πŸ’¬ Prompts Library β€” Master Map

Overview

All prompt templates organised by tool and methodology. Each prompt follows the RCOIF framework (Role Β· Context Β· Objective Β· Instructions Β· Format) unless otherwise noted.


πŸ€– LLM Tools β€” Conversational AI

Claude (Anthropic) β€” claude.ai

  • PT-Claude-RCOIF-Research β€” Academic research assistant
  • 60 - Resources/61 Prompts/61.1 LLM-Tools/PT-Claude-DRCA-Paper β€” Paper deconstruction
  • 60 - Resources/61 Prompts/61.1 LLM-Tools/PT-Claude-EGI-Exploration β€” Guided concept exploration
  • 60 - Resources/61 Prompts/61.1 LLM-Tools/PT-Claude-AMI-Review β€” Iterative self-improvement
  • 60 - Resources/61 Prompts/61.1 LLM-Tools/PT-Claude-Red-Team β€” Rival hypothesis generation
  • 60 - Resources/61 Prompts/61.1 LLM-Tools/PT-Claude-IIPR-Prompt-Refinement β€” Prompt reverse engineering

ChatGPT (OpenAI)

  • 60 - Resources/61 Prompts/61.1 LLM-Tools/PT-ChatGPT-SLR-Synthesis β€” Literature synthesis
  • 60 - Resources/61 Prompts/61.1 LLM-Tools/PT-ChatGPT-CoT-Analysis β€” Chain-of-thought analysis
  • 60 - Resources/61 Prompts/61.1 LLM-Tools/PT-ChatGPT-BDD-Stories β€” BDD scenario generation

Perplexity AI

  • 60 - Resources/61 Prompts/61.1 LLM-Tools/PT-Perplexity-State-of-Art β€” Current state of the art search
  • 60 - Resources/61 Prompts/61.1 LLM-Tools/PT-Perplexity-Dataset-Discovery β€” Dataset search

DeepSeek-R1

  • 60 - Resources/61 Prompts/61.1 LLM-Tools/PT-DeepSeek-Reasoning β€” Complex reasoning tasks
  • 60 - Resources/61 Prompts/61.1 LLM-Tools/PT-DeepSeek-Code-Review β€” Code analysis

Google Gemini

  • 60 - Resources/61 Prompts/61.1 LLM-Tools/PT-Gemini-Multimodal β€” Diagram and figure analysis
  • 60 - Resources/61 Prompts/61.1 LLM-Tools/PT-Gemini-Long-Context β€” Long document processing

NotebookLM (Google)

  • 60 - Resources/61 Prompts/61.1 LLM-Tools/PT-NotebookLM-Paper-Corpus β€” Multi-paper knowledge base

AnythingLLM

  • 60 - Resources/61 Prompts/61.1 LLM-Tools/PT-AnythingLLM-Local-RAG β€” Local RAG setup

πŸ” Research Tools

Consensus

  • 60 - Resources/61 Prompts/61.2 Research-Tools/PT-Consensus-Evidence β€” Evidence-based queries

Elicit

  • 60 - Resources/61 Prompts/61.2 Research-Tools/PT-Elicit-SLR-Screening β€” Paper screening

Semantic Scholar

  • 60 - Resources/61 Prompts/61.2 Research-Tools/PT-SemanticScholar-Search β€” Semantic search strategies

Google Scholar / arXiv / IEEE / ACM

  • 60 - Resources/61 Prompts/61.2 Research-Tools/PT-AcademicDB-Search-Strings β€” Boolean search strings

Connected Papers / Research Rabbit / Litmaps

  • 60 - Resources/61 Prompts/61.2 Research-Tools/PT-CitationNetwork-Strategy β€” Citation network exploration

Zotero

  • 60 - Resources/61 Prompts/61.2 Research-Tools/PT-Zotero-Organisation β€” Library organisation strategy

πŸ’» Development Tools

Claude Code

  • 60 - Resources/61 Prompts/61.3 Dev-Tools/PT-ClaudeCode-Agent-Triage β€” Triage agent implementation
  • 60 - Resources/61 Prompts/61.3 Dev-Tools/PT-ClaudeCode-Benchmark-Pipeline β€” Benchmark pipeline
  • 60 - Resources/61 Prompts/61.3 Dev-Tools/PT-ClaudeCode-Dataset-Prep β€” Dataset preparation

OpenCode

  • 60 - Resources/61 Prompts/61.3 Dev-Tools/PT-OpenCode-Refactor β€” Code refactoring
  • 60 - Resources/61 Prompts/61.3 Dev-Tools/PT-OpenCode-Test-Gen β€” Test generation

GitHub Copilot / Cursor AI

  • 60 - Resources/61 Prompts/61.3 Dev-Tools/PT-Copilot-Scaffolding β€” Project scaffolding
  • 60 - Resources/61 Prompts/61.3 Dev-Tools/PT-Cursor-Context-Dev β€” Context-driven development

OpenHands (All-Hands-AI)

  • 60 - Resources/61 Prompts/61.3 Dev-Tools/PT-OpenHands-Autonomous β€” Autonomous agent tasks

Warp AI Terminal

  • 60 - Resources/61 Prompts/61.3 Dev-Tools/PT-Warp-CLI-Workflow β€” Terminal workflow automation

Browser OS

  • 60 - Resources/61 Prompts/61.3 Dev-Tools/PT-BrowserOS-Web-Agent β€” Web browsing agent


πŸ—‚οΈ MOC β€” PUMA Prompts Library

Central navigation map for all research and development prompts used in the PUMA project. Prompts are organized by phase, step, tool, and methodology.


Overview

PUMA uses prompts as structured interfaces to AI tools across two main phases:

  • Phase 1 (Research): 7 steps from literature exploration to critical review
  • Phase 2 (Development): Architecture, implementation, prompt engineering, academic writing

All prompts follow the RCOIF framework (Role, Context, Objective, Instructions, Format) and integrate methodologies: SDD, BMAD, SLR/PRISMA, Keshav Three-Pass, DSR, Grounded Theory, EGI, AMI, DRCA, IIPR.


Phase 1 β€” Research Prompts

Step 1 β€” Literature Exploration

IDTitleToolRating
PT-P1S1-001-SemanticScholar-CoreSearchSemantic Scholar Core SearchSemantic Scholar⭐⭐⭐⭐⭐
PT-P1S1-002-SemanticScholar-TaskSpecificSemantic Scholar Task-SpecificSemantic Scholar⭐⭐⭐⭐⭐
PT-P1S1-003-GoogleScholar-BroadSweepGoogle Scholar Broad SweepGoogle Scholar⭐⭐⭐⭐⭐
PT-P1S1-004-arXiv-FrontierScanarXiv Frontier ScanarXiv⭐⭐⭐⭐⭐
PT-P1S1-005-Consensus-EvidenceSearchConsensus Evidence SearchConsensus⭐⭐⭐⭐⭐
PT-P1S1-006-Undermind-HighPrecisionUndermind High-PrecisionUndermind⭐⭐⭐⭐⭐
PT-P1S1-007-ResearchRabbit-SeedExpansionResearch Rabbit Seed ExpansionResearch Rabbit⭐⭐⭐⭐⭐
PT-P1S1-008-Elsevier-Scopus-SearchElsevier/Scopus SearchElsevier/Mendeley⭐⭐⭐⭐

Step 2 β€” Scientific Mapping

IDTitleToolRating
PT-P1S2-001-ConnectedPapers-CitationMapConnected Papers Citation MapConnected Papers⭐⭐⭐⭐⭐
PT-P1S2-002-LitMaps-TemporalEvolutionLitMaps Temporal EvolutionLitMaps⭐⭐⭐⭐⭐
PT-P1S2-003-Claude-LiteratureSynthesis-RCOIFClaude Literature SynthesisClaude⭐⭐⭐⭐⭐
PT-P1S2-004-Perplexity-FastEvidenceMapPerplexity Fast Evidence MapPerplexity⭐⭐⭐⭐
PT-P1S2-005-Gemini-BroadCorpusSynthesisGemini Broad Corpus SynthesisGemini⭐⭐⭐⭐

Step 3 β€” Structured Extraction

IDTitleToolRating
PT-P1S3-001-Elicit-DataExtractionElicit Data ExtractionElicit⭐⭐⭐⭐⭐
PT-P1S3-002-NotebookLM-CorpusExtractionNotebookLM Corpus ExtractionNotebookLM⭐⭐⭐⭐⭐
PT-P1S3-003-Zotero-BibliographicCurationZotero Bibliographic CurationZotero⭐⭐⭐⭐⭐
PT-P1S3-004-Researcher-MonitoringFeedResearcher Monitoring FeedResearcher⭐⭐⭐⭐

Step 4 β€” Conceptual Synthesis

IDTitleToolRating
PT-P1S4-001-Claude-TheoreticalFrameworkClaude Theoretical FrameworkClaude⭐⭐⭐⭐⭐
PT-P1S4-002-ChatGPT-ZettelkastenNotesChatGPT Zettelkasten NotesChatGPT⭐⭐⭐⭐⭐
PT-P1S4-003-Gemini-ConceptualModelGemini Conceptual ModelGemini⭐⭐⭐⭐

Step 5 β€” Hypothesis Generation

IDTitleToolRating
PT-P1S5-001-Claude-HypothesisFormulationClaude Hypothesis FormulationClaude⭐⭐⭐⭐⭐
PT-P1S5-002-ChatGPT-RivalHypothesesChatGPT Rival HypothesesChatGPT⭐⭐⭐⭐⭐

Step 6 β€” Experimental Design

IDTitleToolRating
PT-P1S6-001-Claude-ExperimentProtocolClaude Experiment ProtocolClaude⭐⭐⭐⭐⭐
PT-P1S6-002-ChatGPT-DatasetPreparationChatGPT Dataset PreparationChatGPT⭐⭐⭐⭐⭐

Step 7 β€” Critical Review

IDTitleToolRating
PT-P1S7-001-Claude-PeerReviewSimulationClaude Peer Review SimulationClaude⭐⭐⭐⭐⭐
PT-P1S7-002-Grok-AdversarialCritiqueGrok Adversarial CritiqueGrok⭐⭐⭐⭐
PT-P1S7-003-Perplexity-ClaimVerificationPerplexity Claim VerificationPerplexity⭐⭐⭐⭐

Phase 2 β€” Development Prompts

IDTitleToolRating
PT-P2-001-Claude-ArchitectureDesign-SDDArchitecture Design (SDD/BMAD)Claude⭐⭐⭐⭐⭐
PT-P2-002-CursorClaudeCode-ImplementationCursor/Claude Code ImplementationCursor + Claude Code⭐⭐⭐⭐⭐
PT-P2-003-PromptEngineering-AgentPromptsAgent Prompt EngineeringContext Engineering⭐⭐⭐⭐⭐
PT-P2-004-AcademicWriting-ThesisChaptersAcademic Writing β€” Thesis ChaptersClaude + ChatGPT⭐⭐⭐⭐⭐

Methodology Prompts

IDTitleMethodologyRating
PT-METH-001-PRISMA-ProtocolPRISMA Protocol SLRPRISMA 2020 + Kitchenham⭐⭐⭐⭐⭐
PT-METH-002-Keshav-ThreePassKeshav Three-Pass ReadingKeshav (2007)⭐⭐⭐⭐⭐
PT-METH-003-DSR-ArtifactDesignDSR Artifact DesignHevner 2004 + Peffers 2007⭐⭐⭐⭐⭐
PT-METH-004-GroundedTheory-QualitativeAnalysisGrounded Theory AnalysisStrauss & Corbin 1990⭐⭐⭐⭐

Tool Coverage Matrix

ToolPhase 1 PromptsPhase 2 Prompts
Semantic ScholarPT-P1S1-001, PT-P1S1-002β€”
Google ScholarPT-P1S1-003β€”
arXivPT-P1S1-004β€”
ConsensusPT-P1S1-005β€”
UndermindPT-P1S1-006β€”
Research RabbitPT-P1S1-007β€”
Elsevier/MendeleyPT-P1S1-008β€”
Connected PapersPT-P1S2-001β€”
LitMapsPT-P1S2-002β€”
ClaudePT-P1S2-003, PT-P1S4-001, PT-P1S5-001, PT-P1S6-001, PT-P1S7-001PT-P2-001, PT-P2-004
PerplexityPT-P1S2-004, PT-P1S7-003β€”
GeminiPT-P1S2-005, PT-P1S4-003β€”
ElicitPT-P1S3-001β€”
NotebookLMPT-P1S3-002β€”
ZoteroPT-P1S3-003β€”
ResearcherPT-P1S3-004β€”
ChatGPTPT-P1S4-002, PT-P1S5-002, PT-P1S6-002PT-P2-004
GrokPT-P1S7-002β€”
Cursor + Claude Codeβ€”PT-P2-002

Methodology Coverage Matrix

MethodologyPrompts
SLR / PRISMAPT-P1S1-001–008, PT-METH-001
Keshav Three-PassPT-P1S3-002, PT-METH-002
RCOIF FrameworkPT-P1S1-006, PT-P1S2-003, PT-P1S4-001, PT-P1S5-001, PT-P1S6-001, PT-P2-001
DSR (Hevner/Peffers)PT-METH-003, PT-P1S6-001
EGI (Exploratory Guided Iteration)PT-P1S5-001
AMI (Auto-Diagnosis and Improvement)PT-P1S2-003, PT-P1S7-001
DRCA (Deconstruction-Reconstruction)PT-P1S4-001
IIPR (Inverse Prompt Engineering)PT-P1S5-002
Grounded TheoryPT-METH-004
SDD / BMAD / OpenSpecPT-P2-001
Context EngineeringPT-P2-003
Marco VeritasPT-P1S3-003, PT-P1S7-003, PT-P2-004
Wilcoxon / StatisticsPT-P1S6-001
CodeCarbon / SustainabilityPT-P1S6-001, PT-P2-002


πŸ§ͺ PUMA Experiment Prompts (Ollama)

Issue Triage Prompts (Jira SR)

  • 60 - Resources/61 Prompts/PT-PUMA-Triage-ZeroShot β€” Zero-shot triage
  • 60 - Resources/61 Prompts/PT-PUMA-Triage-FewShot3 β€” 3-shot triage
  • 60 - Resources/61 Prompts/PT-PUMA-Triage-FewShot6 β€” 6-shot triage
  • 60 - Resources/61 Prompts/PT-PUMA-Triage-CoT β€” Chain-of-thought triage

Effort Estimation Prompts (TAWOS)

  • 60 - Resources/61 Prompts/PT-PUMA-Estimation-ZeroShot β€” Zero-shot estimation
  • 60 - Resources/61 Prompts/PT-PUMA-Estimation-FewShot β€” Few-shot estimation
  • 60 - Resources/61 Prompts/PT-PUMA-Estimation-CoT β€” CoT estimation

πŸ“Š Prompt Methodology Index

MethodologyNotesExample Prompt
RCOIFPN-RCOIF-FrameworkPT-Claude-RCOIF-Research
Zero-Shot CoT30 - Permanent/31 Concepts/PN-Chain-of-Thought60 - Resources/61 Prompts/PT-PUMA-Triage-CoT
Few-Shot30 - Permanent/31 Concepts/PN-Few-Shot-Prompting60 - Resources/61 Prompts/PT-PUMA-Triage-FewShot3
EGIPN-EGI-Framework60 - Resources/61 Prompts/61.1 LLM-Tools/PT-Claude-EGI-Exploration
AMI30 - Permanent/33 Frameworks/PN-AMI-Framework60 - Resources/61 Prompts/61.1 LLM-Tools/PT-Claude-AMI-Review
DRCA30 - Permanent/33 Frameworks/PN-DRCA-Framework60 - Resources/61 Prompts/61.1 LLM-Tools/PT-Claude-DRCA-Paper
IIPR30 - Permanent/33 Frameworks/PN-IIPR-Framework60 - Resources/61 Prompts/61.1 LLM-Tools/PT-Claude-IIPR-Prompt-Refinement
Contextual Anchoring30 - Permanent/33 Frameworks/PN-Contextual-AnchoringMultiple