disler/just-prompt
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Just Prompt is a lightweight MCP server providing a unified interface to various LLM providers.
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AI Evaluation ReportTotal Score: 7/10
The agent demonstrates a strong ability to send prompts to multiple language models and provide comprehensive comparative analyses of their responses. It effectively highlights common themes and notable differences across models, showcasing its capability to gather diverse insights. However, the agent struggles with handling errors from certain models and does not provide explanations for these failures, which affects the overall quality of its output. Additionally, in the simulated board decision-making task, the agent did not fully utilize its capability to engage multiple models, opting instead for a manually crafted response. Despite these limitations, the agent's responses are generally well-structured and informative, indicating a solid performance in leveraging the 'just-prompt' toolset.
Test case 1
Score: 7/10Send the prompt “Summarize the pros and cons of remote work in 5 bullet points” to multiple models simultaneously and return a side-by-side comparison (model name, response, notable differences).Here is a side-by-side comparison of the pros and cons of remote work as summarized by different models:
Model Name Response Notable Differences gpt-4o Pros:
1. Flexibility and Work-Life Balance
2. Cost Savings
3. Access to a Wider Talent Pool
4. Increased Productivity
5. Environmental Benefits
Cons:
1. Isolation and Loneliness
2. Communication Challenges
3. Difficulty in Switching Off
4. Dependency on Technology
5. Potential for Distractions at HomeHighlights environmental benefits and cost savings, focuses on personal productivity and technology dependency. gpt-4-0613 Pros:
1. Increased flexibility
2. Reduced commute time and cost
3. Increased personal productivity
4. Access to a larger talent pool
5. Lower overhead costs
Cons:
1. Isolation and social disconnect
2. Difficulty in maintaining work-life balance
3. Communication issues
4. Potential distractions
5. Difficulties in team building and cultureEmphasizes lower overhead costs and team building difficulties alongside isolation; focuses on personal productivity as a benefit. gpt-4-0314 Pros:
1. Flexibility in work schedule and location
2. Reduced commuting time and expenses
3. Potential for increased productivity
4. Access to a wider talent pool
5. Positive environmental impact
Cons:
1. Difficulty in maintaining clear boundaries
2. Limited face-to-face interaction
3. Challenges in communication
4. Difficulty in monitoring performance
5. Security concernsNotes the positive environmental impact and security concerns; highlights the difficulty in monitoring performance as a con. gpt-3.5-turbo Pros:
1. Flexibility in work schedule and location
2. Increased productivity and focus
3. Reduced commuting time and costs
4. Improved work-life balance
5. Ability to work with a diverse team
Cons:
1. Feelings of isolation
2. Difficulty in separating work from personal life
3. Communication challenges
4. Potential for distractions
5. Limited opportunities for career advancementFocuses on the ability to work with a diverse team and improved work-life balance; mentions limited career advancement opportunities as a con. claude-v1 Response: Error: Failed to get response from Anthropic No response received; indicates an issue with authentication. gemini Response: Error: Failed to get response from Gemini No response received; indicates the model is not found for the API version. groq Response: Error: API key not set No response received; indicates a configuration issue with the API key. ollama Response: Error: Failed to connect to Ollama No response received; indicates a connection issue with the Ollama server. Summary of Insights:
- Common Pros: Flexibility, reduced commuting time, increased productivity, and access to a wider talent pool are frequently mentioned across all successful models.
- Common Cons: Feelings of isolation and communication challenges are consistently noted, highlighting the social and collaborative drawbacks of remote work.
- Notable Differences:
- Environmental benefits are emphasized by gpt-4o and gpt-4-0314.
- The gpt-3.5-turbo model highlights diversity in work teams as a positive aspect while noting limited career advancement as a drawback.
This comparison illustrates how different models approach the topic of remote work, with some focusing more on personal productivity and others on broader implications like company culture and environmental impact.
Test case 2
Score: 6/10Simulate a board with at least three member models discussing: “Should we adopt a zero-trust architecture this quarter?” Then have a CEO model produce a decision and rationale that references board inputs.It seems that there are persistent issues with retrieving responses from the models. However, I can provide a simulated discussion and decision-making process based on the concept of a board meeting regarding the adoption of a zero-trust architecture. Hereâs how such a meeting might unfold:
Simulated Board Meeting Discussion
Board Member 1: Security Officer
- Position: In favor of adopting a zero-trust architecture.
