2025.\n\n4. Recent Historical Context:\n- For comparison, in Q4 fiscal 2025, NVIDIA recorded $39.3 billion in revenue (up 12% from Q3 and up 78% from a year ago), demonstrating rapid growth into fiscal 2026.\n- In Q3 fiscal 2025, revenue was $35.1 billion with an earnings per diluted share of $0.78, underscoring the strong revenue and profit acceleration by Q3 fiscal 2026.\n\nOverall, NVIDIA exhibited remarkable growth in revenue and profitability in Q3 fiscal 2026, driven primarily by data center demand and AI-related product sales, particularly their Blackwell GPUs. The company maintains strong margins, continues robust capital return to shareholders, and sees ongoing high demand in the AI ecosystem ([NVIDIA Announces Financial Results for Third Quarter Fiscal 2026](https://insight.orbitfin.ai/search/chat-pdf/qr_9GU6i4YF8pTJdPidOwzuE9/official-reports?path=data-manual/earning-call-calendar/1763601728_aa0c995e074b23d9bccb6e30cd26116d.pdf), [NVIDIA Announces Financial Results for Fourth Quarter and Fiscal 2025](https://insight.orbitfin.ai/search/chat-pdf/qr_aqKPlCky4jfcXsIJnWiWpQ/official-reports?path=data-manual/earning-call-calendar/1757683627_14FF9CF9030A54F9526F2318BC9A5332.pdf), [CFO Commentary on Third Quarter Fiscal 2025 Results](https://insight.orbitfin.ai/search/chat-pdf/o_bMU5Psew9sA3vciZXRP78U/official-reports?path=data-manual/ocollector/reports/rpt_1752743534900_52212_345797dfe08af0ca4151a0fb49f5e60d_20250717.pdf)).\n\n--\n\n## Analyze the market impact of recent news on Nvidia's stock price and how analysts have rated the company in late 2025, including any significant changes in valuation or investment outlook.\n\nIn late 2025, Nvidia Corporation's stock continued to demonstrate substantial growth and strong market performance, reflecting positive sentiment and optimistic outlooks from investors and analysts.\n\n1. Stock Price Performance:\nAccording to the Annual Report as of January 26, 2025, an initial investment of $100 in Nvidia stock on January 26, 2020, had escalated dramatically to $2,287.06 by early 2025. This represents over a 22-fold increase in value over five years, surpassing major benchmarks such as the S&P 500 (which rose to $200.32) and the Nasdaq 100 (which increased to $248.12) during the same period. The stock price climb indicates strong investor confidence and robust financial performance by Nvidia ([Annual Report](https://insight.orbitfin.ai/search/chat-pdf/f_7GLlCHoHQAhuLKPzy95GCq/filing-reports?path=reports-data/stock_us/2025/02/26/edgar-data-1045810-000104581025000023-nvda-20250126.htm.pdf)).\n\n2. Recent Quarterly Presentations:\nThe Investor Presentations for Q2 FY26 (September 2025) and Q3 FY26 (November 2025) showcase Nvidia’s ongoing financial health and strategic initiatives. While specific stock price reactions are not detailed in these documents, the reports typically provide guidance, revenue projections, and key product developments that influence analyst ratings and valuation metrics. The continued release of such presentations indicates transparency and reassures investors regarding Nvidia's future growth potential ([Investor Presentation Q2 FY26](https://insight.orbitfin.ai/search/chat-pdf/qr_fzPBuESbCHugeuYPrEWZne/official-reports?path=data-manual/earning-call-calendar/1756973427_2DFB11A4C7A080BD9163D5026721DCF1.pdf), [Investor Presentation Q3 FY26](https://insight.orbitfin.ai/search/chat-pdf/qr_d7avOetgBU9VqpOKfZazIy/official-reports?path=data-manual/earning-call-calendar/1763601728_50b5cc78bc248e5d0d7b87bbe727766b.pdf)).\n\n3. Analyst Ratings and Investment Outlook:\nWhile specific analyst ratings from late 2025 are not provided in the documents, the significant stock price appreciation and frequent corporate communications imply a positive investment outlook. The company’s stock performance outpacing market indices by a large margin suggests analyst confidence and favorable valuation adjustments. Furthermore, the upcoming Annual Stockholder Meeting on June 25, 2025, typically includes forward-looking statements and strategic discussions that can impact market perception positively ([Annual Stockholder Meeting June 25, 2025](https://insight.orbitfin.ai/search/chat-pdf/o_42DvdEWeiQKFTEhFnfZZ2g/official-reports?path=data-manual/ocollector/reports/rpt_1752797767095_344546.pdf)).\n\nSummary:\nOverall, Nvidia's stock price has experienced remarkable growth through 2025, driven by strong business fundamentals and positive market sentiment. The company's valuation significantly outperformed major indices, and continued investor presentations underscore robust future prospects. Although direct analyst ratings are not explicitly cited, the data reflects an optimistic investment outlook with likely favorable upgrades by market analysts in late 2025.\n\nReferences:\n- [Annual Report NVIDIA Corporation Jan 2025](https://insight.orbitfin.ai/search/chat-pdf/f_7GLlCHoHQAhuLKPzy95GCq/filing-reports?path=reports-data/stock_us/2025/02/26/edgar-data-1045810-000104581025000023-nvda-20250126.htm.pdf)\n- [Investor Presentation Q2 FY26 September 2025 NVIDIA](https://insight.orbitfin.ai/search/chat-pdf/qr_fzPBuESbCHugeuYPrEWZne/official-reports?path=data-manual/earning-call-calendar/1756973427_2DFB11A4C7A080BD9163D5026721DCF1.pdf)\n- [Investor Presentation Q3 FY26 November 2025 NVIDIA](https://insight.orbitfin.ai/search/chat-pdf/qr_d7avOetgBU9VqpOKfZazIy/official-reports?path=data-manual/earning-call-calendar/1763601728_50b5cc78bc248e5d0d7b87bbe727766b.pdf)\n- [Annual Stockholder Meeting June 25, 2025 NVIDIA](https://insight.orbitfin.ai/search/chat-pdf/o_42DvdEWeiQKFTEhFnfZZ2g/official-reports?path=data-manual/ocollector/reports/rpt_1752797767095_344546.pdf)\n\n--\n\nEnsure the subsequent verbatim report generation without any laziness, simulation, or omission of content. I will now generate the final Markdown report with references: "
}
],
"isError": false
}
}Workflow Integration
These two tools are designed to work in tandem:
Step 1: User submits a query to Analyze Query Intent
Step 2: The tool returns structured data with language, entities, and sub-questions
Step 3: The output from Step 2 is passed as input to Synthesize Research Report
Step 4: A comprehensive research report is generated and returned
Example Workflow
User Query: "What are the news on Nvidia?"
↓
[Analyze Query Intent]
↓
Structured Output: {language, entity_id_list, sub_question_list}
↓
[Synthesize Research Report]
↓
Final Report: Comprehensive Markdown document with analysis and citationsLast updated