[{"data":1,"prerenderedAt":441},["ShallowReactive",2],{"content-\u002Fplugins\u002Faio-research\u002Faio-research-kit":3,"children-\u002Fplugins\u002Faio-research\u002Faio-research-kit":440,"twin-\u002Fplugins\u002Faio-research\u002Faio-research-kit":435},{"id":4,"title":5,"author":6,"body":7,"budget_tier":6,"build_tags":6,"created":6,"description":431,"document_type":432,"extension":433,"game":6,"install":36,"investment_tier":6,"league":6,"meta":434,"navigation":435,"patch":6,"path":436,"plugin":24,"profit_per_hour":6,"ratings":6,"seo":437,"skills_count":6,"status":6,"stem":438,"strategy_tier":6,"tags":6,"updated":6,"version":6,"weight":6,"__hash__":439},"content\u002Fplugins\u002Faio-research\u002Faio-research-kit.md","aio-research-kit",null,{"type":8,"value":9,"toc":408},"minimark",[10,37,42,47,69,79,83,90,100,110,116,119,124,130,134,140,144,147,153,156,160,166,169,232,236,242,245,249,253,333,337,357,361,365,386,390],[11,12,13],"blockquote",{},[14,15,16,17,25,26,25,30,33,34],"p",{},"From plugin ",[18,19,21],"a",{"href":20},"\u002Fplugins\u002Faio-research",[22,23,24],"strong",{},"aio-research"," · ",[27,28,29],"code",{},"v1.0.2",[22,31,32],{},"Install:"," ",[27,35,36],{},"\u002Fplugin install aio-research@aiocean-plugins",[38,39,41],"h1",{"id":40},"research-kit-skill","Research Kit Skill",[43,44,46],"h2",{"id":45},"environment","Environment",[48,49,50,57,63],"ul",{},[51,52,53,54],"li",{},"research: !",[27,55,56],{},"which research 2>\u002Fdev\u002Fnull || echo \"NOT INSTALLED\"",[51,58,59,60],{},"uv: !",[27,61,62],{},"which uv 2>\u002Fdev\u002Fnull || echo \"NOT INSTALLED\"",[51,64,65,66],{},"python3: !",[27,67,68],{},"which python3 2>\u002Fdev\u002Fnull || echo \"NOT INSTALLED\"",[14,70,71,72,78],{},"Structured 10-phase research framework via ",[18,73,77],{"href":74,"rel":75},"https:\u002F\u002Fgithub.com\u002Fnguyenvanduocit\u002Fresearch-kit",[76],"nofollow","nguyenvanduocit\u002Fresearch-kit",".",[43,80,82],{"id":81},"step-1-check-availability","Step 1: Check Availability",[14,84,85,86,89],{},"Check if ",[27,87,88],{},"research"," CLI is installed:",[91,92,98],"pre",{"className":93,"code":95,"language":96,"meta":97},[94],"language-bash","which research\n","bash","",[27,99,95],{"__ignoreMap":97},[14,101,102,103,106,107,78],{},"If found → skip to ",[22,104,105],{},"Step 3: Use CLI",". If not → proceed to ",[22,108,109],{},"Step 2: Install",[14,111,112,115],{},[22,113,114],{},"Note:"," Research Kit is a Python CLI tool, not an MCP server.",[43,117,109],{"id":118},"step-2-install",[120,121,123],"h3",{"id":122},"_2a-install-via-uv-recommended","2a. Install via uv (recommended)",[91,125,128],{"className":126,"code":127,"language":96,"meta":97},[94],"uv tool install research-cli --force --from git+https:\u002F\u002Fgithub.com\u002Fnguyenvanduocit\u002Fresearch-kit.git\n",[27,129,127],{"__ignoreMap":97},[120,131,133],{"id":132},"_2b-install-via-pip","2b. Install via pip",[91,135,138],{"className":136,"code":137,"language":96,"meta":97},[94],"pip install git+https:\u002F\u002Fgithub.com\u002Fnguyenvanduocit\u002Fresearch-kit.git\n",[27,139,137],{"__ignoreMap":97},[120,141,143],{"id":142},"_2c-environment-variables-optional","2c. Environment Variables (optional)",[14,145,146],{},"For AI-assisted reasoning during research:",[91,148,151],{"className":149,"code":150,"language":96,"meta":97},[94],"# DeepSeek R1 reasoning\nexport DEEPSEEK_API_KEY=\"your-deepseek-key\"\n\n# OR Gemini reasoning\nexport GOOGLE_AI_API_KEY=\"your-google-ai-key\"\n",[27,152,150],{"__ignoreMap":97},[43,154,105],{"id":155},"step-3-use-cli",[120,157,159],{"id":158},"initialize-a-research-project","Initialize a Research Project",[91,161,164],{"className":162,"code":163,"language":96,"meta":97},[94],"research init\n",[27,165,163],{"__ignoreMap":97},[14,167,168],{},"This creates a structured research directory with the 10-phase template:",[170,171,172,178,184,190,196,202,208,214,220,226],"ol",{},[51,173,174,177],{},[22,175,176],{},"Phase 1: Question