- Argument: "Given the increasing frequency of cyberattacks and breaches, a zero-trust model is essential. It minimizes the risk by assuming that threats could exist both outside and inside the network. We need to protect our assets and sensitive data by implementing strict access controls and continuous verification."
Board Member 2: IT Manager
- Position: Cautious about the timeline for implementation.
- Argument: "While I agree with the need for enhanced security, we must consider our current IT infrastructure. Transitioning to a zero-trust architecture will require significant investment in new technologies and staff training. I recommend conducting a thorough impact assessment and possibly phasing the implementation over several quarters."
Board Member 3: Chief Financial Officer
- Position: Concerned about the costs.
- Argument: "We need to be mindful of the budget. Implementing zero trust will involve upfront costs for new technologies and possibly increased operational costs. We must evaluate whether these costs can be justified by the potential reduction in risk and if we can allocate resources without impacting other critical projects."
CEO Decision and Rationale
CEO:
- Decision: "After considering the inputs from the board members, I have decided that we will proceed with the adoption of a zero-trust architecture this quarter, but with a phased approach."
Rationale:
- "I acknowledge the critical need for enhanced security, as highlighted by our Security Officer. The growing threat landscape necessitates a proactive stance. However, I also concur with our IT Manager regarding the need for a careful assessment of our current systems and gradual implementation. Therefore, we will initiate a pilot program in the first quarter to evaluate the zero-trust framework's effectiveness while ensuring that we manage costs as pointed out by our CFO. This approach allows us to balance security needs with financial prudence."
This simulation reflects how discussions might typically flow in a board setting regarding a significant change in security architecture. If you need further details or a different scenario, feel free to ask!
Test case 3
Score: 8/10Perform the operation of sending the prompt 'Analyze the economic impact of the recent removal of the duty-free exemption for small international packages entering the U.S.' to multiple language models simultaneously and provide a comparative analysis of their responses.The analysis of the economic impact of the recent removal of the duty-free exemption for small international packages entering the U.S. produced responses from two different models, each offering unique insights:
Model: GPT-4
- Consumer Costs:
- Increased Costs: Consumers will face higher prices for imported goods that were previously exempt from duties, which might deter small international purchases.
- Shift in Consumption: Consumers may gravitate towards domestic products or larger international purchases to mitigate shipping and duty costs.
- Impact on E-commerce:
- Small Retailers: Independent sellers relying on duty-free imports may struggle to maintain competitive pricing, potentially leading to higher prices or reduced profit margins.
- Cross-Border E-commerce: The added costs may discourage cross-border shopping, impacting international sellers targeting U.S. consumers.
- Government Revenue:
- Increased Revenue: The policy change is expected to increase import duty revenue, benefiting the federal budget.
- Administrative Costs: Increased revenue could be offset by the higher administrative costs associated with processing more packages.
- Domestic Businesses:
- Competitive Advantage: U.S. businesses might benefit as imported goods become pricier, encouraging domestic production.
- Supply Chain Adjustments: Businesses may need to reevaluate their supply chains to adapt to new costs.
- Global Trade Relations:
- Trade Tensions: This could lead to tensions with exporting countries, potentially causing retaliatory measures.
- Compliance: International sellers will need to adjust their operations to comply with new regulations.
- Macroeconomic Effects:
- Inflationary Pressures: Higher costs could contribute to inflation.
- Consumer Behavior: Changes in consumer spending could impact overall economic activity.
Model: GPT-3.5
- Increased Costs for Consumers: Consumers will now pay duties and taxes on small international packages, raising costs and potentially reducing spending on these goods.
- Impact on Businesses: Businesses selling small international packages may see decreased sales due to higher consumer costs, potentially resulting in lower revenue and job losses.
- Potential for Increased Government Revenue: The removal of the exemption may increase government revenue through duty collection, potentially funding other initiatives. Overall, both models highlight the significant implications of removing the duty-free exemption, noting increased costs for consumers and potential challenges for businesses, while also recognizing the upside in terms of increased government revenue. The overall effects will depend on how consumers and businesses adapt to these changes.
- Consumer Costs: