Instructions to use ArjunShukla/PromptForge-Optimizer with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use ArjunShukla/PromptForge-Optimizer with PEFT:

from peft import PeftModel
from transformers import AutoModelForCausalLM

base_model = AutoModelForCausalLM.from_pretrained("Qwen/Qwen2.5-1.5B-Instruct")
model = PeftModel.from_pretrained(base_model, "ArjunShukla/PromptForge-Optimizer")

Transformers

How to use ArjunShukla/PromptForge-Optimizer with Transformers:

# Use a pipeline as a high-level helper
from transformers import pipeline

pipe = pipeline("text-generation", model="ArjunShukla/PromptForge-Optimizer")
messages = [
    {"role": "user", "content": "Who are you?"},
]
pipe(messages)

# Load model directly
from transformers import AutoModel
model = AutoModel.from_pretrained("ArjunShukla/PromptForge-Optimizer", device_map="auto")

Notebooks
Google Colab
Kaggle
Local Apps Settings

vLLM

How to use ArjunShukla/PromptForge-Optimizer with vLLM:

Install from pip and serve model

# Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "ArjunShukla/PromptForge-Optimizer"
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:8000/v1/chat/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "ArjunShukla/PromptForge-Optimizer",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Use Docker

docker model run hf.co/ArjunShukla/PromptForge-Optimizer

SGLang

How to use ArjunShukla/PromptForge-Optimizer with SGLang:

Install from pip and serve model

# Install SGLang from pip:
pip install sglang
# Start the SGLang server:
python3 -m sglang.launch_server \
    --model-path "ArjunShukla/PromptForge-Optimizer" \
    --host 0.0.0.0 \
    --port 30000
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:30000/v1/chat/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "ArjunShukla/PromptForge-Optimizer",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Use Docker images

docker run --gpus all \
    --shm-size 32g \
    -p 30000:30000 \
    -v ~/.cache/huggingface:/root/.cache/huggingface \
    --env "HF_TOKEN=<secret>" \
    --ipc=host \
    lmsysorg/sglang:latest \
    python3 -m sglang.launch_server \
        --model-path "ArjunShukla/PromptForge-Optimizer" \
        --host 0.0.0.0 \
        --port 30000
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:30000/v1/chat/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "ArjunShukla/PromptForge-Optimizer",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Docker Model Runner
How to use ArjunShukla/PromptForge-Optimizer with Docker Model Runner:
```
docker model run hf.co/ArjunShukla/PromptForge-Optimizer
```

PromptForge-Optimizer

File size: 114,237 Bytes

5bb7ea0

prompt,task_type,canonical_task,quality_level,quality_score,clarity,specificity,context,goal_definition,constraints,completeness,actionability,issues,missing_information,analysis_json,optimized_prompt,messages_json
Help me migrate from monolith to services,general,Help me migrate from monolith to services,0,21,34,21,19,23,3,17,29,"[""too_vague"", ""missing_context"", ""ambiguous_objective"", ""insufficient_constraints"", ""incomplete_prompt""]","[""context"", ""goal"", ""constraints"", ""specific_requirements"", ""output_format"", ""actionable_steps""]","{""quality_score"": 21, ""dimensions"": {""clarity"": 34, ""specificity"": 21, ""context"": 19, ""goal_definition"": 23, ""constraints"": 3, ""completeness"": 17, ""actionability"": 29}, ""issues"": [""too_vague"", ""missing_context"", ""ambiguous_objective"", ""insufficient_constraints"", ""incomplete_prompt""], ""missing_information"": [""context"", ""goal"", ""constraints"", ""specific_requirements"", ""output_format"", ""actionable_steps""]}","Create a pragmatic monolith-to-services migration plan for experienced developers.
This will run locally first.

Identify bounded contexts, strangler pattern steps, risks, and rollback.
Return JSON where structure helps.","[{""role"": ""system"", ""content"": ""You are PromptForge Optimizer. Rewrite the user's prompt into a clear, specific, complete, and actionable LLM prompt. Preserve the original intent and topic. Add missing audience, context, constraints, and output format when needed. Return ONLY the optimized prompt text \u2014 no commentary.""}, {""role"": ""user"", ""content"": ""Task type: general\nOriginal prompt:\nHelp me migrate from monolith to services\n\nQuality analysis:\n- quality_score: 21\n- clarity: 34\n- specificity: 21\n- context: 19\n- goal_definition: 23\n- constraints: 3\n- completeness: 17\n- actionability: 29\n- issues: too_vague, missing_context, ambiguous_objective, insufficient_constraints, incomplete_prompt\n- missing_information: context, goal, constraints, specific_requirements, output_format, actionable_steps\n\nRewrite this into a high-quality optimized prompt.\nKeep the same goal and topic as the original.\nReturn only the optimized prompt.""}, {""role"": ""assistant"", ""content"": ""Create a pragmatic monolith-to-services migration plan for experienced developers.\nThis will run locally first.\n\nIdentify bounded contexts, strangler pattern steps, risks, and rollback.\nReturn JSON where structure helps.""}]"
Create a meditation timer app,coding,Create a meditation timer app,0,23,32,24,17,24,7,25,30,"[""too_vague"", ""missing_context"", ""ambiguous_objective"", ""insufficient_constraints"", ""incomplete_prompt""]","[""context"", ""goal"", ""constraints"", ""specific_requirements"", ""output_format"", ""actionable_steps""]","{""quality_score"": 23, ""dimensions"": {""clarity"": 32, ""specificity"": 24, ""context"": 17, ""goal_definition"": 24, ""constraints"": 7, ""completeness"": 25, ""actionability"": 30}, ""issues"": [""too_vague"", ""missing_context"", ""ambiguous_objective"", ""insufficient_constraints"", ""incomplete_prompt""], ""missing_information"": [""context"", ""goal"", ""constraints"", ""specific_requirements"", ""output_format"", ""actionable_steps""]}","Build a meditation timer app for experienced developers.
This is for a university project.

Features: timed sessions, ambient sound option, streak tracking.
Requirements:
- Prefer a simple, readable stack.
- Calm, distraction-free UI

Include short examples.","[{""role"": ""system"", ""content"": ""You are PromptForge Optimizer. Rewrite the user's prompt into a clear, specific, complete, and actionable LLM prompt. Preserve the original intent and topic. Add missing audience, context, constraints, and output format when needed. Return ONLY the optimized prompt text \u2014 no commentary.""}, {""role"": ""user"", ""content"": ""Task type: coding\nOriginal prompt:\nCreate a meditation timer app\n\nQuality analysis:\n- quality_score: 23\n- clarity: 32\n- specificity: 24\n- context: 17\n- goal_definition: 24\n- constraints: 7\n- completeness: 25\n- actionability: 30\n- issues: too_vague, missing_context, ambiguous_objective, insufficient_constraints, incomplete_prompt\n- missing_information: context, goal, constraints, specific_requirements, output_format, actionable_steps\n\nRewrite this into a high-quality optimized prompt.\nKeep the same goal and topic as the original.\nReturn only the optimized prompt.""}, {""role"": ""assistant"", ""content"": ""Build a meditation timer app for experienced developers.\nThis is for a university project.\n\nFeatures: timed sessions, ambient sound option, streak tracking.\nRequirements:\n- Prefer a simple, readable stack.\n- Calm, distraction-free UI\n\nInclude short examples.""}]"
Make a browser extension for tab groups,coding,Make a browser extension for tab groups,0,19,35,14,16,20,12,10,26,"[""too_vague"", ""missing_context"", ""ambiguous_objective"", ""insufficient_constraints"", ""incomplete_prompt""]","[""context"", ""goal"", ""constraints"", ""specific_requirements"", ""output_format"", ""actionable_steps""]","{""quality_score"": 19, ""dimensions"": {""clarity"": 35, ""specificity"": 14, ""context"": 16, ""goal_definition"": 20, ""constraints"": 12, ""completeness"": 10, ""actionability"": 26}, ""issues"": [""too_vague"", ""missing_context"", ""ambiguous_objective"", ""insufficient_constraints"", ""incomplete_prompt""], ""missing_information"": [""context"", ""goal"", ""constraints"", ""specific_requirements"", ""output_format"", ""actionable_steps""]}","Build a browser extension for managing tab groups for beginners.
This is for a portfolio demo.

Features: save/restore tab sets, name groups, quick switch.
Requirements:
- Manifest V3 compatible approach
- Minimal permissions

Return a clear Markdown plan.","[{""role"": ""system"", ""content"": ""You are PromptForge Optimizer. Rewrite the user's prompt into a clear, specific, complete, and actionable LLM prompt. Preserve the original intent and topic. Add missing audience, context, constraints, and output format when needed. Return ONLY the optimized prompt text \u2014 no commentary.""}, {""role"": ""user"", ""content"": ""Task type: coding\nOriginal prompt:\nMake a browser extension for tab groups\n\nQuality analysis:\n- quality_score: 19\n- clarity: 35\n- specificity: 14\n- context: 16\n- goal_definition: 20\n- constraints: 12\n- completeness: 10\n- actionability: 26\n- issues: too_vague, missing_context, ambiguous_objective, insufficient_constraints, incomplete_prompt\n- missing_information: context, goal, constraints, specific_requirements, output_format, actionable_steps\n\nRewrite this into a high-quality optimized prompt.\nKeep the same goal and topic as the original.\nReturn only the optimized prompt.""}, {""role"": ""assistant"", ""content"": ""Build a browser extension for managing tab groups for beginners.\nThis is for a portfolio demo.\n\nFeatures: save/restore tab sets, name groups, quick switch.\nRequirements:\n- Manifest V3 compatible approach\n- Minimal permissions\n\nReturn a clear Markdown plan.""}]"
Build a multiplayer tic-tac-toe,coding,Build a multiplayer tic-tac-toe,0,19,23,14,9,30,18,20,20,"[""too_vague"", ""missing_context"", ""ambiguous_objective"", ""insufficient_constraints"", ""incomplete_prompt""]","[""context"", ""goal"", ""constraints"", ""specific_requirements"", ""output_format"", ""actionable_steps""]","{""quality_score"": 19, ""dimensions"": {""clarity"": 23, ""specificity"": 14, ""context"": 9, ""goal_definition"": 30, ""constraints"": 18, ""completeness"": 20, ""actionability"": 20}, ""issues"": [""too_vague"", ""missing_context"", ""ambiguous_objective"", ""insufficient_constraints"", ""incomplete_prompt""], ""missing_information"": [""context"", ""goal"", ""constraints"", ""specific_requirements"", ""output_format"", ""actionable_steps""]}","Build a multiplayer tic-tac-toe game for students.
This is for a university project.

Features: create/join room, turn-based play, win/draw detection.
Requirements:
- Use TypeScript and React.
- Simple realtime or polling updates

Return JSON where structure helps.","[{""role"": ""system"", ""content"": ""You are PromptForge Optimizer. Rewrite the user's prompt into a clear, specific, complete, and actionable LLM prompt. Preserve the original intent and topic. Add missing audience, context, constraints, and output format when needed. Return ONLY the optimized prompt text \u2014 no commentary.""}, {""role"": ""user"", ""content"": ""Task type: coding\nOriginal prompt:\nBuild a multiplayer tic-tac-toe\n\nQuality analysis:\n- quality_score: 19\n- clarity: 23\n- specificity: 14\n- context: 9\n- goal_definition: 30\n- constraints: 18\n- completeness: 20\n- actionability: 20\n- issues: too_vague, missing_context, ambiguous_objective, insufficient_constraints, incomplete_prompt\n- missing_information: context, goal, constraints, specific_requirements, output_format, actionable_steps\n\nRewrite this into a high-quality optimized prompt.\nKeep the same goal and topic as the original.\nReturn only the optimized prompt.""}, {""role"": ""assistant"", ""content"": ""Build a multiplayer tic-tac-toe game for students.\nThis is for a university project.\n\nFeatures: create/join room, turn-based play, win/draw detection.\nRequirements:\n- Use TypeScript and React.\n- Simple realtime or polling updates\n\nReturn JSON where structure helps.""}]"
Create a GitHub issue triage bot,coding,Create a GitHub issue triage bot,0,18,22,16,22,27,9,11,17,"[""too_vague"", ""missing_context"", ""ambiguous_objective"", ""insufficient_constraints"", ""incomplete_prompt""]","[""context"", ""goal"", ""constraints"", ""specific_requirements"", ""output_format"", ""actionable_steps""]","{""quality_score"": 18, ""dimensions"": {""clarity"": 22, ""specificity"": 16, ""context"": 22, ""goal_definition"": 27, ""constraints"": 9, ""completeness"": 11, ""actionability"": 17}, ""issues"": [""too_vague"", ""missing_context"", ""ambiguous_objective"", ""insufficient_constraints"", ""incomplete_prompt""], ""missing_information"": [""context"", ""goal"", ""constraints"", ""specific_requirements"", ""output_format"", ""actionable_steps""]}","Build a GitHub issue triage helper for students.
This is for a small production MVP.

Label issues by keywords, suggest assignees, summarize new issues.
Requirements:
- Clear CLI or webhook entrypoint
- Configurable rules

Return JSON where structure helps.","[{""role"": ""system"", ""content"": ""You are PromptForge Optimizer. Rewrite the user's prompt into a clear, specific, complete, and actionable LLM prompt. Preserve the original intent and topic. Add missing audience, context, constraints, and output format when needed. Return ONLY the optimized prompt text \u2014 no commentary.""}, {""role"": ""user"", ""content"": ""Task type: coding\nOriginal prompt:\nCreate a GitHub issue triage bot\n\nQuality analysis:\n- quality_score: 18\n- clarity: 22\n- specificity: 16\n- context: 22\n- goal_definition: 27\n- constraints: 9\n- completeness: 11\n- actionability: 17\n- issues: too_vague, missing_context, ambiguous_objective, insufficient_constraints, incomplete_prompt\n- missing_information: context, goal, constraints, specific_requirements, output_format, actionable_steps\n\nRewrite this into a high-quality optimized prompt.\nKeep the same goal and topic as the original.\nReturn only the optimized prompt.""}, {""role"": ""assistant"", ""content"": ""Build a GitHub issue triage helper for students.\nThis is for a small production MVP.\n\nLabel issues by keywords, suggest assignees, summarize new issues.\nRequirements:\n- Clear CLI or webhook entrypoint\n- Configurable rules\n\nReturn JSON where structure helps.""}]"
Automate my CSV reports,coding,Automate my CSV reports,0,22,26,20,19,32,14,21,23,"[""too_vague"", ""missing_context"", ""ambiguous_objective"", ""insufficient_constraints"", ""incomplete_prompt""]","[""context"", ""goal"", ""constraints"", ""specific_requirements"", ""output_format"", ""actionable_steps""]","{""quality_score"": 22, ""dimensions"": {""clarity"": 26, ""specificity"": 20, ""context"": 19, ""goal_definition"": 32, ""constraints"": 14, ""completeness"": 21, ""actionability"": 23}, ""issues"": [""too_vague"", ""missing_context"", ""ambiguous_objective"", ""insufficient_constraints"", ""incomplete_prompt""], ""missing_information"": [""context"", ""goal"", ""constraints"", ""specific_requirements"", ""output_format"", ""actionable_steps""]}","Build a script or small tool that automates CSV reporting for startup founders.
This is a weekend prototype.

Read CSVs, compute summaries, and export a clean report.
Requirements:
- Clear CLI flags
- Handle malformed rows safely

Return a clear Markdown plan.","[{""role"": ""system"", ""content"": ""You are PromptForge Optimizer. Rewrite the user's prompt into a clear, specific, complete, and actionable LLM prompt. Preserve the original intent and topic. Add missing audience, context, constraints, and output format when needed. Return ONLY the optimized prompt text \u2014 no commentary.""}, {""role"": ""user"", ""content"": ""Task type: coding\nOriginal prompt:\nAutomate my CSV reports\n\nQuality analysis:\n- quality_score: 22\n- clarity: 26\n- specificity: 20\n- context: 19\n- goal_definition: 32\n- constraints: 14\n- completeness: 21\n- actionability: 23\n- issues: too_vague, missing_context, ambiguous_objective, insufficient_constraints, incomplete_prompt\n- missing_information: context, goal, constraints, specific_requirements, output_format, actionable_steps\n\nRewrite this into a high-quality optimized prompt.\nKeep the same goal and topic as the original.\nReturn only the optimized prompt.""}, {""role"": ""assistant"", ""content"": ""Build a script or small tool that automates CSV reporting for startup founders.\nThis is a weekend prototype.\n\nRead CSVs, compute summaries, and export a clean report.\nRequirements:\n- Clear CLI flags\n- Handle malformed rows safely\n\nReturn a clear Markdown plan.""}]"
Write a tutorial on git rebase,writing,Write a tutorial on git rebase,0,18,34,16,18,18,7,13,22,"[""too_vague"", ""missing_context"", ""ambiguous_objective"", ""insufficient_constraints"", ""incomplete_prompt""]","[""context"", ""goal"", ""constraints"", ""specific_requirements"", ""output_format"", ""actionable_steps""]","{""quality_score"": 18, ""dimensions"": {""clarity"": 34, ""specificity"": 16, ""context"": 18, ""goal_definition"": 18, ""constraints"": 7, ""completeness"": 13, ""actionability"": 22}, ""issues"": [""too_vague"", ""missing_context"", ""ambiguous_objective"", ""insufficient_constraints"", ""incomplete_prompt""], ""missing_information"": [""context"", ""goal"", ""constraints"", ""specific_requirements"", ""output_format"", ""actionable_steps""]}","Write a practical git rebase tutorial for students.
This is for a portfolio demo.

Explain when to rebase vs merge, common commands, and conflict recovery.
Include unsafe pitfalls.
Include short examples.","[{""role"": ""system"", ""content"": ""You are PromptForge Optimizer. Rewrite the user's prompt into a clear, specific, complete, and actionable LLM prompt. Preserve the original intent and topic. Add missing audience, context, constraints, and output format when needed. Return ONLY the optimized prompt text \u2014 no commentary.""}, {""role"": ""user"", ""content"": ""Task type: writing\nOriginal prompt:\nWrite a tutorial on git rebase\n\nQuality analysis:\n- quality_score: 18\n- clarity: 34\n- specificity: 16\n- context: 18\n- goal_definition: 18\n- constraints: 7\n- completeness: 13\n- actionability: 22\n- issues: too_vague, missing_context, ambiguous_objective, insufficient_constraints, incomplete_prompt\n- missing_information: context, goal, constraints, specific_requirements, output_format, actionable_steps\n\nRewrite this into a high-quality optimized prompt.\nKeep the same goal and topic as the original.\nReturn only the optimized prompt.""}, {""role"": ""assistant"", ""content"": ""Write a practical git rebase tutorial for students.\nThis is for a portfolio demo.\n\nExplain when to rebase vs merge, common commands, and conflict recovery.\nInclude unsafe pitfalls.\nInclude short examples.""}]"
Make a browser extension for tab groups,coding,Make a browser extension for tab groups,0,18,35,22,7,18,11,10,20,"[""too_vague"", ""missing_context"", ""ambiguous_objective"", ""insufficient_constraints"", ""incomplete_prompt""]","[""context"", ""goal"", ""constraints"", ""specific_requirements"", ""output_format"", ""actionable_steps""]","{""quality_score"": 18, ""dimensions"": {""clarity"": 35, ""specificity"": 22, ""context"": 7, ""goal_definition"": 18, ""constraints"": 11, ""completeness"": 10, ""actionability"": 20}, ""issues"": [""too_vague"", ""missing_context"", ""ambiguous_objective"", ""insufficient_constraints"", ""incomplete_prompt""], ""missing_information"": [""context"", ""goal"", ""constraints"", ""specific_requirements"", ""output_format"", ""actionable_steps""]}","Build a browser extension for managing tab groups for general users.
This is for a portfolio demo.

Features: save/restore tab sets, name groups, quick switch.
Requirements:
- Manifest V3 compatible approach
- Minimal permissions

Return numbered steps.","[{""role"": ""system"", ""content"": ""You are PromptForge Optimizer. Rewrite the user's prompt into a clear, specific, complete, and actionable LLM prompt. Preserve the original intent and topic. Add missing audience, context, constraints, and output format when needed. Return ONLY the optimized prompt text \u2014 no commentary.""}, {""role"": ""user"", ""content"": ""Task type: coding\nOriginal prompt:\nMake a browser extension for tab groups\n\nQuality analysis:\n- quality_score: 18\n- clarity: 35\n- specificity: 22\n- context: 7\n- goal_definition: 18\n- constraints: 11\n- completeness: 10\n- actionability: 20\n- issues: too_vague, missing_context, ambiguous_objective, insufficient_constraints, incomplete_prompt\n- missing_information: context, goal, constraints, specific_requirements, output_format, actionable_steps\n\nRewrite this into a high-quality optimized prompt.\nKeep the same goal and topic as the original.\nReturn only the optimized prompt.""}, {""role"": ""assistant"", ""content"": ""Build a browser extension for managing tab groups for general users.\nThis is for a portfolio demo.\n\nFeatures: save/restore tab sets, name groups, quick switch.\nRequirements:\n- Manifest V3 compatible approach\n- Minimal permissions\n\nReturn numbered steps.""}]"
Make a reading list for system design,general,Make a reading list for system design,0,21,28,20,15,17,10,26,28,"[""too_vague"", ""missing_context"", ""ambiguous_objective"", ""insufficient_constraints"", ""incomplete_prompt""]","[""context"", ""goal"", ""constraints"", ""specific_requirements"", ""output_format"", ""actionable_steps""]","{""quality_score"": 21, ""dimensions"": {""clarity"": 28, ""specificity"": 20, ""context"": 15, ""goal_definition"": 17, ""constraints"": 10, ""completeness"": 26, ""actionability"": 28}, ""issues"": [""too_vague"", ""missing_context"", ""ambiguous_objective"", ""insufficient_constraints"", ""incomplete_prompt""], ""missing_information"": [""context"", ""goal"", ""constraints"", ""specific_requirements"", ""output_format"", ""actionable_steps""]}","Create a system-design reading and practice list for startup founders.
This is for a portfolio demo.

Order topics from fundamentals to advanced, with weekly milestones.
Include short examples.","[{""role"": ""system"", ""content"": ""You are PromptForge Optimizer. Rewrite the user's prompt into a clear, specific, complete, and actionable LLM prompt. Preserve the original intent and topic. Add missing audience, context, constraints, and output format when needed. Return ONLY the optimized prompt text \u2014 no commentary.""}, {""role"": ""user"", ""content"": ""Task type: general\nOriginal prompt:\nMake a reading list for system design\n\nQuality analysis:\n- quality_score: 21\n- clarity: 28\n- specificity: 20\n- context: 15\n- goal_definition: 17\n- constraints: 10\n- completeness: 26\n- actionability: 28\n- issues: too_vague, missing_context, ambiguous_objective, insufficient_constraints, incomplete_prompt\n- missing_information: context, goal, constraints, specific_requirements, output_format, actionable_steps\n\nRewrite this into a high-quality optimized prompt.\nKeep the same goal and topic as the original.\nReturn only the optimized prompt.""}, {""role"": ""assistant"", ""content"": ""Create a system-design reading and practice list for startup founders.\nThis is for a portfolio demo.\n\nOrder topics from fundamentals to advanced, with weekly milestones.\nInclude short examples.""}]"
Make a smart home dashboard,coding,Make a smart home dashboard,0,23,30,24,24,34,18,18,15,"[""too_vague"", ""missing_context"", ""ambiguous_objective"", ""insufficient_constraints"", ""incomplete_prompt""]","[""context"", ""goal"", ""constraints"", ""specific_requirements"", ""output_format"", ""actionable_steps""]","{""quality_score"": 23, ""dimensions"": {""clarity"": 30, ""specificity"": 24, ""context"": 24, ""goal_definition"": 34, ""constraints"": 18, ""completeness"": 18, ""actionability"": 15}, ""issues"": [""too_vague"", ""missing_context"", ""ambiguous_objective"", ""insufficient_constraints"", ""incomplete_prompt""], ""missing_information"": [""context"", ""goal"", ""constraints"", ""specific_requirements"", ""output_format"", ""actionable_steps""]}","Build a smart-home control dashboard for product managers.
This is a weekend prototype.

Show device status, toggles for lights/thermostat, room grouping.
Requirements:
- Use Python and FastAPI.
- Mock device API is fine for v1

Include short examples.","[{""role"": ""system"", ""content"": ""You are PromptForge Optimizer. Rewrite the user's prompt into a clear, specific, complete, and actionable LLM prompt. Preserve the original intent and topic. Add missing audience, context, constraints, and output format when needed. Return ONLY the optimized prompt text \u2014 no commentary.""}, {""role"": ""user"", ""content"": ""Task type: coding\nOriginal prompt:\nMake a smart home dashboard\n\nQuality analysis:\n- quality_score: 23\n- clarity: 30\n- specificity: 24\n- context: 24\n- goal_definition: 34\n- constraints: 18\n- completeness: 18\n- actionability: 15\n- issues: too_vague, missing_context, ambiguous_objective, insufficient_constraints, incomplete_prompt\n- missing_information: context, goal, constraints, specific_requirements, output_format, actionable_steps\n\nRewrite this into a high-quality optimized prompt.\nKeep the same goal and topic as the original.\nReturn only the optimized prompt.""}, {""role"": ""assistant"", ""content"": ""Build a smart-home control dashboard for product managers.\nThis is a weekend prototype.\n\nShow device status, toggles for lights/thermostat, room grouping.\nRequirements:\n- Use Python and FastAPI.\n- Mock device API is fine for v1\n\nInclude short examples.""}]"
Analyze website traffic drop,data,Analyze website traffic drop,0,24,35,22,23,27,18,25,16,"[""too_vague"", ""missing_context"", ""ambiguous_objective"", ""insufficient_constraints"", ""incomplete_prompt""]","[""context"", ""goal"", ""constraints"", ""specific_requirements"", ""output_format"", ""actionable_steps""]","{""quality_score"": 24, ""dimensions"": {""clarity"": 35, ""specificity"": 22, ""context"": 23, ""goal_definition"": 27, ""constraints"": 18, ""completeness"": 25, ""actionability"": 16}, ""issues"": [""too_vague"", ""missing_context"", ""ambiguous_objective"", ""insufficient_constraints"", ""incomplete_prompt""], ""missing_information"": [""context"", ""goal"", ""constraints"", ""specific_requirements"", ""output_format"", ""actionable_steps""]}","Analyze a website traffic drop for beginners.
This is a weekend prototype.

Check seasonality, channel mix, landing pages, technical issues, and competitor moves.
End with ranked hypotheses and next measurements.
Return a clear Markdown plan.","[{""role"": ""system"", ""content"": ""You are PromptForge Optimizer. Rewrite the user's prompt into a clear, specific, complete, and actionable LLM prompt. Preserve the original intent and topic. Add missing audience, context, constraints, and output format when needed. Return ONLY the optimized prompt text \u2014 no commentary.""}, {""role"": ""user"", ""content"": ""Task type: data\nOriginal prompt:\nAnalyze website traffic drop\n\nQuality analysis:\n- quality_score: 24\n- clarity: 35\n- specificity: 22\n- context: 23\n- goal_definition: 27\n- constraints: 18\n- completeness: 25\n- actionability: 16\n- issues: too_vague, missing_context, ambiguous_objective, insufficient_constraints, incomplete_prompt\n- missing_information: context, goal, constraints, specific_requirements, output_format, actionable_steps\n\nRewrite this into a high-quality optimized prompt.\nKeep the same goal and topic as the original.\nReturn only the optimized prompt.""}, {""role"": ""assistant"", ""content"": ""Analyze a website traffic drop for beginners.\nThis is a weekend prototype.\n\nCheck seasonality, channel mix, landing pages, technical issues, and competitor moves.\nEnd with ranked hypotheses and next measurements.\nReturn a clear Markdown plan.""}]"
Compare REST and GraphQL,research,Compare REST and GraphQL,0,19,21,19,21,25,16,18,15,"[""too_vague"", ""missing_context"", ""ambiguous_objective"", ""insufficient_constraints"", ""incomplete_prompt""]","[""context"", ""goal"", ""constraints"", ""specific_requirements"", ""output_format"", ""actionable_steps""]","{""quality_score"": 19, ""dimensions"": {""clarity"": 21, ""specificity"": 19, ""context"": 21, ""goal_definition"": 25, ""constraints"": 16, ""completeness"": 18, ""actionability"": 15}, ""issues"": [""too_vague"", ""missing_context"", ""ambiguous_objective"", ""insufficient_constraints"", ""incomplete_prompt""], ""missing_information"": [""context"", ""goal"", ""constraints"", ""specific_requirements"", ""output_format"", ""actionable_steps""]}","Compare REST and GraphQL for experienced developers.
This will run locally first.