Formulation"," — Define research questions",[51,179,180,183],{},[22,181,182],{},"Phase 2: Literature Review"," — Survey existing knowledge",[51,185,186,189],{},[22,187,188],{},"Phase 3: Hypothesis Formation"," — Develop testable hypotheses",[51,191,192,195],{},[22,193,194],{},"Phase 4: Methodology Design"," — Plan research approach",[51,197,198,201],{},[22,199,200],{},"Phase 5: Data Collection"," — Gather evidence",[51,203,204,207],{},[22,205,206],{},"Phase 6: Data Analysis"," — Analyze findings",[51,209,210,213],{},[22,211,212],{},"Phase 7: Interpretation"," — Draw conclusions",[51,215,216,219],{},[22,217,218],{},"Phase 8: Validation"," — Verify results",[51,221,222,225],{},[22,223,224],{},"Phase 9: Documentation"," — Write up findings",[51,227,228,231],{},[22,229,230],{},"Phase 10: Peer Review"," — External validation",[120,233,235],{"id":234},"validate-research-structure","Validate Research Structure",[91,237,240],{"className":238,"code":239,"language":96,"meta":97},[94],"research check\n",[27,241,239],{"__ignoreMap":97},[14,243,244],{},"Validates that the research project follows the correct structure and all required sections are present.",[43,246,248],{"id":247},"how-to-conduct-research","How to Conduct Research",[120,250,252],{"id":251},"step-by-step-workflow","Step-by-Step Workflow",[170,254,255,265,271,277,283,289,295,301,307,313,319,325],{},[51,256,257,260,261,264],{},[22,258,259],{},"Initialize",": ",[27,262,263],{},"research init"," in your project directory",[51,266,267,270],{},[22,268,269],{},"Define scope",": Edit Phase 1 to clearly state research questions",[51,272,273,276],{},[22,274,275],{},"Gather sources",": Use Phase 2 to document existing literature and references",[51,278,279,282],{},[22,280,281],{},"Form hypotheses",": Phase 3 — what do you expect to find?",[51,284,285,288],{},[22,286,287],{},"Design approach",": Phase 4 — how will you investigate?",[51,290,291,294],{},[22,292,293],{},"Collect data",": Phase 5 — gather evidence systematically",[51,296,297,300],{},[22,298,299],{},"Analyze",": Phase 6 — look for patterns, statistical significance",[51,302,303,306],{},[22,304,305],{},"Interpret",": Phase 7 — what do the results mean?",[51,308,309,312],{},[22,310,311],{},"Validate",": Phase 8 — cross-check findings",[51,314,315,318],{},[22,316,317],{},"Document",": Phase 9 — write comprehensive report",[51,320,321,324],{},[22,322,323],{},"Review",": Phase 10 — get external feedback",[51,326,327,260,329,332],{},[22,328,311],{},[27,330,331],{},"research check"," to ensure completeness",[120,334,336],{"id":335},"research-best-practices","Research Best Practices",[48,338,339,342,345,348,351,354],{},[51,340,341],{},"Start with clear, specific questions (Phase 1)",[51,343,344],{},"Document all sources with citations (Phase 2)",[51,346,347],{},"Keep hypotheses falsifiable (Phase 3)",[51,349,350],{},"Separate data collection from analysis (Phase 5 vs 6)",[51,352,353],{},"Include negative results (Phase 7)",[51,355,356],{},"Have someone else review (Phase 10)",[43,358,360],{"id":359},"common-workflows","Common Workflows",[120,362,364],{"id":363},"technical-research","Technical Research",[170,366,367,371,374,377,380,383],{},[51,368,369],{},[27,370,263],{},[51,372,373],{},"Phase 1: \"What is the performance impact of switching from REST to gRPC?\"",[51,375,376],{},"Phase 2: Benchmark studies, existing comparisons",[51,378,379],{},"Phase 5: Run benchmarks, collect metrics",[51,381,382],{},"Phase 6: Compare latency, throughput, resource usage",[51,384,385],{},"Phase 9: Write recommendation with data",[120,387,389],{"id":388},"market-research","Market Research",[170,391,392,396,399,402,405],{},[51,393,394],{},[27,395,263],{},[51,397,398],{},"Phase 1: \"What features do competitors offer in this space?\"",[51,400,401],{},"Phase 2: Survey competitor products",[51,403,404],{},"Phase 5: Feature matrix, pricing data",[51,406,407],{},"Phase 7: Gap analysis, opportunity 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