Let us try how we can build a agent using llama opensource and compare this use case with
ChatGPT & Perplexity.
First go to the llama website, create account, log in to that,
Go to API page, and generate key, copy and keep it safe.
Put that in .env file
.env file
GROQ_API_Key = '' # get your GROQ_API_Key
1_groq_agent.py
from phi.agent import Agent
from phi.model.groq import Groq
from dotenv import load_dotenv
load_dotenv()
# print(GROQ_API_KEY)
agent = Agent (
model=Groq(id="llama-3.3-70b-versatile")
)
agent.print_response ("Write 2 sentences poem for love between dosa and idly")
# # # Create a query to find all documents containing the word 'love'
Response
Dosa and idly, a perfect pair, their love steams hot, like the sambar they share. ┃
Together on a plate, they dance with glee, a match made in heaven, for you and me.
2_finance_agent_groq.py
from phi.agent import Agent
from phi.model.groq import Groq
from dotenv import load_dotenv
from phi.tools.yfinance import YFinanceTools
from dotenv import load_dotenv
load_dotenv()
agent = Agent (
model=Groq(id="llama-3.3-70b-versatile"),
tools=[YFinanceTools(stock_price=True, analyst_recommendations=True,
stock_fundamentals=False)],
show_tool_calls=True,
markdown=True,
instructions = ["Use tables to display data."],
debug_mode=True,
)
agent.print_response("Summarize and compare analyst recommendations and
fundamentals for TSL and NVDA")
Response
Running: ┃
┃ ┃
┃ • get_analyst_recommendations(symbol=TSLA) ┃
┃ • get_analyst_recommendations(symbol=NVDA) ┃
┃ • get_current_stock_price(symbol=TSLA) ┃
┃ • get_current_stock_price(symbol=NVDA) ┃
┃ ┃
┃ Summary of Analyst Recommendations and Fundamentals for TSLA and NVDA ┃
┃ ┃
┃ Analyst Recommendations: ┃
┃ ┃
┃ ┃
┃ Stock Symbol Strong Buy Buy Hold Sell Strong Sell ┃
┃ ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ ┃
┃ TSLA 6 14 15 9 4 ┃
┃ NVDA 12 46 5 0 0 ┃
┃ ┃
┃ ┃
┃ Current Stock Price: ┃
┃ ┃
┃ ┃
┃ Stock Symbol Current Price ┃
┃ ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ ┃
┃ TSLA $394.74 ┃
┃ NVDA $135.91 ┃
┃ ┃
┃ ┃
┃ Comparison of Analyst Recommendations and Fundamentals: ┃
┃ ┃
┃ • TSLA (Tesla, Inc.): ┃
┃ • Analyst recommendations: 6 Strong Buy, 14 Buy, 15 Hold, 9 Sell, 4 Strong Sell ┃
┃ • Current stock price: $394.74 ┃
┃ • NVDA (NVIDIA Corporation): ┃
┃ • Analyst recommendations: 12 Strong Buy, 46 Buy, 5 Hold, 0 Sell, 0 Strong Sell ┃
┃ • Current stock price: $135.91 ┃
┃ ┃
┃ Overall, NVDA has a more positive analyst sentiment, with a higher number of
┃ Strong Buy and Buy recommendations. TSLA has a more mixed analyst sentiment, with a
┃ higher number of Hold and Sell recommendations.
┃
┃┃ Note: Please keep in mind that analyst recommendations and stock prices can change
┃┃ rapidly and may not reflect the current market situation. It's always a good idea
┃┃ to do your own research and consult with a financial advisor before making any
┃┃ investment decisions.
If you run with Debug mode
PS F:/python3.11.exe f:/iMM/aiagent/2_finance_agent.py
DEBUG Debug logs enabled
DEBUG *********** Agent Run Start: 3ccf1064-648a-4654-a6a4-06e111db6a1c ***********
DEBUG Function get_current_stock_price from yfinance_tools added to model.
DEBUG Function get_analyst_recommendations from yfinance_tools added to model.
DEBUG ---------- Groq Response Start ----------
DEBUG ============== system ==============
DEBUG ## Instructions
- Use tables to display data.
- Use markdown to format your answers.
DEBUG ============== user ==============
DEBUG Summarize and compare analyst recommendations and fundamentals for TSL
and NVDA
DEBUG ============== assistant ==============
DEBUG Tool Calls: [
{
"id": "call_wz34",
"function": {
"arguments": "{\"symbol\": \"TSLA\"}",
"name": "get_analyst_recommendations"
},
"type": "function"
},
{
"id": "call_fkv1",
"function": {
"arguments": "{\"symbol\": \"NVDA\"}",
"name": "get_analyst_recommendations"
},
"type": "function"
},
{
"id": "call_rvt4",
"function": {
"arguments": "{\"symbol\": \"TSLA\"}",
"name": "get_current_stock_price"
},
"type": "function"
},
{
"id": "call_0ge1",
"function": {
"arguments": "{\"symbol\": \"NVDA\"}",
"name": "get_current_stock_price"
},
"type": "function"
}
]
DEBUG **************** METRICS START ****************
DEBUG * Time to generate response: 4.1421s
DEBUG * Tokens per second: 22.6938 tokens/s
DEBUG * Input tokens: 703
DEBUG * Output tokens: 94
DEBUG * Total tokens: 797
DEBUG * Completion time: 0.4474s
DEBUG * Prompt time: 0.1129s
DEBUG * Queue time: -1.8120s
DEBUG * Total time: 0.5603s
DEBUG **************** METRICS END ******************
DEBUG Getting function get_analyst_recommendations
DEBUG Getting function get_analyst_recommendations
DEBUG Getting function get_current_stock_price
DEBUG Getting function get_current_stock_price
DEBUG Running: get_analyst_recommendations(symbol=TSLA)
DEBUG Running: get_analyst_recommendations(symbol=NVDA)
DEBUG Running: get_current_stock_price(symbol=TSLA)
DEBUG Running: get_current_stock_price(symbol=NVDA)
DEBUG ---------- Groq Response Start ----------
DEBUG ============== system ==============
DEBUG ## Instructions
- Use tables to display data.
- Use markdown to format your answers.
DEBUG ============== user ==============
DEBUG Summarize and compare analyst recommendations and fundamentals for TSL and NVDA
DEBUG ============== assistant ==============
DEBUG Tool Calls: [
{
"id": "call_wz34",
"function": {
"arguments": "{\"symbol\": \"TSLA\"}",
"name": "get_analyst_recommendations"
},
"type": "function"
},
{
"id": "call_fkv1",
"function": {
"arguments": "{\"symbol\": \"NVDA\"}",
"name": "get_analyst_recommendations"
},
"type": "function"
},
{
"id": "call_rvt4",
"function": {
"arguments": "{\"symbol\": \"TSLA\"}",
"name": "get_current_stock_price"
},
"type": "function"
},
{
"id": "call_0ge1",
"function": {
"arguments": "{\"symbol\": \"NVDA\"}",
"name": "get_current_stock_price"
},
"type": "function"
}
]
DEBUG ============== tool ==============
DEBUG Tool call Id: call_wz34
DEBUG {"0":{"period":"0m","strongBuy":6,"buy":14,"hold":15,"sell":9,"strongSell":4},"1":{"
period":"-1m","strongBuy":6,"buy":14,"hold":15,"sell":8,"strongSell":5},"2":{"period
":"-2m","strongBuy":5,"buy":13,"hold":17,"sell":8,"strongSell":5},"3":{"period":"-3m
","strongBuy":6,"buy":12,"hold":19,"sell":7,"strongSell":4}}
DEBUG ============== tool ==============
DEBUG Tool call Id: call_fkv1
DEBUG {"0":{"period":"0m","strongBuy":12,"buy":46,"hold":5,"sell":0,"strongSell":0},"1":{"
period":"-1m","strongBuy":12,"buy":48,"hold":4,"sell":0,"strongSell":0},"2":{"period
":"-2m","strongBuy":12,"buy":48,"hold":4,"sell":0,"strongSell":0},"3":{"period":"-3m
","strongBuy":11,"buy":48,"hold":3,"sell":0,"strongSell":1}}
DEBUG ============== tool ==============
DEBUG Tool call Id: call_rvt4
DEBUG 394.7400
DEBUG ============== tool ==============
DEBUG Tool call Id: call_0ge1
DEBUG 135.9100
DEBUG ============== assistant ==============
DEBUG ### Analyst Recommendations for TSLA and NVDA
The following tables summarize the analyst recommendations for TSLA and NVDA:
#### TSLA Analyst Recommendations
| Period | Strong Buy | Buy | Hold | Sell | Strong Sell |
| --- | --- | --- | --- | --- | --- |
| 0m | 6 | 14 | 15 | 9 | 4 |
| -1m | 6 | 14 | 15 | 8 | 5 |
| -2m | 5 | 13 | 17 | 8 | 5 |
| -3m | 6 | 12 | 19 | 7 | 4 |
#### NVDA Analyst Recommendations
| Period | Strong Buy | Buy | Hold | Sell | Strong Sell |
| --- | --- | --- | --- | --- | --- |
| 0m | 12 | 46 | 5 | 0 | 0 |
| -1m | 12 | 48 | 4 | 0 | 0 |
| -2m | 12 | 48 | 4 | 0 | 0 |
| -3m | 11 | 48 | 3 | 0 | 1 |
### Comparison of Analyst Recommendations
TSLA has a more mixed set of analyst recommendations, with a significant number of
"Hold" and "Sell" ratings. In contrast, NVDA has a much more positive set of analyst
recommendations, with a large majority of "Strong Buy" and "Buy" ratings.
### Current Stock Prices
The current stock prices for TSLA and NVDA are:
* TSLA: $394.74
* NVDA: $135.91
### Fundamental Comparison
Without additional data, it's difficult to make a direct comparison of the
fundamentals of TSLA and NVDA. However, based on the analyst recommendations, it
appears that NVDA is currently viewed more favorably by analysts.
DEBUG **************** METRICS START ****************
DEBUG * Time to generate response: 2.3808s
DEBUG * Tokens per second: 169.6931 tokens/s
DEBUG * Input tokens: 699
DEBUG * Output tokens: 404
DEBUG * Total tokens: 1103
DEBUG * Completion time: 1.4691s
DEBUG * Prompt time: 0.0763s
DEBUG * Queue time: 0.0188s
DEBUG * Total time: 1.5454s
DEBUG **************** METRICS END ******************
DEBUG ---------- Groq Response End ----------
DEBUG Added 7 Messages to AgentMemory
DEBUG Added AgentRun to AgentMemory
DEBUG --**-- Logging Agent Run
DEBUG *********** Agent Run End: 3ccf1064-648a-4654-a6a4-06e111db6a1c ***********
┏━ Message ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┓
┃ ┃
┃ Summarize and compare analyst recommendations and fundamentals for TSL and NVDA ┃
┃ ┃
┗━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┛
┏━ Response (11.6s) ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┓
┃ ┃
┃ Running: ┃
┃ ┃
┃ • get_analyst_recommendations(symbol=TSLA) ┃
┃ • get_analyst_recommendations(symbol=NVDA) ┃
┃ • get_current_stock_price(symbol=TSLA) ┃
┃ • get_current_stock_price(symbol=NVDA) ┃
┃ ┃
┃ Analyst Recommendations for TSLA and NVDA ┃
┃ ┃
┃ The following tables summarize the analyst recommendations for TSLA and NVDA: ┃
┃ ┃
┃ TSLA Analyst Recommendations ┃
┃ ┃
┃ ┃
┃ Period Strong Buy Buy Hold Sell Strong Sell ┃
┃ ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ ┃
┃ 0m 6 14 15 9 4 ┃
┃ -1m 6 14 15 8 5 ┃
┃ -2m 5 13 17 8 5 ┃
┃ -3m 6 12 19 7 4 ┃
┃ ┃
┃ ┃
┃ NVDA Analyst Recommendations ┃
┃ ┃
┃ ┃
┃ Period Strong Buy Buy Hold Sell Strong Sell ┃
┃ ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ ┃
┃ 0m 12 46 5 0 0 ┃
┃ -1m 12 48 4 0 0 ┃
┃ -2m 12 48 4 0 0 ┃
┃ -3m 11 48 3 0 1 ┃
┃ ┃
┃ ┃
┃ Comparison of Analyst Recommendations ┃
┃ ┃
┃ TSLA has a more mixed set of analyst recommendations, with a significant number of "Hold" ┃
┃ and "Sell" ratings. In contrast, NVDA has a much more positive set of analyst ┃
┃ recommendations, with a large majority of "Strong Buy" and "Buy" ratings. ┃
┃ ┃
┃ Current Stock Prices ┃
┃ ┃
┃ The current stock prices for TSLA and NVDA are: ┃
┃ ┃
┃ • TSLA: $394.74 ┃
┃ • NVDA: $135.91 ┃
┃ ┃
┃ Fundamental Comparison ┃
┃ ┃
┃ Without additional data, it's difficult to make a direct comparison of the fundamentals ┃
┃ of TSLA and NVDA. However, based on the analyst recommendations, it appears that NVDA is ┃
┃ currently viewed more favorably by analysts.
ChatGPT Prompt
Summarize and compare analyst recommendations and fundamentals for TSL and NVDA
Response
Tesla Inc. (TSLA) and NVIDIA Corporation (NVDA) are prominent players in the technology and automotive sectors, attracting significant attention from investors and analysts. Here's a comparative overview of their analyst recommendations and financial fundamentals:
Analyst Recommendations:
-
**Tesla (TSLA):**
- Mixed Outlook: Approximately 40% of analysts have issued 'buy' ratings for Tesla, indicating a cautious stance among market experts. citeturn0search0
- Recent Downgrade: Bank of America recently downgraded Tesla from 'buy' to 'neutral,' citing concerns that the stock's current valuation does not fully account for execution risks associated with ventures like robotaxis and energy storage. citeturn0news26
-
**NVIDIA (NVDA):**
- Positive Sentiment: NVIDIA continues to receive favorable evaluations from Wall Street analysts, who highlight its leadership in AI hardware and software. citeturn0news24
- Recent Developments: Following CEO Jensen Huang's presentation at CES 2025, analysts reaffirmed their positive ratings, emphasizing NVIDIA's advancements in AI technology and strategic partnerships. citeturn0news27
Financial Fundamentals:
-
**Tesla (TSLA):**
- Market Position: Tesla is a leading electric vehicle manufacturer with ventures in energy storage and autonomous driving technology.
- Valuation Concerns: Analysts have noted that Tesla's forward price-to-earnings (P/E) ratio is relatively high compared to traditional automakers, suggesting that the stock may be priced with significant growth expectations. citeturn0search0
-
**NVIDIA (NVDA):**
- Market Position: NVIDIA is a dominant player in the AI and GPU markets, with its technologies widely used across various industries, including gaming, data centers, and autonomous vehicles.
- Growth Prospects: The company's recent product launches, such as the GeForce RTX 50 series and the Blackwell AI processor series, are expected to drive future revenue growth. citeturn0news24
Recent Stock Performance:
-
**Tesla (TSLA):**
- Current Price: As of January 11, 2025, Tesla's stock is trading at $394.74, reflecting a slight decrease of 0.07% from the previous close.
-
**NVIDIA (NVDA):**
- Current Price: As of January 11, 2025, NVIDIA's stock is priced at $135.91, showing a decline of 2.98% from the previous close.
Conclusion:
Both Tesla and NVIDIA are at the forefront of innovation in their respective fields, attracting substantial interest from investors and analysts. While NVIDIA enjoys a broadly positive outlook due to its advancements in AI technology, Tesla faces a more mixed reception, with concerns about execution risks and high valuations. Investors should consider these factors, along with their financial goals and risk tolerance, when evaluating potential investments in these companies....