Cover over/under-fetching, caching, tooling, and team fit.
Recommend one for a mobile client MVP.
Return JSON where structure helps.","[{""role"": ""system"", ""content"": ""You are PromptForge Optimizer. Rewrite the user's prompt into a clear, specific, complete, and actionable LLM prompt. Preserve the original intent and topic. Add missing audience, context, constraints, and output format when needed. Return ONLY the optimized prompt text \u2014 no commentary.""}, {""role"": ""user"", ""content"": ""Task type: research\nOriginal prompt:\nCompare REST and GraphQL\n\nQuality analysis:\n- quality_score: 19\n- clarity: 21\n- specificity: 19\n- context: 21\n- goal_definition: 25\n- constraints: 16\n- completeness: 18\n- actionability: 15\n- issues: too_vague, missing_context, ambiguous_objective, insufficient_constraints, incomplete_prompt\n- missing_information: context, goal, constraints, specific_requirements, output_format, actionable_steps\n\nRewrite this into a high-quality optimized prompt.\nKeep the same goal and topic as the original.\nReturn only the optimized prompt.""}, {""role"": ""assistant"", ""content"": ""Compare REST and GraphQL for experienced developers.\nThis will run locally first.\n\nCover over/under-fetching, caching, tooling, and team fit.\nRecommend one for a mobile client MVP.\nReturn JSON where structure helps.""}]"
Build me a YouTube thumbnail analyzer,coding,Build me a YouTube thumbnail analyzer,0,20,21,16,17,33,12,17,27,"[""too_vague"", ""missing_context"", ""ambiguous_objective"", ""insufficient_constraints"", ""incomplete_prompt""]","[""context"", ""goal"", ""constraints"", ""specific_requirements"", ""output_format"", ""actionable_steps""]","{""quality_score"": 20, ""dimensions"": {""clarity"": 21, ""specificity"": 16, ""context"": 17, ""goal_definition"": 33, ""constraints"": 12, ""completeness"": 17, ""actionability"": 27}, ""issues"": [""too_vague"", ""missing_context"", ""ambiguous_objective"", ""insufficient_constraints"", ""incomplete_prompt""], ""missing_information"": [""context"", ""goal"", ""constraints"", ""specific_requirements"", ""output_format"", ""actionable_steps""]}","Build a YouTube thumbnail analyzer tool for general users.
This is for a small production MVP.

Score thumbnails on contrast, text readability, and face presence (heuristics OK).
Requirements:
- Use Python and FastAPI.
- Return actionable feedback

Include short examples.","[{""role"": ""system"", ""content"": ""You are PromptForge Optimizer. Rewrite the user's prompt into a clear, specific, complete, and actionable LLM prompt. Preserve the original intent and topic. Add missing audience, context, constraints, and output format when needed. Return ONLY the optimized prompt text \u2014 no commentary.""}, {""role"": ""user"", ""content"": ""Task type: coding\nOriginal prompt:\nBuild me a YouTube thumbnail analyzer\n\nQuality analysis:\n- quality_score: 20\n- clarity: 21\n- specificity: 16\n- context: 17\n- goal_definition: 33\n- constraints: 12\n- completeness: 17\n- actionability: 27\n- issues: too_vague, missing_context, ambiguous_objective, insufficient_constraints, incomplete_prompt\n- missing_information: context, goal, constraints, specific_requirements, output_format, actionable_steps\n\nRewrite this into a high-quality optimized prompt.\nKeep the same goal and topic as the original.\nReturn only the optimized prompt.""}, {""role"": ""assistant"", ""content"": ""Build a YouTube thumbnail analyzer tool for general users.\nThis is for a small production MVP.\n\nScore thumbnails on contrast, text readability, and face presence (heuristics OK).\nRequirements:\n- Use Python and FastAPI.\n- Return actionable feedback\n\nInclude short examples.""}]"
Explain SQL join types with examples,data,Explain SQL join types with examples,0,20,26,22,10,29,20,19,15,"[""too_vague"", ""missing_context"", ""ambiguous_objective"", ""insufficient_constraints"", ""incomplete_prompt""]","[""context"", ""goal"", ""constraints"", ""specific_requirements"", ""output_format"", ""actionable_steps""]","{""quality_score"": 20, ""dimensions"": {""clarity"": 26, ""specificity"": 22, ""context"": 10, ""goal_definition"": 29, ""constraints"": 20, ""completeness"": 19, ""actionability"": 15}, ""issues"": [""too_vague"", ""missing_context"", ""ambiguous_objective"", ""insufficient_constraints"", ""incomplete_prompt""], ""missing_information"": [""context"", ""goal"", ""constraints"", ""specific_requirements"", ""output_format"", ""actionable_steps""]}","Explain SQL join types with concrete examples for general users.
This is for a portfolio demo.

Cover inner, left, right, full, and when each is useful.
Include short examples.","[{""role"": ""system"", ""content"": ""You are PromptForge Optimizer. Rewrite the user's prompt into a clear, specific, complete, and actionable LLM prompt. Preserve the original intent and topic. Add missing audience, context, constraints, and output format when needed. Return ONLY the optimized prompt text \u2014 no commentary.""}, {""role"": ""user"", ""content"": ""Task type: data\nOriginal prompt:\nExplain SQL join types with examples\n\nQuality analysis:\n- quality_score: 20\n- clarity: 26\n- specificity: 22\n- context: 10\n- goal_definition: 29\n- constraints: 20\n- completeness: 19\n- actionability: 15\n- issues: too_vague, missing_context, ambiguous_objective, insufficient_constraints, incomplete_prompt\n- missing_information: context, goal, constraints, specific_requirements, output_format, actionable_steps\n\nRewrite this into a high-quality optimized prompt.\nKeep the same goal and topic as the original.\nReturn only the optimized prompt.""}, {""role"": ""assistant"", ""content"": ""Explain SQL join types with concrete examples for general users.\nThis is for a portfolio demo.\n\nCover inner, left, right, full, and when each is useful.\nInclude short examples.""}]"
Build a music playlist app,coding,Build a music playlist app,0,21,23,15,17,31,17,19,23,"[""too_vague"", ""missing_context"", ""ambiguous_objective"", ""insufficient_constraints"", ""incomplete_prompt""]","[""context"", ""goal"", ""constraints"", ""specific_requirements"", ""output_format"", ""actionable_steps""]","{""quality_score"": 21, ""dimensions"": {""clarity"": 23, ""specificity"": 15, ""context"": 17, ""goal_definition"": 31, ""constraints"": 17, ""completeness"": 19, ""actionability"": 23}, ""issues"": [""too_vague"", ""missing_context"", ""ambiguous_objective"", ""insufficient_constraints"", ""incomplete_prompt""], ""missing_information"": [""context"", ""goal"", ""constraints"", ""specific_requirements"", ""output_format"", ""actionable_steps""]}","Build a music playlist app for product managers.
This is for a small production MVP.

Features: create playlists, add/remove songs, reorder tracks, play queue.
Requirements:
- Prefer a simple, readable stack.
- Keep the player UI simple

Return JSON where structure helps.","[{""role"": ""system"", ""content"": ""You are PromptForge Optimizer. Rewrite the user's prompt into a clear, specific, complete, and actionable LLM prompt. Preserve the original intent and topic. Add missing audience, context, constraints, and output format when needed. Return ONLY the optimized prompt text \u2014 no commentary.""}, {""role"": ""user"", ""content"": ""Task type: coding\nOriginal prompt:\nBuild a music playlist app\n\nQuality analysis:\n- quality_score: 21\n- clarity: 23\n- specificity: 15\n- context: 17\n- goal_definition: 31\n- constraints: 17\n- completeness: 19\n- actionability: 23\n- issues: too_vague, missing_context, ambiguous_objective, insufficient_constraints, incomplete_prompt\n- missing_information: context, goal, constraints, specific_requirements, output_format, actionable_steps\n\nRewrite this into a high-quality optimized prompt.\nKeep the same goal and topic as the original.\nReturn only the optimized prompt.""}, {""role"": ""assistant"", ""content"": ""Build a music playlist app for product managers.\nThis is for a small production MVP.\n\nFeatures: create playlists, add/remove songs, reorder tracks, play queue.\nRequirements:\n- Prefer a simple, readable stack.\n- Keep the player UI simple\n\nReturn JSON where structure helps.""}]"
Should I use Next.js or Remix,research,Should I use Next.js or Remix,0,18,26,14,7,21,17,22,16,"[""too_vague"", ""missing_context"", ""ambiguous_objective"", ""insufficient_constraints"", ""incomplete_prompt""]","[""context"", ""goal"", ""constraints"", ""specific_requirements"", ""output_format"", ""actionable_steps""]","{""quality_score"": 18, ""dimensions"": {""clarity"": 26, ""specificity"": 14, ""context"": 7, ""goal_definition"": 21, ""constraints"": 17, ""completeness"": 22, ""actionability"": 16}, ""issues"": [""too_vague"", ""missing_context"", ""ambiguous_objective"", ""insufficient_constraints"", ""incomplete_prompt""], ""missing_information"": [""context"", ""goal"", ""constraints"", ""specific_requirements"", ""output_format"", ""actionable_steps""]}","Compare Next.js and Remix for general users.
This is for a university project.

Cover routing, data loading, ecosystem, hosting, and learning curve.
Recommend one for a SaaS marketing site + app.
Return JSON where structure helps.","[{""role"": ""system"", ""content"": ""You are PromptForge Optimizer. Rewrite the user's prompt into a clear, specific, complete, and actionable LLM prompt. Preserve the original intent and topic. Add missing audience, context, constraints, and output format when needed. Return ONLY the optimized prompt text \u2014 no commentary.""}, {""role"": ""user"", ""content"": ""Task type: research\nOriginal prompt:\nShould I use Next.js or Remix\n\nQuality analysis:\n- quality_score: 18\n- clarity: 26\n- specificity: 14\n- context: 7\n- goal_definition: 21\n- constraints: 17\n- completeness: 22\n- actionability: 16\n- issues: too_vague, missing_context, ambiguous_objective, insufficient_constraints, incomplete_prompt\n- missing_information: context, goal, constraints, specific_requirements, output_format, actionable_steps\n\nRewrite this into a high-quality optimized prompt.\nKeep the same goal and topic as the original.\nReturn only the optimized prompt.""}, {""role"": ""assistant"", ""content"": ""Compare Next.js and Remix for general users.\nThis is for a university project.\n\nCover routing, data loading, ecosystem, hosting, and learning curve.\nRecommend one for a SaaS marketing site + app.\nReturn JSON where structure helps.""}]"
Write docs for my API,writing,Write docs for my API,0,22,34,15,17,30,19,20,21,"[""too_vague"", ""missing_context"", ""ambiguous_objective"", ""insufficient_constraints"", ""incomplete_prompt""]","[""context"", ""goal"", ""constraints"", ""specific_requirements"", ""output_format"", ""actionable_steps""]","{""quality_score"": 22, ""dimensions"": {""clarity"": 34, ""specificity"": 15, ""context"": 17, ""goal_definition"": 30, ""constraints"": 19, ""completeness"": 20, ""actionability"": 21}, ""issues"": [""too_vague"", ""missing_context"", ""ambiguous_objective"", ""insufficient_constraints"", ""incomplete_prompt""], ""missing_information"": [""context"", ""goal"", ""constraints"", ""specific_requirements"", ""output_format"", ""actionable_steps""]}","Write clear API documentation for beginners.
This is for a small production MVP.

Include auth, endpoints, request/response examples, and error codes.
Return JSON where structure helps.","[{""role"": ""system"", ""content"": ""You are PromptForge Optimizer. Rewrite the user's prompt into a clear, specific, complete, and actionable LLM prompt. Preserve the original intent and topic. Add missing audience, context, constraints, and output format when needed. Return ONLY the optimized prompt text \u2014 no commentary.""}, {""role"": ""user"", ""content"": ""Task type: writing\nOriginal prompt:\nWrite docs for my API\n\nQuality analysis:\n- quality_score: 22\n- clarity: 34\n- specificity: 15\n- context: 17\n- goal_definition: 30\n- constraints: 19\n- completeness: 20\n- actionability: 21\n- issues: too_vague, missing_context, ambiguous_objective, insufficient_constraints, incomplete_prompt\n- missing_information: context, goal, constraints, specific_requirements, output_format, actionable_steps\n\nRewrite this into a high-quality optimized prompt.\nKeep the same goal and topic as the original.\nReturn only the optimized prompt.""}, {""role"": ""assistant"", ""content"": ""Write clear API documentation for beginners.\nThis is for a small production MVP.\n\nInclude auth, endpoints, request/response examples, and error codes.\nReturn JSON where structure helps.""}]"
Help me with my startup idea.,general,Help me with my startup idea,0,22,22,26,22,27,15,20,19,"[""too_vague"", ""missing_context"", ""ambiguous_objective"", ""insufficient_constraints"", ""incomplete_prompt""]","[""context"", ""goal"", ""constraints"", ""specific_requirements"", ""output_format"", ""actionable_steps""]","{""quality_score"": 22, ""dimensions"": {""clarity"": 22, ""specificity"": 26, ""context"": 22, ""goal_definition"": 27, ""constraints"": 15, ""completeness"": 20, ""actionability"": 19}, ""issues"": [""too_vague"", ""missing_context"", ""ambiguous_objective"", ""insufficient_constraints"", ""incomplete_prompt""], ""missing_information"": [""context"", ""goal"", ""constraints"", ""specific_requirements"", ""output_format"", ""actionable_steps""]}","Help refine a startup idea for startup founders.
This is for a portfolio demo.

Clarify problem, target user, unique value, MVP scope, and first validation steps.
Be concrete and skeptical where needed.
Return numbered steps.","[{""role"": ""system"", ""content"": ""You are PromptForge Optimizer. Rewrite the user's prompt into a clear, specific, complete, and actionable LLM prompt. Preserve the original intent and topic. Add missing audience, context, constraints, and output format when needed. Return ONLY the optimized prompt text \u2014 no commentary.""}, {""role"": ""user"", ""content"": ""Task type: general\nOriginal prompt:\nHelp me with my startup idea.\n\nQuality analysis:\n- quality_score: 22\n- clarity: 22\n- specificity: 26\n- context: 22\n- goal_definition: 27\n- constraints: 15\n- completeness: 20\n- actionability: 19\n- issues: too_vague, missing_context, ambiguous_objective, insufficient_constraints, incomplete_prompt\n- missing_information: context, goal, constraints, specific_requirements, output_format, actionable_steps\n\nRewrite this into a high-quality optimized prompt.\nKeep the same goal and topic as the original.\nReturn only the optimized prompt.""}, {""role"": ""assistant"", ""content"": ""Help refine a startup idea for startup founders.\nThis is for a portfolio demo.\n\nClarify problem, target user, unique value, MVP scope, and first validation steps.\nBe concrete and skeptical where needed.\nReturn numbered steps.""}]"
Write a product description for wireless earbuds,writing,Write a product description for wireless earbuds,0,21,28,24,16,21,19,11,25,"[""too_vague"", ""missing_context"", ""ambiguous_objective"", ""insufficient_constraints"", ""incomplete_prompt""]","[""context"", ""goal"", ""constraints"", ""specific_requirements"", ""output_format"", ""actionable_steps""]","{""quality_score"": 21, ""dimensions"": {""clarity"": 28, ""specificity"": 24, ""context"": 16, ""goal_definition"": 21, ""constraints"": 19, ""completeness"": 11, ""actionability"": 25}, ""issues"": [""too_vague"", ""missing_context"", ""ambiguous_objective"", ""insufficient_constraints"", ""incomplete_prompt""], ""missing_information"": [""context"", ""goal"", ""constraints"", ""specific_requirements"", ""output_format"", ""actionable_steps""]}","Write a product description for wireless earbuds for startup founders.
This is for a portfolio demo.

