- generic [active] [ref=e1]:
  - generic [ref=e2]:
    - link "Skip to main content" [ref=e3] [cursor=pointer]:
      - /url: "#main-content"
    - generic [ref=e4]:
      - link "Glama - Privacy-First All-in-one AI workspace" [ref=e5] [cursor=pointer]:
        - /url: /
        - text: Glama
      - button "Menu" [ref=e6] [cursor=pointer]:
        - img [ref=e7]
  - generic [ref=e8]:
    - navigation [ref=e10]:
      - generic [ref=e11]:
        - link "Glama" [ref=e12] [cursor=pointer]:
          - /url: /
        - img
      - generic [ref=e13]:
        - link "MCP" [ref=e14] [cursor=pointer]:
          - /url: /mcp
        - img
      - link "Servers" [ref=e16] [cursor=pointer]:
        - /url: /mcp/servers
    - generic [ref=e18]:
      - img [ref=e19]
      - textbox "Search MCP servers, tools, and more" [ref=e22]
    - banner [ref=e23]:
      - generic [ref=e25]:
        - generic [ref=e27]:
          - heading "video-research-mcp" [level=1] [ref=e28]
          - button "Favorite" [ref=e29] [cursor=pointer]:
            - img [ref=e30]
            - generic [ref=e32]: Favorite
        - generic [ref=e34]:
          - generic [ref=e35]:
            - text: by
            - link "Galbaz1" [ref=e36] [cursor=pointer]:
              - /url: /mcp/servers?query=author%3AGalbaz1
          - generic "Server maintainers are verified by Glama" [ref=e38]:
            - img [ref=e39]
      - generic [ref=e42]:
        - generic [ref=e43]:
          - link "Overview" [ref=e44] [cursor=pointer]:
            - /url: /mcp/servers/@Galbaz1/video-research-mcp
          - link "Admin" [ref=e45] [cursor=pointer]:
            - /url: /mcp/servers/@Galbaz1/video-research-mcp/admin
          - link "Schema" [ref=e46] [cursor=pointer]:
            - /url: /mcp/servers/@Galbaz1/video-research-mcp/schema
          - link "Related Servers" [ref=e47] [cursor=pointer]:
            - /url: /mcp/servers/@Galbaz1/video-research-mcp/related-servers
          - link "Score" [ref=e48] [cursor=pointer]:
            - /url: /mcp/servers/@Galbaz1/video-research-mcp/score
          - link "Discussions" [ref=e49] [cursor=pointer]:
            - /url: /mcp/servers/@Galbaz1/video-research-mcp/discussions
        - link "Python" [ref=e53] [cursor=pointer]:
          - /url: /mcp/servers?attributes=language%3Apython
    - main [ref=e54]:
      - generic [ref=e55]:
        - generic [ref=e57]:
          - heading "video-research-mcp" [level=1] [ref=e58]
          - paragraph [ref=e59]: Claude Code can't process video. Gemini 3.1 Pro can. This plugin bridges the two -- giving Claude access to Gemini's video understanding, multi-source research, and web search through MCP.
          - paragraph [ref=e60]:
            - img "CI" [ref=e61]
            - img "PyPI" [ref=e62]
            - 'img "License: MIT" [ref=e63]'
            - img "Python 3.11+" [ref=e64]
          - heading "What's in the box" [level=2] [ref=e65]
          - paragraph [ref=e66]:
            - text: A
            - strong [ref=e67]: Claude Code plugin
            - text: "-- not just MCP servers, but a full integration: 45 tools, 16 slash commands, 6 skills, and 6 sub-agents that work together out of the box. The MCP servers provide the tools, the commands give you quick workflows ("
            - code [ref=e68]: /gr:video
            - text: ","
            - code [ref=e69]: /gr:research
            - text: ), the skills teach Claude how to use everything correctly, and the agents handle background tasks like parallel research and visualization.