Perplexity Response:
### Analyst Recommendations and Fundamentals for TSL (Tesla) and NVDA (NVIDIA)
**Overview**
This summary compares the analyst recommendations and fundamental analyses for Tesla (TSL) and NVIDIA (NVDA) as of January 2025. Both companies are leaders in their respective sectors, with Tesla focusing on electric vehicles and NVIDIA on graphics processing units and AI technologies.
## Tesla (TSL)
**Analyst Recommendations**
- **Consensus Rating**: The consensus among analysts is mixed. TipRanks rates Tesla as a "Hold," with 11 analysts recommending a "Buy," 14 suggesting to "Hold," and 9 advising to "Sell" [5].
- **Price Targets**: Analysts have varied price targets for Tesla, averaging around $232.64 for 2025, with predictions ranging from $24.86 to $400 [3]. Morningstar considers Tesla overvalued at its current price of around $210 [3].
**Fundamentals**
- **Growth Prospects**: Tesla's growth is expected to be driven by advancements in AI, self-driving technology, and the introduction of a low-cost EV model priced under $30,000 [5]. However, there are concerns about profitability amidst rising manufacturing costs.
- **Financial Performance**: In 2024, Tesla reported record revenues and increasing profit margins, indicating strong operational performance [7]. Despite this, the stock faces volatility due to high valuation concerns.
- **Market Sentiment**: The sentiment towards Tesla remains cautious but optimistic due to its innovative potential and market leadership in the EV sector.
## NVIDIA (NVDA)
**Analyst Recommendations**
- **Consensus Rating**: Analysts maintain a positive outlook on NVIDIA, with many revising their earnings estimates upwards. The average price target is approximately $173.75, with a range from $76.15 to $231 [6].
- **Growth Expectations**: Analysts anticipate strong growth in earnings and revenues, with significant upward revisions in EPS forecasts over the past year [2].
**Fundamentals**
- **Financial Metrics**: NVIDIA boasts a high EBITDA/Sales ratio indicating strong profitability. Its net profit margin is approximately 49%, and return on equity is around 96% [4]. However, the company's P/E ratio is high at about 50.94 for the current year, suggesting it may be overvalued relative to its earnings potential [2].
- **Investment Leverage**: NVIDIA's solid financial position allows for substantial investments in growth opportunities, particularly in AI and gaming sectors [2][4].
- **Market Positioning**: The company has demonstrated robust performance metrics, including significant revenue growth projections of 71% year-over-year [4].
## Comparative Summary
| Feature | TSL (Tesla) | NVDA (NVIDIA) |
|--------------------------------|--------------------------------|--------------------------------------|
| **Consensus Rating** | Hold | Positive |
| **Average Price Target** | $232.64 | $173.75 |
| **Growth Drivers** | AI, self-driving tech, affordable EVs | Gaming, AI advancements |
| **Profit Margins** | Increasing | ~49% |
| **P/E Ratio** | High valuation concerns | High but justified by growth |
| **Market Sentiment** | Mixed | Optimistic |
In conclusion, while both TSL and NVDA show promising growth potential driven by technological advancements, analysts express more caution regarding Tesla's valuation compared to NVIDIA's robust fundamentals and optimistic growth forecasts.
Citations:
[1] https://beincrypto.com/price/energo/price-prediction/
[2] https://in.marketscreener.com/quote/stock/NVIDIA-CORPORATION-57355629/ratings/
[3] https://capital.com/tesla-stock-price-in-5-years
[4] https://www.youtube.com/watch?v=91rRcfybVQY
[5] https://www.tipranks.com/news/is-tesla-tsla-stock-more-likely-to-thrive-or-fall-in-2025
[6] https://www.alphaspread.com/security/nasdaq/nvda/summary
[7] https://www.investing.com/analysis/tesla-why-this-should-be-the-first-stock-you-consider-buying-in-2025-200655806
[8] https://www.nasdaq.com/articles/validea-detailed-fundamental-analysis-nvda-81
[9] https://coincodex.com/stock/TSLA/price-prediction/
Credits: codebasics YT Channel (https://www.youtube.com/watch?v=EUey9L9sgzE) |
ChatGPT |
Perplexity |
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