Highlight battery life, sound quality, comfort, and key selling points.
Requirements:
- Persuasive but honest
- Short scannable bullets

Include short examples.","[{""role"": ""system"", ""content"": ""You are PromptForge Optimizer. Rewrite the user's prompt into a clear, specific, complete, and actionable LLM prompt. Preserve the original intent and topic. Add missing audience, context, constraints, and output format when needed. Return ONLY the optimized prompt text \u2014 no commentary.""}, {""role"": ""user"", ""content"": ""Task type: writing\nOriginal prompt:\nWrite a product description for wireless earbuds\n\nQuality analysis:\n- quality_score: 21\n- clarity: 28\n- specificity: 24\n- context: 16\n- goal_definition: 21\n- constraints: 19\n- completeness: 11\n- actionability: 25\n- issues: too_vague, missing_context, ambiguous_objective, insufficient_constraints, incomplete_prompt\n- missing_information: context, goal, constraints, specific_requirements, output_format, actionable_steps\n\nRewrite this into a high-quality optimized prompt.\nKeep the same goal and topic as the original.\nReturn only the optimized prompt.""}, {""role"": ""assistant"", ""content"": ""Write a product description for wireless earbuds for startup founders.\nThis is for a portfolio demo.\n\nHighlight battery life, sound quality, comfort, and key selling points.\nRequirements:\n- Persuasive but honest\n- Short scannable bullets\n\nInclude short examples.""}]"
Analyze website traffic drop,data,Analyze website traffic drop,0,19,33,27,10,19,4,21,18,"[""too_vague"", ""missing_context"", ""ambiguous_objective"", ""insufficient_constraints"", ""incomplete_prompt""]","[""context"", ""goal"", ""constraints"", ""specific_requirements"", ""output_format"", ""actionable_steps""]","{""quality_score"": 19, ""dimensions"": {""clarity"": 33, ""specificity"": 27, ""context"": 10, ""goal_definition"": 19, ""constraints"": 4, ""completeness"": 21, ""actionability"": 18}, ""issues"": [""too_vague"", ""missing_context"", ""ambiguous_objective"", ""insufficient_constraints"", ""incomplete_prompt""], ""missing_information"": [""context"", ""goal"", ""constraints"", ""specific_requirements"", ""output_format"", ""actionable_steps""]}","Analyze a website traffic drop for product managers.
This is a weekend prototype.

Check seasonality, channel mix, landing pages, technical issues, and competitor moves.
End with ranked hypotheses and next measurements.
Return a clear Markdown plan.","[{""role"": ""system"", ""content"": ""You are PromptForge Optimizer. Rewrite the user's prompt into a clear, specific, complete, and actionable LLM prompt. Preserve the original intent and topic. Add missing audience, context, constraints, and output format when needed. Return ONLY the optimized prompt text \u2014 no commentary.""}, {""role"": ""user"", ""content"": ""Task type: data\nOriginal prompt:\nAnalyze website traffic drop\n\nQuality analysis:\n- quality_score: 19\n- clarity: 33\n- specificity: 27\n- context: 10\n- goal_definition: 19\n- constraints: 4\n- completeness: 21\n- actionability: 18\n- issues: too_vague, missing_context, ambiguous_objective, insufficient_constraints, incomplete_prompt\n- missing_information: context, goal, constraints, specific_requirements, output_format, actionable_steps\n\nRewrite this into a high-quality optimized prompt.\nKeep the same goal and topic as the original.\nReturn only the optimized prompt.""}, {""role"": ""assistant"", ""content"": ""Analyze a website traffic drop for product managers.\nThis is a weekend prototype.\n\nCheck seasonality, channel mix, landing pages, technical issues, and competitor moves.\nEnd with ranked hypotheses and next measurements.\nReturn a clear Markdown plan.""}]"
Make a recipe meal planner,coding,Make a recipe meal planner,0,18,31,14,14,24,6,10,29,"[""too_vague"", ""missing_context"", ""ambiguous_objective"", ""insufficient_constraints"", ""incomplete_prompt""]","[""context"", ""goal"", ""constraints"", ""specific_requirements"", ""output_format"", ""actionable_steps""]","{""quality_score"": 18, ""dimensions"": {""clarity"": 31, ""specificity"": 14, ""context"": 14, ""goal_definition"": 24, ""constraints"": 6, ""completeness"": 10, ""actionability"": 29}, ""issues"": [""too_vague"", ""missing_context"", ""ambiguous_objective"", ""insufficient_constraints"", ""incomplete_prompt""], ""missing_information"": [""context"", ""goal"", ""constraints"", ""specific_requirements"", ""output_format"", ""actionable_steps""]}","Build a weekly meal planner with recipes for students.
This is for a small production MVP.

Features: plan meals by day, generate shopping list, save favorites.
Requirements:
- Use TypeScript and React.
- Printable shopping list view

Return a clear Markdown plan.","[{""role"": ""system"", ""content"": ""You are PromptForge Optimizer. Rewrite the user's prompt into a clear, specific, complete, and actionable LLM prompt. Preserve the original intent and topic. Add missing audience, context, constraints, and output format when needed. Return ONLY the optimized prompt text \u2014 no commentary.""}, {""role"": ""user"", ""content"": ""Task type: coding\nOriginal prompt:\nMake a recipe meal planner\n\nQuality analysis:\n- quality_score: 18\n- clarity: 31\n- specificity: 14\n- context: 14\n- goal_definition: 24\n- constraints: 6\n- completeness: 10\n- actionability: 29\n- issues: too_vague, missing_context, ambiguous_objective, insufficient_constraints, incomplete_prompt\n- missing_information: context, goal, constraints, specific_requirements, output_format, actionable_steps\n\nRewrite this into a high-quality optimized prompt.\nKeep the same goal and topic as the original.\nReturn only the optimized prompt.""}, {""role"": ""assistant"", ""content"": ""Build a weekly meal planner with recipes for students.\nThis is for a small production MVP.\n\nFeatures: plan meals by day, generate shopping list, save favorites.\nRequirements:\n- Use TypeScript and React.\n- Printable shopping list view\n\nReturn a clear Markdown plan.""}]"
Help me with this.,general,Help me with this,0,20,32,18,24,26,9,11,23,"[""too_vague"", ""missing_context"", ""ambiguous_objective"", ""insufficient_constraints"", ""incomplete_prompt""]","[""context"", ""goal"", ""constraints"", ""specific_requirements"", ""output_format"", ""actionable_steps""]","{""quality_score"": 20, ""dimensions"": {""clarity"": 32, ""specificity"": 18, ""context"": 24, ""goal_definition"": 26, ""constraints"": 9, ""completeness"": 11, ""actionability"": 23}, ""issues"": [""too_vague"", ""missing_context"", ""ambiguous_objective"", ""insufficient_constraints"", ""incomplete_prompt""], ""missing_information"": [""context"", ""goal"", ""constraints"", ""specific_requirements"", ""output_format"", ""actionable_steps""]}","Help solve this problem for students.
This is for a small production MVP.

Restate the goal, list missing details, then give a step-by-step plan with a first action.
Return numbered steps.","[{""role"": ""system"", ""content"": ""You are PromptForge Optimizer. Rewrite the user's prompt into a clear, specific, complete, and actionable LLM prompt. Preserve the original intent and topic. Add missing audience, context, constraints, and output format when needed. Return ONLY the optimized prompt text \u2014 no commentary.""}, {""role"": ""user"", ""content"": ""Task type: general\nOriginal prompt:\nHelp me with this.\n\nQuality analysis:\n- quality_score: 20\n- clarity: 32\n- specificity: 18\n- context: 24\n- goal_definition: 26\n- constraints: 9\n- completeness: 11\n- actionability: 23\n- issues: too_vague, missing_context, ambiguous_objective, insufficient_constraints, incomplete_prompt\n- missing_information: context, goal, constraints, specific_requirements, output_format, actionable_steps\n\nRewrite this into a high-quality optimized prompt.\nKeep the same goal and topic as the original.\nReturn only the optimized prompt.""}, {""role"": ""assistant"", ""content"": ""Help solve this problem for students.\nThis is for a small production MVP.\n\nRestate the goal, list missing details, then give a step-by-step plan with a first action.\nReturn numbered steps.""}]"
Make a PDF invoice generator,coding,Make a PDF invoice generator,0,18,31,15,7,22,7,11,30,"[""too_vague"", ""missing_context"", ""ambiguous_objective"", ""insufficient_constraints"", ""incomplete_prompt""]","[""context"", ""goal"", ""constraints"", ""specific_requirements"", ""output_format"", ""actionable_steps""]","{""quality_score"": 18, ""dimensions"": {""clarity"": 31, ""specificity"": 15, ""context"": 7, ""goal_definition"": 22, ""constraints"": 7, ""completeness"": 11, ""actionability"": 30}, ""issues"": [""too_vague"", ""missing_context"", ""ambiguous_objective"", ""insufficient_constraints"", ""incomplete_prompt""], ""missing_information"": [""context"", ""goal"", ""constraints"", ""specific_requirements"", ""output_format"", ""actionable_steps""]}","Build a PDF invoice generator for startup founders.
This is for a portfolio demo.

Inputs: client, line items, tax, due date. Output a clean PDF invoice.
Requirements:
- Template-based layout
- Easy to regenerate

Return numbered steps.","[{""role"": ""system"", ""content"": ""You are PromptForge Optimizer. Rewrite the user's prompt into a clear, specific, complete, and actionable LLM prompt. Preserve the original intent and topic. Add missing audience, context, constraints, and output format when needed. Return ONLY the optimized prompt text \u2014 no commentary.""}, {""role"": ""user"", ""content"": ""Task type: coding\nOriginal prompt:\nMake a PDF invoice generator\n\nQuality analysis:\n- quality_score: 18\n- clarity: 31\n- specificity: 15\n- context: 7\n- goal_definition: 22\n- constraints: 7\n- completeness: 11\n- actionability: 30\n- issues: too_vague, missing_context, ambiguous_objective, insufficient_constraints, incomplete_prompt\n- missing_information: context, goal, constraints, specific_requirements, output_format, actionable_steps\n\nRewrite this into a high-quality optimized prompt.\nKeep the same goal and topic as the original.\nReturn only the optimized prompt.""}, {""role"": ""assistant"", ""content"": ""Build a PDF invoice generator for startup founders.\nThis is for a portfolio demo.\n\nInputs: client, line items, tax, due date. Output a clean PDF invoice.\nRequirements:\n- Template-based layout\n- Easy to regenerate\n\nReturn numbered steps.""}]"
Create a stock watchlist app,coding,Create a stock watchlist app,0,22,34,20,23,30,5,19,22,"[""too_vague"", ""missing_context"", ""ambiguous_objective"", ""insufficient_constraints"", ""incomplete_prompt""]","[""context"", ""goal"", ""constraints"", ""specific_requirements"", ""output_format"", ""actionable_steps""]","{""quality_score"": 22, ""dimensions"": {""clarity"": 34, ""specificity"": 20, ""context"": 23, ""goal_definition"": 30, ""constraints"": 5, ""completeness"": 19, ""actionability"": 22}, ""issues"": [""too_vague"", ""missing_context"", ""ambiguous_objective"", ""insufficient_constraints"", ""incomplete_prompt""], ""missing_information"": [""context"", ""goal"", ""constraints"", ""specific_requirements"", ""output_format"", ""actionable_steps""]}","Build a stock watchlist app for students.
This is a weekend prototype.

Features: add tickers, show price/change, simple charts, refresh.
Requirements:
- Use Python and FastAPI.
- Handle API rate limits gracefully

Return numbered steps.","[{""role"": ""system"", ""content"": ""You are PromptForge Optimizer. Rewrite the user's prompt into a clear, specific, complete, and actionable LLM prompt. Preserve the original intent and topic. Add missing audience, context, constraints, and output format when needed. Return ONLY the optimized prompt text \u2014 no commentary.""}, {""role"": ""user"", ""content"": ""Task type: coding\nOriginal prompt:\nCreate a stock watchlist app\n\nQuality analysis:\n- quality_score: 22\n- clarity: 34\n- specificity: 20\n- context: 23\n- goal_definition: 30\n- constraints: 5\n- completeness: 19\n- actionability: 22\n- issues: too_vague, missing_context, ambiguous_objective, insufficient_constraints, incomplete_prompt\n- missing_information: context, goal, constraints, specific_requirements, output_format, actionable_steps\n\nRewrite this into a high-quality optimized prompt.\nKeep the same goal and topic as the original.\nReturn only the optimized prompt.""}, {""role"": ""assistant"", ""content"": ""Build a stock watchlist app for students.\nThis is a weekend prototype.\n\nFeatures: add tickers, show price/change, simple charts, refresh.\nRequirements:\n- Use Python and FastAPI.\n- Handle API rate limits gracefully\n\nReturn numbered steps.""}]"
Build a music playlist app,coding,Build a music playlist app,0,21,33,14,20,17,10,23,28,"[""too_vague"", ""missing_context"", ""ambiguous_objective"", ""insufficient_constraints"", ""incomplete_prompt""]","[""context"", ""goal"", ""constraints"", ""specific_requirements"", ""output_format"", ""actionable_steps""]","{""quality_score"": 21, ""dimensions"": {""clarity"": 33, ""specificity"": 14, ""context"": 20, ""goal_definition"": 17, ""constraints"": 10, ""completeness"": 23, ""actionability"": 28}, ""issues"": [""too_vague"", ""missing_context"", ""ambiguous_objective"", ""insufficient_constraints"", ""incomplete_prompt""], ""missing_information"": [""context"", ""goal"", ""constraints"", ""specific_requirements"", ""output_format"", ""actionable_steps""]}","Build a music playlist app for beginners.
This is for a small production MVP.

Features: create playlists, add/remove songs, reorder tracks, play queue.
Requirements:
- Prefer a simple, readable stack.
- Keep the player UI simple

Include short examples.","[{""role"": ""system"", ""content"": ""You are PromptForge Optimizer. Rewrite the user's prompt into a clear, specific, complete, and actionable LLM prompt. Preserve the original intent and topic. Add missing audience, context, constraints, and output format when needed. Return ONLY the optimized prompt text \u2014 no commentary.""}, {""role"": ""user"", ""content"": ""Task type: coding\nOriginal prompt:\nBuild a music playlist app\n\nQuality analysis:\n- quality_score: 21\n- clarity: 33\n- specificity: 14\n- context: 20\n- goal_definition: 17\n- constraints: 10\n- completeness: 23\n- actionability: 28\n- issues: too_vague, missing_context, ambiguous_objective, insufficient_constraints, incomplete_prompt\n- missing_information: context, goal, constraints, specific_requirements, output_format, actionable_steps\n\nRewrite this into a high-quality optimized prompt.\nKeep the same goal and topic as the original.\nReturn only the optimized prompt.""}, {""role"": ""assistant"", ""content"": ""Build a music playlist app for beginners.\nThis is for a small production MVP.\n\nFeatures: create playlists, add/remove songs, reorder tracks, play queue.\nRequirements:\n- Prefer a simple, readable stack.\n- Keep the player UI simple\n\nInclude short examples.""}]"
Write a prompt to generate unit tests,general,Write a prompt to generate unit tests,0,19,28,18,8,26,6,24,25,"[""too_vague"", ""missing_context"", ""ambiguous_objective"", ""insufficient_constraints"", ""incomplete_prompt""]","[""context"", ""goal"", ""constraints"", ""specific_requirements"", ""output_format"", ""actionable_steps""]","{""quality_score"": 19, ""dimensions"": {""clarity"": 28, ""specificity"": 18, ""context"": 8, ""goal_definition"": 26, ""constraints"": 6, ""completeness"": 24, ""actionability"": 25}, ""issues"": [""too_vague"", ""missing_context"", ""ambiguous_objective"", ""insufficient_constraints"", ""incomplete_prompt""], ""missing_information"": [""context"", ""goal"", ""constraints"", ""specific_requirements"", ""output_format"", ""actionable_steps""]}","Write a high-quality prompt that asks an LLM to generate unit tests for product managers.
This is for a university project.

The prompt should require framework, edge cases, and runnable tests only.
Preserve the goal of unit-test generation.
Return JSON where structure helps.","[{""role"": ""system"", ""content"": ""You are PromptForge Optimizer. Rewrite the user's prompt into a clear, specific, complete, and actionable LLM prompt. Preserve the original intent and topic. Add missing audience, context, constraints, and output format when needed. Return ONLY the optimized prompt text \u2014 no commentary.""}, {""role"": ""user"", ""content"": ""Task type: general\nOriginal prompt:\nWrite a prompt to generate unit tests\n\nQuality analysis:\n- quality_score: 19\n- clarity: 28\n- specificity: 18\n- context: 8\n- goal_definition: 26\n- constraints: 6\n- completeness: 24\n- actionability: 25\n- issues: too_vague, missing_context, ambiguous_objective, insufficient_constraints, incomplete_prompt\n- missing_information: context, goal, constraints, specific_requirements, output_format, actionable_steps\n\nRewrite this into a high-quality optimized prompt.\nKeep the same goal and topic as the original.\nReturn only the optimized prompt.""}, {""role"": ""assistant"", ""content"": ""Write a high-quality prompt that asks an LLM to generate unit tests for product managers.\nThis is for a university project.\n\nThe prompt should require framework, edge cases, and runnable tests only.\nPreserve the goal of unit-test generation.\nReturn JSON where structure helps.""}]"
Explain SQL join types with examples,data,Explain SQL join types with examples,0,20,28,19,11,32,18,9,22,"[""too_vague"", ""missing_context"", ""ambiguous_objective"", ""insufficient_constraints"", ""incomplete_prompt""]","[""context"", ""goal"", ""constraints"", ""specific_requirements"", ""output_format"", ""actionable_steps""]","{""quality_score"": 20, ""dimensions"": {""clarity"": 28, ""specificity"": 19, ""context"": 11, ""goal_definition"": 32, ""constraints"": 18, ""completeness"": 9, ""actionability"": 22}, ""issues"": [""too_vague"", ""missing_context"", ""ambiguous_objective"", ""insufficient_constraints"", ""incomplete_prompt""], ""missing_information"": [""context"", ""goal"", ""constraints"", ""specific_requirements"", ""output_format"", ""actionable_steps""]}","Explain SQL join types with concrete examples for general users.
This is for a portfolio demo.

Cover inner, left, right, full, and when each is useful.
Return a clear Markdown plan.","[{""role"": ""system"", ""content"": ""You are PromptForge Optimizer. Rewrite the user's prompt into a clear, specific, complete, and actionable LLM prompt. Preserve the original intent and topic. Add missing audience, context, constraints, and output format when needed. Return ONLY the optimized prompt text \u2014 no commentary.""}, {""role"": ""user"", ""content"": ""Task type: data\nOriginal prompt:\nExplain SQL join types with examples\n\nQuality analysis:\n- quality_score: 20\n- clarity: 28\n- specificity: 19\n- context: 11\n- goal_definition: 32\n- constraints: 18\n- completeness: 9\n- actionability: 22\n- issues: too_vague, missing_context, ambiguous_objective, insufficient_constraints, incomplete_prompt\n- missing_information: context, goal, constraints, specific_requirements, output_format, actionable_steps\n\nRewrite this into a high-quality optimized prompt.\nKeep the same goal and topic as the original.\nReturn only the optimized prompt.""}, {""role"": ""assistant"", ""content"": ""Explain SQL join types with concrete examples for general users.\nThis is for a portfolio demo.\n\nCover inner, left, right, full, and when each is useful.\nReturn a clear Markdown plan.""}]"
Write something about AI.,writing,Write something about AI,0,21,25,26,21,26,4,25,21,"[""too_vague"", ""missing_context"", ""ambiguous_objective"", ""insufficient_constraints"", ""incomplete_prompt""]","[""context"", ""goal"", ""constraints"", ""specific_requirements"", ""output_format"", ""actionable_steps""]","{""quality_score"": 21, ""dimensions"": {""clarity"": 25, ""specificity"": 26, ""context"": 21, ""goal_definition"": 26, ""constraints"": 4, ""completeness"": 25, ""actionability"": 21}, ""issues"": [""too_vague"", ""missing_context"", ""ambiguous_objective"", ""insufficient_constraints"", ""incomplete_prompt""], ""missing_information"": [""context"", ""goal"", ""constraints"", ""specific_requirements"", ""output_format"", ""actionable_steps""]}","Write a clear article about artificial intelligence for students.
This is a weekend prototype.

Cover what AI is, common use cases, benefits, and risks.
Requirements:
- Use headings and short paragraphs
- Include 2 concrete examples
- Keep tone professional and accessible

Return a clear Markdown plan.","[{""role"": ""system"", ""content"": ""You are PromptForge Optimizer. Rewrite the user's prompt into a clear, specific, complete, and actionable LLM prompt. Preserve the original intent and topic. Add missing audience, context, constraints, and output format when needed. Return ONLY the optimized prompt text \u2014 no commentary.""}, {""role"": ""user"", ""content"": ""Task type: writing\nOriginal prompt:\nWrite something about AI.\n\nQuality analysis:\n- quality_score: 21\n- clarity: 25\n- specificity: 26\n- context: 21\n- goal_definition: 26\n- constraints: 4\n- completeness: 25\n- actionability: 21\n- issues: too_vague, missing_context, ambiguous_objective, insufficient_constraints, incomplete_prompt\n- missing_information: context, goal, constraints, specific_requirements, output_format, actionable_steps\n\nRewrite this into a high-quality optimized prompt.\nKeep the same goal and topic as the original.\nReturn only the optimized prompt.""}, {""role"": ""assistant"", ""content"": ""Write a clear article about artificial intelligence for students.\nThis is a weekend prototype.\n\nCover what AI is, common use cases, benefits, and risks.\nRequirements:\n- Use headings and short paragraphs\n- Include 2 concrete examples\n- Keep tone professional and accessible\n\nReturn a clear Markdown plan.""}]"
Make a reading list for system design,general,Make a reading list for system design,0,18,31,15,15,21,14,11,18,"[""too_vague"", ""missing_context"", ""ambiguous_objective"", ""insufficient_constraints"", ""incomplete_prompt""]","[""context"", ""goal"", ""constraints"", ""specific_requirements"", ""output_format"", ""actionable_steps""]","{""quality_score"": 18, ""dimensions"": {""clarity"": 31, ""specificity"": 15, ""context"": 15, ""goal_definition"": 21, ""constraints"": 14, ""completeness"": 11, ""actionability"": 18}, ""issues"": [""too_vague"", ""missing_context"", ""ambiguous_objective"", ""insufficient_constraints"", ""incomplete_prompt""], ""missing_information"": [""context"", ""goal"", ""constraints"", ""specific_requirements"", ""output_format"", ""actionable_steps""]}","Create a system-design reading and practice list for beginners.
This is a weekend prototype.

Order topics from fundamentals to advanced, with weekly milestones.
Return numbered steps.","[{""role"": ""system"", ""content"": ""You are PromptForge Optimizer. Rewrite the user's prompt into a clear, specific, complete, and actionable LLM prompt. Preserve the original intent and topic. Add missing audience, context, constraints, and output format when needed. Return ONLY the optimized prompt text \u2014 no commentary.""}, {""role"": ""user"", ""content"": ""Task type: general\nOriginal prompt:\nMake a reading list for system design\n\nQuality analysis:\n- quality_score: 18\n- clarity: 31\n- specificity: 15\n- context: 15\n- goal_definition: 21\n- constraints: 14\n- completeness: 11\n- actionability: 18\n- issues: too_vague, missing_context, ambiguous_objective, insufficient_constraints, incomplete_prompt\n- missing_information: context, goal, constraints, specific_requirements, output_format, actionable_steps\n\nRewrite this into a high-quality optimized prompt.\nKeep the same goal and topic as the original.\nReturn only the optimized prompt.""}, {""role"": ""assistant"", ""content"": ""Create a system-design reading and practice list for beginners.\nThis is a weekend prototype.\n\nOrder topics from fundamentals to advanced, with weekly milestones.\nReturn numbered steps.""}]"
Create a classroom quiz game,coding,Create a classroom quiz game,0,17,31,14,20,20,4,17,14,"[""too_vague"", ""missing_context"", ""ambiguous_objective"", ""insufficient_constraints"", ""incomplete_prompt""]","[""context"", ""goal"", ""constraints"", ""specific_requirements"", ""output_format"", ""actionable_steps""]","{""quality_score"": 17, ""dimensions"": {""clarity"": 31, ""specificity"": 14, ""context"": 20, ""goal_definition"": 20, ""constraints"": 4, ""completeness"": 17, ""actionability"": 14}, ""issues"": [""too_vague"", ""missing_context"", ""ambiguous_objective"", ""insufficient_constraints"", ""incomplete_prompt""], ""missing_information"": [""context"", ""goal"", ""constraints"", ""specific_requirements"", ""output_format"", ""actionable_steps""]}","Build a classroom quiz game for startup founders.
This is for a small production MVP.

Features: teacher creates quiz, students answer live, scoreboard.
Requirements:
- Use TypeScript and React.
- Fast join via room code

Return a clear Markdown plan.","[{""role"": ""system"", ""content"": ""You are PromptForge Optimizer. Rewrite the user's prompt into a clear, specific, complete, and actionable LLM prompt. Preserve the original intent and topic. Add missing audience, context, constraints, and output format when needed. Return ONLY the optimized prompt text \u2014 no commentary.""}, {""role"": ""user"", ""content"": ""Task type: coding\nOriginal prompt:\nCreate a classroom quiz game\n\nQuality analysis:\n- quality_score: 17\n- clarity: 31\n- specificity: 14\n- context: 20\n- goal_definition: 20\n- constraints: 4\n- completeness: 17\n- actionability: 14\n- issues: too_vague, missing_context, ambiguous_objective, insufficient_constraints, incomplete_prompt\n- missing_information: context, goal, constraints, specific_requirements, output_format, actionable_steps\n\nRewrite this into a high-quality optimized prompt.\nKeep the same goal and topic as the original.\nReturn only the optimized prompt.""}, {""role"": ""assistant"", ""content"": ""Build a classroom quiz game for startup founders.\nThis is for a small production MVP.\n\nFeatures: teacher creates quiz, students answer live, scoreboard.\nRequirements:\n- Use TypeScript and React.\n- Fast join via room code\n\nReturn a clear Markdown plan.""}]"
Make a LinkedIn clone,coding,Make a LinkedIn clone,0,16,21,26,8,19,4,19,14,"[""too_vague"", ""missing_context"", ""ambiguous_objective"", ""insufficient_constraints"", ""incomplete_prompt""]","[""context"", ""goal"", ""constraints"", ""specific_requirements"", ""output_format"", ""actionable_steps""]","{""quality_score"": 16, ""dimensions"": {""clarity"": 21, ""specificity"": 26, ""context"": 8, ""goal_definition"": 19, ""constraints"": 4, ""completeness"": 19, ""actionability"": 14}, ""issues"": [""too_vague"", ""missing_context"", ""ambiguous_objective"", ""insufficient_constraints"", ""incomplete_prompt""], ""missing_information"": [""context"", ""goal"", ""constraints"", ""specific_requirements"", ""output_format"", ""actionable_steps""]}","Build a LinkedIn-like professional networking app for beginners.
This will run locally first.

Features: profiles, connections, posts/feed, job listings (basic).
Requirements:
- Use Python and Flask.
- Keep v1 focused on profiles + feed

Include short examples.","[{""role"": ""system"", ""content"": ""You are PromptForge Optimizer. Rewrite the user's prompt into a clear, specific, complete, and actionable LLM prompt. Preserve the original intent and topic. Add missing audience, context, constraints, and output format when needed. Return ONLY the optimized prompt text \u2014 no commentary.""}, {""role"": ""user"", ""content"": ""Task type: coding\nOriginal prompt:\nMake a LinkedIn clone\n\nQuality analysis:\n- quality_score: 16\n- clarity: 21\n- specificity: 26\n- context: 8\n- goal_definition: 19\n- constraints: 4\n- completeness: 19\n- actionability: 14\n- issues: too_vague, missing_context, ambiguous_objective, insufficient_constraints, incomplete_prompt\n- missing_information: context, goal, constraints, specific_requirements, output_format, actionable_steps\n\nRewrite this into a high-quality optimized prompt.\nKeep the same goal and topic as the original.\nReturn only the optimized prompt.""}, {""role"": ""assistant"", ""content"": ""Build a LinkedIn-like professional networking app for beginners.\nThis will run locally first.\n\nFeatures: profiles, connections, posts/feed, job listings (basic).\nRequirements:\n- Use Python and Flask.\n- Keep v1 focused on profiles + feed\n\nInclude short examples.""}]"
Make a REST API for a bookstore,coding,Make a REST API for a bookstore,0,20,34,15,11,29,18,21,15,"[""too_vague"", ""missing_context"", ""ambiguous_objective"", ""insufficient_constraints"", ""incomplete_prompt""]","[""context"", ""goal"", ""constraints"", ""specific_requirements"", ""output_format"", ""actionable_steps""]","{""quality_score"": 20, ""dimensions"": {""clarity"": 34, ""specificity"": 15, ""context"": 11, ""goal_definition"": 29, ""constraints"": 18, ""completeness"": 21, ""actionability"": 15}, ""issues"": [""too_vague"", ""missing_context"", ""ambiguous_objective"", ""insufficient_constraints"", ""incomplete_prompt""], ""missing_information"": [""context"", ""goal"", ""constraints"", ""specific_requirements"", ""output_format"", ""actionable_steps""]}","Build a REST API for a bookstore for startup founders.
This is a weekend prototype.

Endpoints for books, authors, inventory, and basic search.
Requirements:
- Use TypeScript and React.
- Validation and clear error responses

Include short examples.","[{""role"": ""system"", ""content"": ""You are PromptForge Optimizer. Rewrite the user's prompt into a clear, specific, complete, and actionable LLM prompt. Preserve the original intent and topic. Add missing audience, context, constraints, and output format when needed. Return ONLY the optimized prompt text \u2014 no commentary.""}, {""role"": ""user"", ""content"": ""Task type: coding\nOriginal prompt:\nMake a REST API for a bookstore\n\nQuality analysis:\n- quality_score: 20\n- clarity: 34\n- specificity: 15\n- context: 11\n- goal_definition: 29\n- constraints: 18\n- completeness: 21\n- actionability: 15\n- issues: too_vague, missing_context, ambiguous_objective, insufficient_constraints, incomplete_prompt\n- missing_information: context, goal, constraints, specific_requirements, output_format, actionable_steps\n\nRewrite this into a high-quality optimized prompt.\nKeep the same goal and topic as the original.\nReturn only the optimized prompt.""}, {""role"": ""assistant"", ""content"": ""Build a REST API for a bookstore for startup founders.\nThis is a weekend prototype.\n\nEndpoints for books, authors, inventory, and basic search.\nRequirements:\n- Use TypeScript and React.\n- Validation and clear error responses\n\nInclude short examples.""}]"
Make a recipe meal planner,coding,Make a recipe meal planner,0,23,24,26,24,21,20,21,24,"[""too_vague"", ""missing_context"", ""ambiguous_objective"", ""insufficient_constraints"", ""incomplete_prompt""]","[""context"", ""goal"", ""constraints"", ""specific_requirements"", ""output_format"", ""actionable_steps""]","{""quality_score"": 23, ""dimensions"": {""clarity"": 24, ""specificity"": 26, ""context"": 24, ""goal_definition"": 21, ""constraints"": 20, ""completeness"": 21, ""actionability"": 24}, ""issues"": [""too_vague"", ""missing_context"", ""ambiguous_objective"", ""insufficient_constraints"", ""incomplete_prompt""], ""missing_information"": [""context"", ""goal"", ""constraints"", ""specific_requirements"", ""output_format"", ""actionable_steps""]}","Build a weekly meal planner with recipes for general users.
This is for a university project.

Features: plan meals by day, generate shopping list, save favorites.
Requirements:
- Prefer a simple, readable stack.
- Printable shopping list view

Return JSON where structure helps.","[{""role"": ""system"", ""content"": ""You are PromptForge Optimizer. Rewrite the user's prompt into a clear, specific, complete, and actionable LLM prompt. Preserve the original intent and topic. Add missing audience, context, constraints, and output format when needed. Return ONLY the optimized prompt text \u2014 no commentary.""}, {""role"": ""user"", ""content"": ""Task type: coding\nOriginal prompt:\nMake a recipe meal planner\n\nQuality analysis:\n- quality_score: 23\n- clarity: 24\n- specificity: 26\n- context: 24\n- goal_definition: 21\n- constraints: 20\n- completeness: 21\n- actionability: 24\n- issues: too_vague, missing_context, ambiguous_objective, insufficient_constraints, incomplete_prompt\n- missing_information: context, goal, constraints, specific_requirements, output_format, actionable_steps\n\nRewrite this into a high-quality optimized prompt.\nKeep the same goal and topic as the original.\nReturn only the optimized prompt.""}, {""role"": ""assistant"", ""content"": ""Build a weekly meal planner with recipes for general users.\nThis is for a university project.\n\nFeatures: plan meals by day, generate shopping list, save favorites.\nRequirements:\n- Prefer a simple, readable stack.\n- Printable shopping list view\n\nReturn JSON where structure helps.""}]"
Make an app about social media like facebook and stuff,coding,Make an app about social media like facebook and stuff,0,18,20,16,14,25,17,9,24,"[""too_vague"", ""missing_context"", ""ambiguous_objective"", ""insufficient_constraints"", ""incomplete_prompt""]","[""context"", ""goal"", ""constraints"", ""specific_requirements"", ""output_format"", ""actionable_steps""]","{""quality_score"": 18, ""dimensions"": {""clarity"": 20, ""specificity"": 16, ""context"": 14, ""goal_definition"": 25, ""constraints"": 17, ""completeness"": 9, ""actionability"": 24}, ""issues"": [""too_vague"", ""missing_context"", ""ambiguous_objective"", ""insufficient_constraints"", ""incomplete_prompt""], ""missing_information"": [""context"", ""goal"", ""constraints"", ""specific_requirements"", ""output_format"", ""actionable_steps""]}","Build a social media app similar to Facebook for beginners.
This is for a small production MVP.

Core features:
- User profiles and friend connections
- News feed with posts, likes, and comments
- Basic notifications

Requirements:
- Use Python and Flask.
- Keep the first version simple and usable
- Include error handling and clear project structure

Return:
1. Feature list
2. Project structure
3. Core implementation outline

Include short examples.","[{""role"": ""system"", ""content"": ""You are PromptForge Optimizer. Rewrite the user's prompt into a clear, specific, complete, and actionable LLM prompt. Preserve the original intent and topic. Add missing audience, context, constraints, and output format when needed. Return ONLY the optimized prompt text \u2014 no commentary.""}, {""role"": ""user"", ""content"": ""Task type: coding\nOriginal prompt:\nMake an app about social media like facebook and stuff\n\nQuality analysis:\n- quality_score: 18\n- clarity: 20\n- specificity: 16\n- context: 14\n- goal_definition: 25\n- constraints: 17\n- completeness: 9\n- actionability: 24\n- issues: too_vague, missing_context, ambiguous_objective, insufficient_constraints, incomplete_prompt\n- missing_information: context, goal, constraints, specific_requirements, output_format, actionable_steps\n\nRewrite this into a high-quality optimized prompt.\nKeep the same goal and topic as the original.\nReturn only the optimized prompt.""}, {""role"": ""assistant"", ""content"": ""Build a social media app similar to Facebook for beginners.\nThis is for a small production MVP.\n\nCore features:\n- User profiles and friend connections\n- News feed with posts, likes, and comments\n- Basic notifications\n\nRequirements:\n- Use Python and Flask.\n- Keep the first version simple and usable\n- Include error handling and clear project structure\n\nReturn:\n1. Feature list\n2. Project structure\n3. Core implementation outline\n\nInclude short examples.""}]"
Help me migrate from monolith to services,general,Help me migrate from monolith to services,0,18,28,14,18,26,10,17,15,"[""too_vague"", ""missing_context"", ""ambiguous_objective"", ""insufficient_constraints"", ""incomplete_prompt""]","[""context"", ""goal"", ""constraints"", ""specific_requirements"", ""output_format"", ""actionable_steps""]","{""quality_score"": 18, ""dimensions"": {""clarity"": 28, ""specificity"": 14, ""context"": 18, ""goal_definition"": 26, ""constraints"": 10, ""completeness"": 17, ""actionability"": 15}, ""issues"": [""too_vague"", ""missing_context"", ""ambiguous_objective"", ""insufficient_constraints"", ""incomplete_prompt""], ""missing_information"": [""context"", ""goal"", ""constraints"", ""specific_requirements"", ""output_format"", ""actionable_steps""]}","Create a pragmatic monolith-to-services migration plan for experienced developers.
This will run locally first.

Identify bounded contexts, strangler pattern steps, risks, and rollback.
Include short examples.","[{""role"": ""system"", ""content"": ""You are PromptForge Optimizer. Rewrite the user's prompt into a clear, specific, complete, and actionable LLM prompt. Preserve the original intent and topic. Add missing audience, context, constraints, and output format when needed. Return ONLY the optimized prompt text \u2014 no commentary.""}, {""role"": ""user"", ""content"": ""Task type: general\nOriginal prompt:\nHelp me migrate from monolith to services\n\nQuality analysis:\n- quality_score: 18\n- clarity: 28\n- specificity: 14\n- context: 18\n- goal_definition: 26\n- constraints: 10\n- completeness: 17\n- actionability: 15\n- issues: too_vague, missing_context, ambiguous_objective, insufficient_constraints, incomplete_prompt\n- missing_information: context, goal, constraints, specific_requirements, output_format, actionable_steps\n\nRewrite this into a high-quality optimized prompt.\nKeep the same goal and topic as the original.\nReturn only the optimized prompt.""}, {""role"": ""assistant"", ""content"": ""Create a pragmatic monolith-to-services migration plan for experienced developers.\nThis will run locally first.\n\nIdentify bounded contexts, strangler pattern steps, risks, and rollback.\nInclude short examples.""}]"
Make a reading list for system design,general,Make a reading list for system design,0,17,27,12,14,20,5,20,21,"[""too_vague"", ""missing_context"", ""ambiguous_objective"", ""insufficient_constraints"", ""incomplete_prompt""]","[""context"", ""goal"", ""constraints"", ""specific_requirements"", ""output_format"", ""actionable_steps""]","{""quality_score"": 17, ""dimensions"": {""clarity"": 27, ""specificity"": 12, ""context"": 14, ""goal_definition"": 20, ""constraints"": 5, ""completeness"": 20, ""actionability"": 21}, ""issues"": [""too_vague"", ""missing_context"", ""ambiguous_objective"", ""insufficient_constraints"", ""incomplete_prompt""], ""missing_information"": [""context"", ""goal"", ""constraints"", ""specific_requirements"", ""output_format"", ""actionable_steps""]}","Create a system-design reading and practice list for startup founders.
This is for a small production MVP.

Order topics from fundamentals to advanced, with weekly milestones.
Return JSON where structure helps.","[{""role"": ""system"", ""content"": ""You are PromptForge Optimizer. Rewrite the user's prompt into a clear, specific, complete, and actionable LLM prompt. Preserve the original intent and topic. Add missing audience, context, constraints, and output format when needed. Return ONLY the optimized prompt text \u2014 no commentary.""}, {""role"": ""user"", ""content"": ""Task type: general\nOriginal prompt:\nMake a reading list for system design\n\nQuality analysis:\n- quality_score: 17\n- clarity: 27\n- specificity: 12\n- context: 14\n- goal_definition: 20\n- constraints: 5\n- completeness: 20\n- actionability: 21\n- issues: too_vague, missing_context, ambiguous_objective, insufficient_constraints, incomplete_prompt\n- missing_information: context, goal, constraints, specific_requirements, output_format, actionable_steps\n\nRewrite this into a high-quality optimized prompt.\nKeep the same goal and topic as the original.\nReturn only the optimized prompt.""}, {""role"": ""assistant"", ""content"": ""Create a system-design reading and practice list for startup founders.\nThis is for a small production MVP.\n\nOrder topics from fundamentals to advanced, with weekly milestones.\nReturn JSON where structure helps.""}]"
Make a habit tracker,coding,Make a habit tracker,0,18,20,23,20,31,8,9,14,"[""too_vague"", ""missing_context"", ""ambiguous_objective"", ""insufficient_constraints"", ""incomplete_prompt""]","[""context"", ""goal"", ""constraints"", ""specific_requirements"", ""output_format"", ""actionable_steps""]","{""quality_score"": 18, ""dimensions"": {""clarity"": 20, ""specificity"": 23, ""context"": 20, ""goal_definition"": 31, ""constraints"": 8, ""completeness"": 9, ""actionability"": 14}, ""issues"": [""too_vague"", ""missing_context"", ""ambiguous_objective"", ""insufficient_constraints"", ""incomplete_prompt""], ""missing_information"": [""context"", ""goal"", ""constraints"", ""specific_requirements"", ""output_format"", ""actionable_steps""]}","Build a habit tracker app for beginners.
This is for a small production MVP.

Features: daily check-ins, streaks, reminders, weekly summary.
Requirements:
- Use Python and FastAPI.
- Simple UX that encourages consistency

Include short examples.","[{""role"": ""system"", ""content"": ""You are PromptForge Optimizer. Rewrite the user's prompt into a clear, specific, complete, and actionable LLM prompt. Preserve the original intent and topic. Add missing audience, context, constraints, and output format when needed. Return ONLY the optimized prompt text \u2014 no commentary.""}, {""role"": ""user"", ""content"": ""Task type: coding\nOriginal prompt:\nMake a habit tracker\n\nQuality analysis:\n- quality_score: 18\n- clarity: 20\n- specificity: 23\n- context: 20\n- goal_definition: 31\n- constraints: 8\n- completeness: 9\n- actionability: 14\n- issues: too_vague, missing_context, ambiguous_objective, insufficient_constraints, incomplete_prompt\n- missing_information: context, goal, constraints, specific_requirements, output_format, actionable_steps\n\nRewrite this into a high-quality optimized prompt.\nKeep the same goal and topic as the original.\nReturn only the optimized prompt.""}, {""role"": ""assistant"", ""content"": ""Build a habit tracker app for beginners.\nThis is for a small production MVP.\n\nFeatures: daily check-ins, streaks, reminders, weekly summary.\nRequirements:\n- Use Python and FastAPI.\n- Simple UX that encourages consistency\n\nInclude short examples.""}]"
Create a stock watchlist app,coding,Create a stock watchlist app,0,20,24,21,7,28,16,26,18,"[""too_vague"", ""missing_context"", ""ambiguous_objective"", ""insufficient_constraints"", ""incomplete_prompt""]","[""context"", ""goal"", ""constraints"", ""specific_requirements"", ""output_format"", ""actionable_steps""]","{""quality_score"": 20, ""dimensions"": {""clarity"": 24, ""specificity"": 21, ""context"": 7, ""goal_definition"": 28, ""constraints"": 16, ""completeness"": 26, ""actionability"": 18}, ""issues"": [""too_vague"", ""missing_context"", ""ambiguous_objective"", ""insufficient_constraints"", ""incomplete_prompt""], ""missing_information"": [""context"", ""goal"", ""constraints"", ""specific_requirements"", ""output_format"", ""actionable_steps""]}","Build a stock watchlist app for beginners.
This is for a portfolio demo.

Features: add tickers, show price/change, simple charts, refresh.
Requirements:
- Prefer a simple, readable stack.
- Handle API rate limits gracefully

Include short examples.","[{""role"": ""system"", ""content"": ""You are PromptForge Optimizer. Rewrite the user's prompt into a clear, specific, complete, and actionable LLM prompt. Preserve the original intent and topic. Add missing audience, context, constraints, and output format when needed. Return ONLY the optimized prompt text \u2014 no commentary.""}, {""role"": ""user"", ""content"": ""Task type: coding\nOriginal prompt:\nCreate a stock watchlist app\n\nQuality analysis:\n- quality_score: 20\n- clarity: 24\n- specificity: 21\n- context: 7\n- goal_definition: 28\n- constraints: 16\n- completeness: 26\n- actionability: 18\n- issues: too_vague, missing_context, ambiguous_objective, insufficient_constraints, incomplete_prompt\n- missing_information: context, goal, constraints, specific_requirements, output_format, actionable_steps\n\nRewrite this into a high-quality optimized prompt.\nKeep the same goal and topic as the original.\nReturn only the optimized prompt.""}, {""role"": ""assistant"", ""content"": ""Build a stock watchlist app for beginners.\nThis is for a portfolio demo.\n\nFeatures: add tickers, show price/change, simple charts, refresh.\nRequirements:\n- Prefer a simple, readable stack.\n- Handle API rate limits gracefully\n\nInclude short examples.""}]"
Build a multiplayer tic-tac-toe,coding,Build a multiplayer tic-tac-toe,0,21,28,25,18,23,17,9,26,"[""too_vague"", ""missing_context"", ""ambiguous_objective"", ""insufficient_constraints"", ""incomplete_prompt""]","[""context"", ""goal"", ""constraints"", ""specific_requirements"", ""output_format"", ""actionable_steps""]","{""quality_score"": 21, ""dimensions"": {""clarity"": 28, ""specificity"": 25, ""context"": 18, ""goal_definition"": 23, ""constraints"": 17, ""completeness"": 9, ""actionability"": 26}, ""issues"": [""too_vague"", ""missing_context"", ""ambiguous_objective"", ""insufficient_constraints"", ""incomplete_prompt""], ""missing_information"": [""context"", ""goal"", ""constraints"", ""specific_requirements"", ""output_format"", ""actionable_steps""]}","Build a multiplayer tic-tac-toe game for startup founders.
This is for a small production MVP.

Features: create/join room, turn-based play, win/draw detection.
Requirements:
- Use Python and Flask.
- Simple realtime or polling updates

Include short examples.","[{""role"": ""system"", ""content"": ""You are PromptForge Optimizer. Rewrite the user's prompt into a clear, specific, complete, and actionable LLM prompt. Preserve the original intent and topic. Add missing audience, context, constraints, and output format when needed. Return ONLY the optimized prompt text \u2014 no commentary.""}, {""role"": ""user"", ""content"": ""Task type: coding\nOriginal prompt:\nBuild a multiplayer tic-tac-toe\n\nQuality analysis:\n- quality_score: 21\n- clarity: 28\n- specificity: 25\n- context: 18\n- goal_definition: 23\n- constraints: 17\n- completeness: 9\n- actionability: 26\n- issues: too_vague, missing_context, ambiguous_objective, insufficient_constraints, incomplete_prompt\n- missing_information: context, goal, constraints, specific_requirements, output_format, actionable_steps\n\nRewrite this into a high-quality optimized prompt.\nKeep the same goal and topic as the original.\nReturn only the optimized prompt.""}, {""role"": ""assistant"", ""content"": ""Build a multiplayer tic-tac-toe game for startup founders.\nThis is for a small production MVP.\n\nFeatures: create/join room, turn-based play, win/draw detection.\nRequirements:\n- Use Python and Flask.\n- Simple realtime or polling updates\n\nInclude short examples.""}]"
Design a customer support playbook,general,Design a customer support playbook,0,21,32,16,13,26,18,11,29,"[""too_vague"", ""missing_context"", ""ambiguous_objective"", ""insufficient_constraints"", ""incomplete_prompt""]","[""context"", ""goal"", ""constraints"", ""specific_requirements"", ""output_format"", ""actionable_steps""]","{""quality_score"": 21, ""dimensions"": {""clarity"": 32, ""specificity"": 16, ""context"": 13, ""goal_definition"": 26, ""constraints"": 18, ""completeness"": 11, ""actionability"": 29}, ""issues"": [""too_vague"", ""missing_context"", ""ambiguous_objective"", ""insufficient_constraints"", ""incomplete_prompt""], ""missing_information"": [""context"", ""goal"", ""constraints"", ""specific_requirements"", ""output_format"", ""actionable_steps""]}","Design a customer support playbook for experienced developers.
This will run locally first.

Include response templates, escalation paths, SLAs, and quality checks.
Return numbered steps.","[{""role"": ""system"", ""content"": ""You are PromptForge Optimizer. Rewrite the user's prompt into a clear, specific, complete, and actionable LLM prompt. Preserve the original intent and topic. Add missing audience, context, constraints, and output format when needed. Return ONLY the optimized prompt text \u2014 no commentary.""}, {""role"": ""user"", ""content"": ""Task type: general\nOriginal prompt:\nDesign a customer support playbook\n\nQuality analysis:\n- quality_score: 21\n- clarity: 32\n- specificity: 16\n- context: 13\n- goal_definition: 26\n- constraints: 18\n- completeness: 11\n- actionability: 29\n- issues: too_vague, missing_context, ambiguous_objective, insufficient_constraints, incomplete_prompt\n- missing_information: context, goal, constraints, specific_requirements, output_format, actionable_steps\n\nRewrite this into a high-quality optimized prompt.\nKeep the same goal and topic as the original.\nReturn only the optimized prompt.""}, {""role"": ""assistant"", ""content"": ""Design a customer support playbook for experienced developers.\nThis will run locally first.\n\nInclude response templates, escalation paths, SLAs, and quality checks.\nReturn numbered steps.""}]"
Make a podcast player app,coding,Make a podcast player app,0,20,21,23,17,27,6,22,21,"[""too_vague"", ""missing_context"", ""ambiguous_objective"", ""insufficient_constraints"", ""incomplete_prompt""]","[""context"", ""goal"", ""constraints"", ""specific_requirements"", ""output_format"", ""actionable_steps""]","{""quality_score"": 20, ""dimensions"": {""clarity"": 21, ""specificity"": 23, ""context"": 17, ""goal_definition"": 27, ""constraints"": 6, ""completeness"": 22, ""actionability"": 21}, ""issues"": [""too_vague"", ""missing_context"", ""ambiguous_objective"", ""insufficient_constraints"", ""incomplete_prompt""], ""missing_information"": [""context"", ""goal"", ""constraints"", ""specific_requirements"", ""output_format"", ""actionable_steps""]}","Build a podcast player app for startup founders.
This is for a university project.

Features: subscribe feeds, episode list, play/pause, playback position.
Requirements:
- Use Python and FastAPI.
- Persist progress

Include short examples.","[{""role"": ""system"", ""content"": ""You are PromptForge Optimizer. Rewrite the user's prompt into a clear, specific, complete, and actionable LLM prompt. Preserve the original intent and topic. Add missing audience, context, constraints, and output format when needed. Return ONLY the optimized prompt text \u2014 no commentary.""}, {""role"": ""user"", ""content"": ""Task type: coding\nOriginal prompt:\nMake a podcast player app\n\nQuality analysis:\n- quality_score: 20\n- clarity: 21\n- specificity: 23\n- context: 17\n- goal_definition: 27\n- constraints: 6\n- completeness: 22\n- actionability: 21\n- issues: too_vague, missing_context, ambiguous_objective, insufficient_constraints, incomplete_prompt\n- missing_information: context, goal, constraints, specific_requirements, output_format, actionable_steps\n\nRewrite this into a high-quality optimized prompt.\nKeep the same goal and topic as the original.\nReturn only the optimized prompt.""}, {""role"": ""assistant"", ""content"": ""Build a podcast player app for startup founders.\nThis is for a university project.\n\nFeatures: subscribe feeds, episode list, play/pause, playback position.\nRequirements:\n- Use Python and FastAPI.\n- Persist progress\n\nInclude short examples.""}]"
Analyze this.,data,Analyze this,0,20,25,16,13,19,15,26,24,"[""too_vague"", ""missing_context"", ""ambiguous_objective"", ""insufficient_constraints"", ""incomplete_prompt""]","[""context"", ""goal"", ""constraints"", ""specific_requirements"", ""output_format"", ""actionable_steps""]","{""quality_score"": 20, ""dimensions"": {""clarity"": 25, ""specificity"": 16, ""context"": 13, ""goal_definition"": 19, ""constraints"": 15, ""completeness"": 26, ""actionability"": 24}, ""issues"": [""too_vague"", ""missing_context"", ""ambiguous_objective"", ""insufficient_constraints"", ""incomplete_prompt""], ""missing_information"": [""context"", ""goal"", ""constraints"", ""specific_requirements"", ""output_format"", ""actionable_steps""]}","Analyze the provided dataset for startup founders.
This will run locally first.

Steps:
1. Summarize columns and missing values
2. Compute key descriptive stats
3. Call out notable patterns or outliers
4. Suggest next analyses

State assumptions clearly.
Include short examples.","[{""role"": ""system"", ""content"": ""You are PromptForge Optimizer. Rewrite the user's prompt into a clear, specific, complete, and actionable LLM prompt. Preserve the original intent and topic. Add missing audience, context, constraints, and output format when needed. Return ONLY the optimized prompt text \u2014 no commentary.""}, {""role"": ""user"", ""content"": ""Task type: data\nOriginal prompt:\nAnalyze this.\n\nQuality analysis:\n- quality_score: 20\n- clarity: 25\n- specificity: 16\n- context: 13\n- goal_definition: 19\n- constraints: 15\n- completeness: 26\n- actionability: 24\n- issues: too_vague, missing_context, ambiguous_objective, insufficient_constraints, incomplete_prompt\n- missing_information: context, goal, constraints, specific_requirements, output_format, actionable_steps\n\nRewrite this into a high-quality optimized prompt.\nKeep the same goal and topic as the original.\nReturn only the optimized prompt.""}, {""role"": ""assistant"", ""content"": ""Analyze the provided dataset for startup founders.\nThis will run locally first.\n\nSteps:\n1. Summarize columns and missing values\n2. Compute key descriptive stats\n3. Call out notable patterns or outliers\n4. Suggest next analyses\n\nState assumptions clearly.\nInclude short examples.""}]"
Build a cohort retention table,data,Build a cohort retention table,0,22,33,16,14,23,20,25,25,"[""too_vague"", ""missing_context"", ""ambiguous_objective"", ""insufficient_constraints"", ""incomplete_prompt""]","[""context"", ""goal"", ""constraints"", ""specific_requirements"", ""output_format"", ""actionable_steps""]","{""quality_score"": 22, ""dimensions"": {""clarity"": 33, ""specificity"": 16, ""context"": 14, ""goal_definition"": 23, ""constraints"": 20, ""completeness"": 25, ""actionability"": 25}, ""issues"": [""too_vague"", ""missing_context"", ""ambiguous_objective"", ""insufficient_constraints"", ""incomplete_prompt""], ""missing_information"": [""context"", ""goal"", ""constraints"", ""specific_requirements"", ""output_format"", ""actionable_steps""]}","Create a cohort retention analysis plan for general users.
This will run locally first.

Define cohort key, retention windows, table layout, and interpretation tips.
Return a clear Markdown plan.","[{""role"": ""system"", ""content"": ""You are PromptForge Optimizer. Rewrite the user's prompt into a clear, specific, complete, and actionable LLM prompt. Preserve the original intent and topic. Add missing audience, context, constraints, and output format when needed. Return ONLY the optimized prompt text \u2014 no commentary.""}, {""role"": ""user"", ""content"": ""Task type: data\nOriginal prompt:\nBuild a cohort retention table\n\nQuality analysis:\n- quality_score: 22\n- clarity: 33\n- specificity: 16\n- context: 14\n- goal_definition: 23\n- constraints: 20\n- completeness: 25\n- actionability: 25\n- issues: too_vague, missing_context, ambiguous_objective, insufficient_constraints, incomplete_prompt\n- missing_information: context, goal, constraints, specific_requirements, output_format, actionable_steps\n\nRewrite this into a high-quality optimized prompt.\nKeep the same goal and topic as the original.\nReturn only the optimized prompt.""}, {""role"": ""assistant"", ""content"": ""Create a cohort retention analysis plan for general users.\nThis will run locally first.\n\nDefine cohort key, retention windows, table layout, and interpretation tips.\nReturn a clear Markdown plan.""}]"
Help me learn Rust in 30 days,general,Help me learn Rust in 30 days,0,17,20,21,23,26,8,9,14,"[""too_vague"", ""missing_context"", ""ambiguous_objective"", ""insufficient_constraints"", ""incomplete_prompt""]","[""context"", ""goal"", ""constraints"", ""specific_requirements"", ""output_format"", ""actionable_steps""]","{""quality_score"": 17, ""dimensions"": {""clarity"": 20, ""specificity"": 21, ""context"": 23, ""goal_definition"": 26, ""constraints"": 8, ""completeness"": 9, ""actionability"": 14}, ""issues"": [""too_vague"", ""missing_context"", ""ambiguous_objective"", ""insufficient_constraints"", ""incomplete_prompt""], ""missing_information"": [""context"", ""goal"", ""constraints"", ""specific_requirements"", ""output_format"", ""actionable_steps""]}","Create a 30-day Rust learning plan for beginners.
This is for a university project.

Daily goals, project milestones, and resources. Keep it realistic for ~1 hour/day.
Return numbered steps.","[{""role"": ""system"", ""content"": ""You are PromptForge Optimizer. Rewrite the user's prompt into a clear, specific, complete, and actionable LLM prompt. Preserve the original intent and topic. Add missing audience, context, constraints, and output format when needed. Return ONLY the optimized prompt text \u2014 no commentary.""}, {""role"": ""user"", ""content"": ""Task type: general\nOriginal prompt:\nHelp me learn Rust in 30 days\n\nQuality analysis:\n- quality_score: 17\n- clarity: 20\n- specificity: 21\n- context: 23\n- goal_definition: 26\n- constraints: 8\n- completeness: 9\n- actionability: 14\n- issues: too_vague, missing_context, ambiguous_objective, insufficient_constraints, incomplete_prompt\n- missing_information: context, goal, constraints, specific_requirements, output_format, actionable_steps\n\nRewrite this into a high-quality optimized prompt.\nKeep the same goal and topic as the original.\nReturn only the optimized prompt.""}, {""role"": ""assistant"", ""content"": ""Create a 30-day Rust learning plan for beginners.\nThis is for a university project.\n\nDaily goals, project milestones, and resources. Keep it realistic for ~1 hour/day.\nReturn numbered steps.""}]"
Make a Reddit-like app,coding,Make a Reddit-like app,0,18,25,19,15,29,12,11,15,"[""too_vague"", ""missing_context"", ""ambiguous_objective"", ""insufficient_constraints"", ""incomplete_prompt""]","[""context"", ""goal"", ""constraints"", ""specific_requirements"", ""output_format"", ""actionable_steps""]","{""quality_score"": 18, ""dimensions"": {""clarity"": 25, ""specificity"": 19, ""context"": 15, ""goal_definition"": 29, ""constraints"": 12, ""completeness"": 11, ""actionability"": 15}, ""issues"": [""too_vague"", ""missing_context"", ""ambiguous_objective"", ""insufficient_constraints"", ""incomplete_prompt""], ""missing_information"": [""context"", ""goal"", ""constraints"", ""specific_requirements"", ""output_format"", ""actionable_steps""]}","Build a Reddit-like community app for startup founders.
This will run locally first.

Features: communities/subreddits, posts, comments, upvotes.
Requirements:
- Use TypeScript and React.
- Keep moderation features minimal for v1

Return numbered steps.","[{""role"": ""system"", ""content"": ""You are PromptForge Optimizer. Rewrite the user's prompt into a clear, specific, complete, and actionable LLM prompt. Preserve the original intent and topic. Add missing audience, context, constraints, and output format when needed. Return ONLY the optimized prompt text \u2014 no commentary.""}, {""role"": ""user"", ""content"": ""Task type: coding\nOriginal prompt:\nMake a Reddit-like app\n\nQuality analysis:\n- quality_score: 18\n- clarity: 25\n- specificity: 19\n- context: 15\n- goal_definition: 29\n- constraints: 12\n- completeness: 11\n- actionability: 15\n- issues: too_vague, missing_context, ambiguous_objective, insufficient_constraints, incomplete_prompt\n- missing_information: context, goal, constraints, specific_requirements, output_format, actionable_steps\n\nRewrite this into a high-quality optimized prompt.\nKeep the same goal and topic as the original.\nReturn only the optimized prompt.""}, {""role"": ""assistant"", ""content"": ""Build a Reddit-like community app for startup founders.\nThis will run locally first.\n\nFeatures: communities/subreddits, posts, comments, upvotes.\nRequirements:\n- Use TypeScript and React.\n- Keep moderation features minimal for v1\n\nReturn numbered steps.""}]"
Research Postgres vs MongoDB,research,Research Postgres vs MongoDB,0,23,29,24,15,32,11,22,26,"[""too_vague"", ""missing_context"", ""ambiguous_objective"", ""insufficient_constraints"", ""incomplete_prompt""]","[""context"", ""goal"", ""constraints"", ""specific_requirements"", ""output_format"", ""actionable_steps""]","{""quality_score"": 23, ""dimensions"": {""clarity"": 29, ""specificity"": 24, ""context"": 15, ""goal_definition"": 32, ""constraints"": 11, ""completeness"": 22, ""actionability"": 26}, ""issues"": [""too_vague"", ""missing_context"", ""ambiguous_objective"", ""insufficient_constraints"", ""incomplete_prompt""], ""missing_information"": [""context"", ""goal"", ""constraints"", ""specific_requirements"", ""output_format"", ""actionable_steps""]}","Compare PostgreSQL and MongoDB for product managers.
This is for a small production MVP.

Cover data model fit, transactions, query patterns, scaling, and ops complexity.
Recommend one for a typical SaaS app.
Return JSON where structure helps.","[{""role"": ""system"", ""content"": ""You are PromptForge Optimizer. Rewrite the user's prompt into a clear, specific, complete, and actionable LLM prompt. Preserve the original intent and topic. Add missing audience, context, constraints, and output format when needed. Return ONLY the optimized prompt text \u2014 no commentary.""}, {""role"": ""user"", ""content"": ""Task type: research\nOriginal prompt:\nResearch Postgres vs MongoDB\n\nQuality analysis:\n- quality_score: 23\n- clarity: 29\n- specificity: 24\n- context: 15\n- goal_definition: 32\n- constraints: 11\n- completeness: 22\n- actionability: 26\n- issues: too_vague, missing_context, ambiguous_objective, insufficient_constraints, incomplete_prompt\n- missing_information: context, goal, constraints, specific_requirements, output_format, actionable_steps\n\nRewrite this into a high-quality optimized prompt.\nKeep the same goal and topic as the original.\nReturn only the optimized prompt.""}, {""role"": ""assistant"", ""content"": ""Compare PostgreSQL and MongoDB for product managers.\nThis is for a small production MVP.\n\nCover data model fit, transactions, query patterns, scaling, and ops complexity.\nRecommend one for a typical SaaS app.\nReturn JSON where structure helps.""}]"
Make this better.,general,Make this better,0,23,34,26,13,23,12,25,29,"[""too_vague"", ""missing_context"", ""ambiguous_objective"", ""insufficient_constraints"", ""incomplete_prompt""]","[""context"", ""goal"", ""constraints"", ""specific_requirements"", ""output_format"", ""actionable_steps""]","{""quality_score"": 23, ""dimensions"": {""clarity"": 34, ""specificity"": 26, ""context"": 13, ""goal_definition"": 23, ""constraints"": 12, ""completeness"": 25, ""actionability"": 29}, ""issues"": [""too_vague"", ""missing_context"", ""ambiguous_objective"", ""insufficient_constraints"", ""incomplete_prompt""], ""missing_information"": [""context"", ""goal"", ""constraints"", ""specific_requirements"", ""output_format"", ""actionable_steps""]}","Improve this draft for general users.
This is for a small production MVP.

Rewrite for clarity, structure, and actionability while preserving the original intent.
Explain the top 3 changes briefly after the rewrite.
Include short examples.","[{""role"": ""system"", ""content"": ""You are PromptForge Optimizer. Rewrite the user's prompt into a clear, specific, complete, and actionable LLM prompt. Preserve the original intent and topic. Add missing audience, context, constraints, and output format when needed. Return ONLY the optimized prompt text \u2014 no commentary.""}, {""role"": ""user"", ""content"": ""Task type: general\nOriginal prompt:\nMake this better.\n\nQuality analysis:\n- quality_score: 23\n- clarity: 34\n- specificity: 26\n- context: 13\n- goal_definition: 23\n- constraints: 12\n- completeness: 25\n- actionability: 29\n- issues: too_vague, missing_context, ambiguous_objective, insufficient_constraints, incomplete_prompt\n- missing_information: context, goal, constraints, specific_requirements, output_format, actionable_steps\n\nRewrite this into a high-quality optimized prompt.\nKeep the same goal and topic as the original.\nReturn only the optimized prompt.""}, {""role"": ""assistant"", ""content"": ""Improve this draft for general users.\nThis is for a small production MVP.\n\nRewrite for clarity, structure, and actionability while preserving the original intent.\nExplain the top 3 changes briefly after the rewrite.\nInclude short examples.""}]"
Make a recipe meal planner,coding,Make a recipe meal planner,0,19,22,20,10,24,3,24,27,"[""too_vague"", ""missing_context"", ""ambiguous_objective"", ""insufficient_constraints"", ""incomplete_prompt""]","[""context"", ""goal"", ""constraints"", ""specific_requirements"", ""output_format"", ""actionable_steps""]","{""quality_score"": 19, ""dimensions"": {""clarity"": 22, ""specificity"": 20, ""context"": 10, ""goal_definition"": 24, ""constraints"": 3, ""completeness"": 24, ""actionability"": 27}, ""issues"": [""too_vague"", ""missing_context"", ""ambiguous_objective"", ""insufficient_constraints"", ""incomplete_prompt""], ""missing_information"": [""context"", ""goal"", ""constraints"", ""specific_requirements"", ""output_format"", ""actionable_steps""]}","Build a weekly meal planner with recipes for experienced developers.
This is a weekend prototype.

Features: plan meals by day, generate shopping list, save favorites.
Requirements:
- Prefer a simple, readable stack.
- Printable shopping list view

Return a clear Markdown plan.","[{""role"": ""system"", ""content"": ""You are PromptForge Optimizer. Rewrite the user's prompt into a clear, specific, complete, and actionable LLM prompt. Preserve the original intent and topic. Add missing audience, context, constraints, and output format when needed. Return ONLY the optimized prompt text \u2014 no commentary.""}, {""role"": ""user"", ""content"": ""Task type: coding\nOriginal prompt:\nMake a recipe meal planner\n\nQuality analysis:\n- quality_score: 19\n- clarity: 22\n- specificity: 20\n- context: 10\n- goal_definition: 24\n- constraints: 3\n- completeness: 24\n- actionability: 27\n- issues: too_vague, missing_context, ambiguous_objective, insufficient_constraints, incomplete_prompt\n- missing_information: context, goal, constraints, specific_requirements, output_format, actionable_steps\n\nRewrite this into a high-quality optimized prompt.\nKeep the same goal and topic as the original.\nReturn only the optimized prompt.""}, {""role"": ""assistant"", ""content"": ""Build a weekly meal planner with recipes for experienced developers.\nThis is a weekend prototype.\n\nFeatures: plan meals by day, generate shopping list, save favorites.\nRequirements:\n- Prefer a simple, readable stack.\n- Printable shopping list view\n\nReturn a clear Markdown plan.""}]"
Design a customer support playbook,general,Design a customer support playbook,0,21,34,15,13,21,15,22,24,"[""too_vague"", ""missing_context"", ""ambiguous_objective"", ""insufficient_constraints"", ""incomplete_prompt""]","[""context"", ""goal"", ""constraints"", ""specific_requirements"", ""output_format"", ""actionable_steps""]","{""quality_score"": 21, ""dimensions"": {""clarity"": 34, ""specificity"": 15, ""context"": 13, ""goal_definition"": 21, ""constraints"": 15, ""completeness"": 22, ""actionability"": 24}, ""issues"": [""too_vague"", ""missing_context"", ""ambiguous_objective"", ""insufficient_constraints"", ""incomplete_prompt""], ""missing_information"": [""context"", ""goal"", ""constraints"", ""specific_requirements"", ""output_format"", ""actionable_steps""]}","Design a customer support playbook for general users.
This is for a portfolio demo.

Include response templates, escalation paths, SLAs, and quality checks.
Return a clear Markdown plan.","[{""role"": ""system"", ""content"": ""You are PromptForge Optimizer. Rewrite the user's prompt into a clear, specific, complete, and actionable LLM prompt. Preserve the original intent and topic. Add missing audience, context, constraints, and output format when needed. Return ONLY the optimized prompt text \u2014 no commentary.""}, {""role"": ""user"", ""content"": ""Task type: general\nOriginal prompt:\nDesign a customer support playbook\n\nQuality analysis:\n- quality_score: 21\n- clarity: 34\n- specificity: 15\n- context: 13\n- goal_definition: 21\n- constraints: 15\n- completeness: 22\n- actionability: 24\n- issues: too_vague, missing_context, ambiguous_objective, insufficient_constraints, incomplete_prompt\n- missing_information: context, goal, constraints, specific_requirements, output_format, actionable_steps\n\nRewrite this into a high-quality optimized prompt.\nKeep the same goal and topic as the original.\nReturn only the optimized prompt.""}, {""role"": ""assistant"", ""content"": ""Design a customer support playbook for general users.\nThis is for a portfolio demo.\n\nInclude response templates, escalation paths, SLAs, and quality checks.\nReturn a clear Markdown plan.""}]"
Build a Telegram bot for reminders,coding,Build a Telegram bot for reminders,0,21,22,16,20,29,19,25,14,"[""too_vague"", ""missing_context"", ""ambiguous_objective"", ""insufficient_constraints"", ""incomplete_prompt""]","[""context"", ""goal"", ""constraints"", ""specific_requirements"", ""output_format"", ""actionable_steps""]","{""quality_score"": 21, ""dimensions"": {""clarity"": 22, ""specificity"": 16, ""context"": 20, ""goal_definition"": 29, ""constraints"": 19, ""completeness"": 25, ""actionability"": 14}, ""issues"": [""too_vague"", ""missing_context"", ""ambiguous_objective"", ""insufficient_constraints"", ""incomplete_prompt""], ""missing_information"": [""context"", ""goal"", ""constraints"", ""specific_requirements"", ""output_format"", ""actionable_steps""]}","Build a Telegram reminder bot for startup founders.
This is for a portfolio demo.

Features: set reminders, list upcoming, cancel reminders.
Requirements:
- Persist reminders
- Timezone-aware scheduling

Return numbered steps.","[{""role"": ""system"", ""content"": ""You are PromptForge Optimizer. Rewrite the user's prompt into a clear, specific, complete, and actionable LLM prompt. Preserve the original intent and topic. Add missing audience, context, constraints, and output format when needed. Return ONLY the optimized prompt text \u2014 no commentary.""}, {""role"": ""user"", ""content"": ""Task type: coding\nOriginal prompt:\nBuild a Telegram bot for reminders\n\nQuality analysis:\n- quality_score: 21\n- clarity: 22\n- specificity: 16\n- context: 20\n- goal_definition: 29\n- constraints: 19\n- completeness: 25\n- actionability: 14\n- issues: too_vague, missing_context, ambiguous_objective, insufficient_constraints, incomplete_prompt\n- missing_information: context, goal, constraints, specific_requirements, output_format, actionable_steps\n\nRewrite this into a high-quality optimized prompt.\nKeep the same goal and topic as the original.\nReturn only the optimized prompt.""}, {""role"": ""assistant"", ""content"": ""Build a Telegram reminder bot for startup founders.\nThis is for a portfolio demo.\n\nFeatures: set reminders, list upcoming, cancel reminders.\nRequirements:\n- Persist reminders\n- Timezone-aware scheduling\n\nReturn numbered steps.""}]"