          - table [ref=e71]:
            - rowgroup [ref=e72]:
              - row "Server Tools Purpose" [ref=e73]:
                - cell "Server" [ref=e74]:
                  - paragraph [ref=e75]: Server
                - cell "Tools" [ref=e76]:
                  - paragraph [ref=e77]: Tools
                - cell "Purpose" [ref=e78]:
                  - paragraph [ref=e79]: Purpose
              - row "video-research-mcp 28 Video analysis, deep research, content extraction, web search, knowledge store" [ref=e80]:
                - cell "video-research-mcp" [ref=e81]:
                  - paragraph [ref=e82]:
                    - strong [ref=e83]: video-research-mcp
                - cell "28" [ref=e84]:
                  - paragraph [ref=e85]: "28"
                - cell "Video analysis, deep research, content extraction, web search, knowledge store" [ref=e86]:
                  - paragraph [ref=e87]: Video analysis, deep research, content extraction, web search, knowledge store
              - row "video-creation 17 Synthesize explainer videos from research — project setup, pipeline, quality, audio, and parallel scene generation (wraps video_explainer + Claude Agent SDK)" [ref=e88]:
                - cell "video-creation" [ref=e89]:
                  - paragraph [ref=e90]:
                    - strong [ref=e91]: video-creation
                - cell "17" [ref=e92]:
                  - paragraph [ref=e93]: "17"
                - cell "Synthesize explainer videos from research — project setup, pipeline, quality, audio, and parallel scene generation (wraps video_explainer + Claude Agent SDK)" [ref=e94]:
                  - paragraph [ref=e95]:
                    - text: Synthesize explainer videos from research — project setup, pipeline, quality, audio, and parallel scene generation (wraps
                    - link "video_explainer" [ref=e96] [cursor=pointer]:
                      - /url: https://github.com/prajwal-y/video_explainer
                    - text: +
                    - link "Claude Agent SDK" [ref=e97] [cursor=pointer]:
                      - /url: https://github.com/anthropics/claude-agent-sdk
                    - text: )
          - heading "Install" [level=2] [ref=e98]
          - generic [ref=e99]:
            - code [ref=e103]: npx video-research-mcp@latest export GEMINI_API_KEY="your-key-here"
            - button "Copy" [ref=e105] [cursor=pointer]:
              - img [ref=e106]
          - paragraph [ref=e109]:
            - text: One install. One API key. The installer copies 16 commands, 6 skills, and 6 agents to
            - code [ref=e110]: ~/.claude/
            - text: and configures the MCP servers to run via
            - code [ref=e111]: uvx
            - text: from PyPI.
          - generic [ref=e112]:
            - code [ref=e116]: "npx video-research-mcp@latest --check # show install status npx video-research-mcp@latest --uninstall # clean removal npx video-research-mcp@latest --local # install for this project only"
            - button "Copy" [ref=e118] [cursor=pointer]:
              - img [ref=e119]
          - paragraph [ref=e122]:
            - text: Requires Python >= 3.11,
            - link "uv" [ref=e123] [cursor=pointer]:
              - /url: https://docs.astral.sh/uv/
            - text: ","
            - link "Node.js" [ref=e124] [cursor=pointer]:
              - /url: https://nodejs.org/
            - text: ">= 16, and a"
            - link "Google AI API key" [ref=e125] [cursor=pointer]:
              - /url: https://aistudio.google.com/apikey
            - text: .
          - heading "What it does" [level=2] [ref=e126]
          - heading "Watch a meeting recording" [level=3] [ref=e127]
          - generic [ref=e128]:
            - code [ref=e132]: /gr:video-chat ~/recordings/project-kickoff.mp4 > "Create meeting minutes in Dutch. Screenshot every shared screen."
            - button "Copy" [ref=e134] [cursor=pointer]:
              - img [ref=e135]
          - paragraph [ref=e138]: Gemini watches the full video and pulls out timestamps, decisions, and action items. For local files, ffmpeg extracts frames at key visual moments. Files over 20MB are uploaded to Gemini's File API and context-cached -- follow-up questions reuse the cache instead of re-uploading.
          - heading "Analyze a YouTube tutorial" [level=3] [ref=e139]
          - generic [ref=e140]:
            - code [ref=e144]: /gr:video https://youtube.com/watch?v=...
            - button "Copy" [ref=e146] [cursor=pointer]:
              - img [ref=e147]
          - paragraph [ref=e150]: Same capabilities, applied to YouTube. You get precise timestamps, a concept map, and comment sentiment analyzed in the background.
          - heading "Research a topic with evidence grading" [level=3] [ref=e151]
          - generic [ref=e152]:
            - code [ref=e156]: /gr:research "HNSW index parameters for high-dimensional embeddings"
            - button "Copy" [ref=e158] [cursor=pointer]:
              - img [ref=e159]
          - paragraph [ref=e162]: Runs web search and Gemini analysis in parallel. Every finding gets an evidence tier -- Confirmed, Strong Indicator, Inference, or Speculation -- so you know how much weight to give each claim. Results are visualized as an interactive evidence network.
          - heading "Analyze papers, URLs, or directories" [level=3] [ref=e163]
          - generic [ref=e164]:
            - code [ref=e168]: "/gr:analyze https://arxiv.org/abs/2401.12345 /gr:analyze ~/papers/attention-is-all-you-need.pdf /gr:analyze ~/papers/ # cross-document comparison"
            - button "Copy" [ref=e170] [cursor=pointer]:
              - img [ref=e171]
          - paragraph [ref=e174]: Works with PDFs, URLs, and raw text. Extracts entities, relationships, and key arguments. Point it at a directory and it compares all documents in a single pass. Supports PDF, TXT, MD, HTML, XML, JSON, CSV.
          - heading "Research grounded in source documents" [level=3] [ref=e175]
          - generic [ref=e176]:
            - code [ref=e180]: /gr:research-doc ~/papers/ /gr:research-doc paper1.pdf paper2.pdf "Compare methodologies and find contradictions"
            - button "Copy" [ref=e182] [cursor=pointer]:
              - img [ref=e183]
          - paragraph [ref=e186]: "Four-phase pipeline: Document Mapping, Evidence Extraction, Cross-Reference, Synthesis. Every claim is cited back to document and page number. Documents are uploaded once and reused across all phases."
          - heading "Search the web" [level=3] [ref=e187]
          - generic [ref=e188]:
            - code [ref=e192]: /gr:search "latest developments in MCP protocol"
            - button "Copy" [ref=e194] [cursor=pointer]:
              - img [ref=e195]
          - paragraph [ref=e198]: Google Search via Gemini grounding with source citations.
          - heading "Recall what you've learned" [level=3] [ref=e199]
          - generic [ref=e200]:
            - code [ref=e204]: "/gr:recall # overview: stats + saved analyses /gr:recall \"kubernetes\" # semantic search + filesystem grep /gr:recall ask \"what do I know about X?\" # AI-powered Q&A with source citations"
            - button "Copy" [ref=e206] [cursor=pointer]:
              - img [ref=e207]
          - paragraph [ref=e210]: Nothing gets lost. Every analysis and research finding is stored automatically. Weeks later, in a different project, you just ask. When Weaviate is configured, searches use semantic matching -- find "gradient descent tuning" even when you searched for "ML optimization". Without Weaviate, recall falls back to exact keyword grep over saved files.
          - heading "Use it as a standalone MCP server" [level=3] [ref=e211]
          - paragraph [ref=e212]: The tools are standard MCP. Any MCP client can call them -- no Claude Code required.
          - generic [ref=e213]:
            - code [ref=e217]: "{ \"mcpServers\": { \"video-research\": { \"command\": \"uvx\", \"args\": [\"video-research-mcp\"], \"env\": { \"GEMINI_API_KEY\": \"${GEMINI_API_KEY}\" } } } }"
            - button "Copy" [ref=e219] [cursor=pointer]:
              - img [ref=e220]
          - heading "Commands" [level=2] [ref=e223]
          - table [ref=e225]:
            - rowgroup [ref=e226]:
              - row "Command What it does" [ref=e227]:
                - cell "Command" [ref=e228]:
                  - paragraph [ref=e229]: Command
                - cell "What it does" [ref=e230]:
                  - paragraph [ref=e231]: What it does
              - row "/gr:video <source> One-shot video analysis with concept map and frame extraction" [ref=e232]:
                - cell "/gr:video <source>" [ref=e233]:
                  - paragraph [ref=e234]:
                    - code [ref=e235]: /gr:video <source>
                - cell "One-shot video analysis with concept map and frame extraction" [ref=e236]:
                  - paragraph [ref=e237]: One-shot video analysis with concept map and frame extraction
              - row "/gr:video-chat <source> Multi-turn video Q&A with progressive note-taking" [ref=e238]:
                - cell "/gr:video-chat <source>" [ref=e239]:
                  - paragraph [ref=e240]:
                    - code [ref=e241]: /gr:video-chat <source>
                - cell "Multi-turn video Q&A with progressive note-taking" [ref=e242]:
                  - paragraph [ref=e243]: Multi-turn video Q&A with progressive note-taking
              - row "/gr:research <topic> Deep research with evidence-tier labeling" [ref=e244]:
                - cell "/gr:research <topic>" [ref=e245]:
                  - paragraph [ref=e246]:
                    - code [ref=e247]: /gr:research <topic>
                - cell "Deep research with evidence-tier labeling" [ref=e248]:
                  - paragraph [ref=e249]: Deep research with evidence-tier labeling
              - row "/gr:research-deep <topic> Launch Gemini Deep Research Agent with interview-built brief" [ref=e250]:
                - cell "/gr:research-deep <topic>" [ref=e251]:
                  - paragraph [ref=e252]:
                    - code [ref=e253]: /gr:research-deep <topic>
                - cell "Launch Gemini Deep Research Agent with interview-built brief" [ref=e254]:
                  - paragraph [ref=e255]: Launch Gemini Deep Research Agent with interview-built brief
              - row "/gr:research-doc <files> Evidence-tiered research grounded in source documents" [ref=e256]:
                - cell "/gr:research-doc <files>" [ref=e257]:
                  - paragraph [ref=e258]:
                    - code [ref=e259]: /gr:research-doc <files>
                - cell "Evidence-tiered research grounded in source documents" [ref=e260]:
                  - paragraph [ref=e261]: Evidence-tiered research grounded in source documents
              - row "/gr:analyze <content> Analyze any URL, file, text, or directory of documents" [ref=e262]:
                - cell "/gr:analyze <content>" [ref=e263]:
                  - paragraph [ref=e264]:
                    - code [ref=e265]: /gr:analyze <content>
                - cell "Analyze any URL, file, text, or directory of documents" [ref=e266]:
                  - paragraph [ref=e267]: Analyze any URL, file, text, or directory of documents
              - row "/gr:search <query> Web search via Gemini grounding" [ref=e268]:
                - cell "/gr:search <query>" [ref=e269]:
                  - paragraph [ref=e270]:
                    - code [ref=e271]: /gr:search <query>
                - cell "Web search via Gemini grounding" [ref=e272]:
                  - paragraph [ref=e273]: Web search via Gemini grounding
              - row "/gr:recall [filter] Browse past analyses from memory" [ref=e274]:
                - cell "/gr:recall [filter]" [ref=e275]:
                  - paragraph [ref=e276]:
                    - code [ref=e277]: /gr:recall [filter]
                - cell "Browse past analyses from memory" [ref=e278]:
                  - paragraph [ref=e279]: Browse past analyses from memory
              - row "/gr:models [preset] Switch Gemini model preset (best/stable/budget)" [ref=e280]:
                - cell "/gr:models [preset]" [ref=e281]:
                  - paragraph [ref=e282]:
                    - code [ref=e283]: /gr:models [preset]
                - cell "Switch Gemini model preset (best/stable/budget)" [ref=e284]:
                  - paragraph [ref=e285]: Switch Gemini model preset (best/stable/budget)
              - row "/gr:getting-started Guided onboarding and environment check" [ref=e286]:
                - cell "/gr:getting-started" [ref=e287]:
                  - paragraph [ref=e288]:
                    - code [ref=e289]: /gr:getting-started
                - cell "Guided onboarding and environment check" [ref=e290]:
                  - paragraph [ref=e291]: Guided onboarding and environment check
              - row "/gr:ingest <file> Import external structured knowledge into Weaviate" [ref=e292]:
                - cell "/gr:ingest <file>" [ref=e293]:
                  - paragraph [ref=e294]:
                    - code [ref=e295]: /gr:ingest <file>
                - cell "Import external structured knowledge into Weaviate" [ref=e296]:
                  - paragraph [ref=e297]: Import external structured knowledge into Weaviate
              - row "/gr:explainer <project> Create and manage explainer video projects" [ref=e298]:
                - cell "/gr:explainer <project>" [ref=e299]:
                  - paragraph [ref=e300]:
                    - code [ref=e301]: /gr:explainer <project>
                - cell "Create and manage explainer video projects" [ref=e302]:
                  - paragraph [ref=e303]: Create and manage explainer video projects
              - row "/gr:explain-video <project> Generate a full explainer video from project content" [ref=e304]:
                - cell "/gr:explain-video <project>" [ref=e305]:
                  - paragraph [ref=e306]:
                    - code [ref=e307]: /gr:explain-video <project>
                - cell "Generate a full explainer video from project content" [ref=e308]:
                  - paragraph [ref=e309]: Generate a full explainer video from project content
              - row "/gr:explain-status <project> Check render progress and pipeline state" [ref=e310]:
                - cell "/gr:explain-status <project>" [ref=e311]:
                  - paragraph [ref=e312]:
                    - code [ref=e313]: /gr:explain-status <project>
                - cell "Check render progress and pipeline state" [ref=e314]:
                  - paragraph [ref=e315]: Check render progress and pipeline state
              - row "/gr:traces [filter] Query, debug, and evaluate MLflow traces" [ref=e316]:
                - cell "/gr:traces [filter]" [ref=e317]:
                  - paragraph [ref=e318]:
                    - code [ref=e319]: /gr:traces [filter]
                - cell "Query, debug, and evaluate MLflow traces" [ref=e320]:
                  - paragraph [ref=e321]: Query, debug, and evaluate MLflow traces
              - row "/gr:doctor [quick|full] Diagnose MCP wiring, API keys, Weaviate, and MLflow connectivity" [ref=e322]:
                - cell "/gr:doctor [quick|full]" [ref=e323]:
                  - paragraph [ref=e324]:
                    - code [ref=e325]: /gr:doctor [quick|full]
                - cell "Diagnose MCP wiring, API keys, Weaviate, and MLflow connectivity" [ref=e326]:
                  - paragraph [ref=e327]: Diagnose MCP wiring, API keys, Weaviate, and MLflow connectivity
          - heading "How a command runs" [level=3] [ref=e328]
          - generic [ref=e329]:
            - code [ref=e333]: /gr:video-chat ~/recordings/call.mp4 > "Summarize this meeting, extract action items" Phase 1 Gemini analyzes the video Phase 2 Results saved to memory Phase 2.5 ffmpeg extracts frames (local files only) Phase 3 Concepts and relationships enriched Phase 4 Interactive visualization generated (opt-in) Phase 5 Playwright screenshots it Phase 6 Everything copied to output/<slug>/
            - button "Copy" [ref=e335] [cursor=pointer]:
              - img [ref=e336]
          - paragraph [ref=e339]: Visualization and comment analysis run as background agents, so they don't block the conversation.
          - heading "Output structure" [level=3] [ref=e340]
          - generic [ref=e341]:
            - code [ref=e345]: "output/project-kickoff-2026-02-28/ ├── analysis.md # timestamped analysis with YAML frontmatter ├── frames/ # extracted video frames (local files) ├── concept-map.html # interactive visualization └── screenshot.png # static capture"
            - button "Copy" [ref=e347] [cursor=pointer]:
              - img [ref=e348]
          - paragraph [ref=e351]:
            - text: Files are also saved to Claude's project memory for
            - code [ref=e352]: /gr:recall
            - text: .
          - heading "Tools" [level=2] [ref=e353]
          - paragraph [ref=e354]:
            - strong [ref=e355]: Video
            - text: "(4):"
            - code [ref=e356]: video_analyze
            - text: ","
            - code [ref=e357]: video_create_session
            - text: ","
            - code [ref=e358]: video_continue_session
            - text: ","
            - code [ref=e359]: video_batch_analyze
          - paragraph [ref=e360]:
            - strong [ref=e361]: YouTube
            - text: "(3):"
            - code [ref=e362]: video_metadata
            - text: ","
            - code [ref=e363]: video_comments
            - text: ","
            - code [ref=e364]: video_playlist
          - paragraph [ref=e365]:
            - strong [ref=e366]: Research
            - text: "(8):"
            - code [ref=e367]: research_deep
            - text: ","
            - code [ref=e368]: research_plan
            - text: ","
            - code [ref=e369]: research_assess_evidence
            - text: ","
            - code [ref=e370]: research_document
            - text: ","
            - code [ref=e371]: research_web
            - text: ","
            - code [ref=e372]: research_web_status
            - text: ","
            - code [ref=e373]: research_web_followup
            - text: ","
            - code [ref=e374]: research_web_cancel
          - paragraph [ref=e375]:
            - strong [ref=e376]: Content
            - text: "(3):"
            - code [ref=e377]: content_analyze
            - text: ","
            - code [ref=e378]: content_batch_analyze
            - text: ","
            - code [ref=e379]: content_extract
          - paragraph [ref=e380]:
            - strong [ref=e381]: Search
            - text: "(1):"
            - code [ref=e382]: web_search
          - paragraph [ref=e383]:
            - strong [ref=e384]: Infrastructure
            - text: "(2):"
            - code [ref=e385]: infra_cache
            - text: ","
            - code [ref=e386]: infra_configure
          - paragraph [ref=e387]:
            - strong [ref=e388]: Knowledge
            - text: "(7):"
            - code [ref=e389]: knowledge_search
            - text: ","
            - code [ref=e390]: knowledge_related
            - text: ","
            - code [ref=e391]: knowledge_stats
            - text: ","
            - code [ref=e392]: knowledge_fetch
            - text: ","
            - code [ref=e393]: knowledge_ingest
            - text: ","
            - code [ref=e394]: knowledge_ask
            - text: ","
            - code [ref=e395]: knowledge_query
            - text: (deprecated)
          - paragraph [ref=e396]:
            - strong [ref=e397]: Project
            - text: "(4):"
            - code [ref=e398]: explainer_create
            - text: ","
            - code [ref=e399]: explainer_inject
            - text: ","
            - code [ref=e400]: explainer_status
            - text: ","
            - code [ref=e401]: explainer_list
          - paragraph [ref=e402]:
            - strong [ref=e403]: Pipeline
            - text: "(6):"
            - code [ref=e404]: explainer_generate
            - text: ","
            - code [ref=e405]: explainer_step
            - text: ","
            - code [ref=e406]: explainer_render
            - text: ","
            - code [ref=e407]: explainer_render_start
            - text: ","
            - code [ref=e408]: explainer_render_poll
            - text: ","
            - code [ref=e409]: explainer_short
          - paragraph [ref=e410]:
            - strong [ref=e411]: Quality
            - text: "(3):"
            - code [ref=e412]: explainer_refine
            - text: ","
            - code [ref=e413]: explainer_feedback
            - text: ","
            - code [ref=e414]: explainer_factcheck
          - paragraph [ref=e415]:
            - strong [ref=e416]: Audio
            - text: "(2):"
            - code [ref=e417]: explainer_sound
            - text: ","
            - code [ref=e418]: explainer_music
          - paragraph [ref=e419]:
            - strong [ref=e420]: Scene Generation
            - text: "(2):"
            - code [ref=e421]: agent_generate_scenes
            - text: ","
            - code [ref=e422]: agent_generate_single_scene
          - heading "Knowledge store" [level=2] [ref=e423]
          - paragraph [ref=e424]: Connect Weaviate, and everything you learn gets stored -- searchable across projects, across sessions. Without it, the plugin works the same; you just don't get persistent semantic search.
          - paragraph [ref=e425]: "Twelve collections are created on first connection:"
          - table [ref=e427]:
            - rowgroup [ref=e428]:
              - row "Collection Filled by" [ref=e429]:
                - cell "Collection" [ref=e430]:
                  - paragraph [ref=e431]: Collection
                - cell "Filled by" [ref=e432]:
                  - paragraph [ref=e433]: Filled by
              - row "ResearchFindings research_deep, research_assess_evidence, research_document" [ref=e434]:
                - cell "ResearchFindings" [ref=e435]:
                  - paragraph [ref=e436]:
                    - code [ref=e437]: ResearchFindings
                - cell "research_deep, research_assess_evidence, research_document" [ref=e438]:
                  - paragraph [ref=e439]:
                    - code [ref=e440]: research_deep
                    - text: ","
                    - code [ref=e441]: research_assess_evidence
                    - text: ","
                    - code [ref=e442]: research_document
              - row "VideoAnalyses video_analyze, video_batch_analyze" [ref=e443]:
                - cell "VideoAnalyses" [ref=e444]:
                  - paragraph [ref=e445]:
                    - code [ref=e446]: VideoAnalyses
                - cell "video_analyze, video_batch_analyze" [ref=e447]:
                  - paragraph [ref=e448]:
                    - code [ref=e449]: video_analyze
                    - text: ","
                    - code [ref=e450]: video_batch_analyze
              - row "ContentAnalyses content_analyze, content_batch_analyze" [ref=e451]:
                - cell "ContentAnalyses" [ref=e452]:
                  - paragraph [ref=e453]:
                    - code [ref=e454]: ContentAnalyses
                - cell "content_analyze, content_batch_analyze" [ref=e455]:
                  - paragraph [ref=e456]:
                    - code [ref=e457]: content_analyze
                    - text: ","
                    - code [ref=e458]: content_batch_analyze
              - row "VideoMetadata video_metadata" [ref=e459]:
                - cell "VideoMetadata" [ref=e460]:
                  - paragraph [ref=e461]:
                    - code [ref=e462]: VideoMetadata
                - cell "video_metadata" [ref=e463]:
                  - paragraph [ref=e464]:
                    - code [ref=e465]: video_metadata
              - row "SessionTranscripts video_continue_session" [ref=e466]:
                - cell "SessionTranscripts" [ref=e467]:
                  - paragraph [ref=e468]:
                    - code [ref=e469]: SessionTranscripts
                - cell "video_continue_session" [ref=e470]:
                  - paragraph [ref=e471]:
                    - code [ref=e472]: video_continue_session
              - row "WebSearchResults web_search" [ref=e473]:
                - cell "WebSearchResults" [ref=e474]:
                  - paragraph [ref=e475]:
                    - code [ref=e476]: WebSearchResults
                - cell "web_search" [ref=e477]:
                  - paragraph [ref=e478]:
                    - code [ref=e479]: web_search
              - row "ResearchPlans research_plan" [ref=e480]:
                - cell "ResearchPlans" [ref=e481]:
                  - paragraph [ref=e482]:
                    - code [ref=e483]: ResearchPlans
                - cell "research_plan" [ref=e484]:
                  - paragraph [ref=e485]:
                    - code [ref=e486]: research_plan
              - row "DeepResearchReports research_web_status (reports), research_web_followup (Q&A updates)" [ref=e487]:
                - cell "DeepResearchReports" [ref=e488]:
                  - paragraph [ref=e489]:
                    - code [ref=e490]: DeepResearchReports
                - cell "research_web_status (reports), research_web_followup (Q&A updates)" [ref=e491]:
                  - paragraph [ref=e492]:
                    - code [ref=e493]: research_web_status
                    - text: (reports),
                    - code [ref=e494]: research_web_followup
                    - text: (Q&A updates)
              - row "CommunityReactions comment analysis (via /gr:video agent)" [ref=e495]:
                - cell "CommunityReactions" [ref=e496]:
                  - paragraph [ref=e497]:
                    - code [ref=e498]: CommunityReactions
                - cell "comment analysis (via /gr:video agent)" [ref=e499]:
                  - paragraph [ref=e500]:
                    - text: comment analysis (via
                    - code [ref=e501]: /gr:video
                    - text: agent)
              - row "ConceptKnowledge concept extraction from analyses" [ref=e502]:
                - cell "ConceptKnowledge" [ref=e503]:
                  - paragraph [ref=e504]:
                    - code [ref=e505]: ConceptKnowledge
                - cell "concept extraction from analyses" [ref=e506]:
                  - paragraph [ref=e507]: concept extraction from analyses
              - row "RelationshipEdges relationship mapping between concepts" [ref=e508]:
                - cell "RelationshipEdges" [ref=e509]:
                  - paragraph [ref=e510]:
                    - code [ref=e511]: RelationshipEdges
                - cell "relationship mapping between concepts" [ref=e512]:
                  - paragraph [ref=e513]: relationship mapping between concepts
              - row "CallNotes meeting/call analysis notes" [ref=e514]:
                - cell "CallNotes" [ref=e515]:
                  - paragraph [ref=e516]:
                    - code [ref=e517]: CallNotes
                - cell "meeting/call analysis notes" [ref=e518]:
                  - paragraph [ref=e519]: meeting/call analysis notes
          - paragraph [ref=e520]:
            - text: "Seven knowledge tools let you query this data: hybrid search with optional Cohere reranking, semantic similarity, fetch by UUID, manual ingest, and collection stats."
            - code [ref=e521]: knowledge_ask
            - text: uses Weaviate's QueryAgent for AI-generated answers with source citations (requires the
            - code [ref=e522]: weaviate-agents
            - text: package).
          - generic [ref=e523]:
            - code [ref=e527]: "# install QueryAgent support uv pip install 'video-research-mcp[agents]'"
            - button "Copy" [ref=e529] [cursor=pointer]:
              - img [ref=e530]
          - paragraph [ref=e533]: "To set up Weaviate, run the interactive onboarding or set the vars directly:"
          - generic [ref=e534]:
            - code [ref=e538]: /skill weaviate-setup
            - button "Copy" [ref=e540] [cursor=pointer]:
              - img [ref=e541]
          - generic [ref=e544]:
            - code [ref=e548]: export WEAVIATE_URL="https://your-cluster.weaviate.network" export WEAVIATE_API_KEY="your-key"
            - button "Copy" [ref=e550] [cursor=pointer]:
              - img [ref=e551]
          - heading "Configuration" [level=2] [ref=e554]
          - table [ref=e556]:
            - rowgroup [ref=e557]:
              - row "Variable Default What it does" [ref=e558]:
                - cell "Variable" [ref=e559]:
                  - paragraph [ref=e560]: Variable
                - cell "Default" [ref=e561]:
                  - paragraph [ref=e562]: Default
                - cell "What it does" [ref=e563]:
                  - paragraph [ref=e564]: What it does
              - row "GEMINI_API_KEY (required) Google AI API key" [ref=e565]:
                - cell "GEMINI_API_KEY" [ref=e566]:
                  - paragraph [ref=e567]:
                    - code [ref=e568]: GEMINI_API_KEY
                - cell "(required)" [ref=e569]:
                  - paragraph [ref=e570]:
                    - strong [ref=e571]: (required)
                - cell "Google AI API key" [ref=e572]:
                  - paragraph [ref=e573]: Google AI API key
              - row "GEMINI_MODEL gemini-3.1-pro-preview Primary model" [ref=e574]:
                - cell "GEMINI_MODEL" [ref=e575]:
                  - paragraph [ref=e576]:
                    - code [ref=e577]: GEMINI_MODEL
                - cell "gemini-3.1-pro-preview" [ref=e578]:
                  - paragraph [ref=e579]:
                    - code [ref=e580]: gemini-3.1-pro-preview
                - cell "Primary model" [ref=e581]:
                  - paragraph [ref=e582]: Primary model
              - row "GEMINI_FLASH_MODEL gemini-3-flash-preview Fast model for search and summaries" [ref=e583]:
                - cell "GEMINI_FLASH_MODEL" [ref=e584]:
                  - paragraph [ref=e585]:
                    - code [ref=e586]: GEMINI_FLASH_MODEL
                - cell "gemini-3-flash-preview" [ref=e587]:
                  - paragraph [ref=e588]:
                    - code [ref=e589]: gemini-3-flash-preview
                - cell "Fast model for search and summaries" [ref=e590]:
                  - paragraph [ref=e591]: Fast model for search and summaries
              - row "DEEP_RESEARCH_AGENT deep-research-pro-preview-12-2025 Interactions API agent for research_web* tools" [ref=e592]:
                - cell "DEEP_RESEARCH_AGENT" [ref=e593]:
                  - paragraph [ref=e594]:
                    - code [ref=e595]: DEEP_RESEARCH_AGENT
                - cell "deep-research-pro-preview-12-2025" [ref=e596]:
                  - paragraph [ref=e597]:
                    - code [ref=e598]: deep-research-pro-preview-12-2025
                - cell "Interactions API agent for research_web* tools" [ref=e599]:
                  - paragraph [ref=e600]:
                    - text: Interactions API agent for
                    - code [ref=e601]: research_web*
                    - text: tools
              - row "GEMINI_THINKING_LEVEL high Thinking depth (minimal / low / medium / high)" [ref=e602]:
                - cell "GEMINI_THINKING_LEVEL" [ref=e603]:
                  - paragraph [ref=e604]:
                    - code [ref=e605]: GEMINI_THINKING_LEVEL
                - cell "high" [ref=e606]:
                  - paragraph [ref=e607]:
                    - code [ref=e608]: high
                - cell "Thinking depth (minimal / low / medium / high)" [ref=e609]:
                  - paragraph [ref=e610]: Thinking depth (minimal / low / medium / high)
              - row "GEMINI_TEMPERATURE 1.0 Sampling temperature" [ref=e611]:
                - cell "GEMINI_TEMPERATURE" [ref=e612]:
                  - paragraph [ref=e613]:
                    - code [ref=e614]: GEMINI_TEMPERATURE
                - cell "1.0" [ref=e615]:
                  - paragraph [ref=e616]:
                    - code [ref=e617]: "1.0"
                - cell "Sampling temperature" [ref=e618]:
                  - paragraph [ref=e619]: Sampling temperature
              - row "GEMINI_CACHE_DIR ~/.cache/video-research-mcp/ Cache directory" [ref=e620]:
                - cell "GEMINI_CACHE_DIR" [ref=e621]:
                  - paragraph [ref=e622]:
                    - code [ref=e623]: GEMINI_CACHE_DIR
                - cell "~/.cache/video-research-mcp/" [ref=e624]:
                  - paragraph [ref=e625]:
                    - code [ref=e626]: ~/.cache/video-research-mcp/
                - cell "Cache directory" [ref=e627]:
                  - paragraph [ref=e628]: Cache directory
              - row "GEMINI_CACHE_TTL_DAYS 30 Cache expiry" [ref=e629]:
                - cell "GEMINI_CACHE_TTL_DAYS" [ref=e630]:
                  - paragraph [ref=e631]:
                    - code [ref=e632]: GEMINI_CACHE_TTL_DAYS
                - cell "30" [ref=e633]:
                  - paragraph [ref=e634]:
                    - code [ref=e635]: "30"
                - cell "Cache expiry" [ref=e636]:
                  - paragraph [ref=e637]: Cache expiry
              - row "GEMINI_MAX_SESSIONS 50 Max concurrent video sessions" [ref=e638]:
                - cell "GEMINI_MAX_SESSIONS" [ref=e639]:
                  - paragraph [ref=e640]:
                    - code [ref=e641]: GEMINI_MAX_SESSIONS
                - cell "50" [ref=e642]:
                  - paragraph [ref=e643]:
                    - code [ref=e644]: "50"
                - cell "Max concurrent video sessions" [ref=e645]:
                  - paragraph [ref=e646]: Max concurrent video sessions
              - row "GEMINI_SESSION_TIMEOUT_HOURS 2 Session TTL" [ref=e647]:
                - cell "GEMINI_SESSION_TIMEOUT_HOURS" [ref=e648]:
                  - paragraph [ref=e649]:
                    - code [ref=e650]: GEMINI_SESSION_TIMEOUT_HOURS
                - cell "2" [ref=e651]:
                  - paragraph [ref=e652]:
                    - code [ref=e653]: "2"
                - cell "Session TTL" [ref=e654]:
                  - paragraph [ref=e655]: Session TTL
              - row "GEMINI_SESSION_MAX_TURNS 24 Max turns per session" [ref=e656]:
                - cell "GEMINI_SESSION_MAX_TURNS" [ref=e657]:
                  - paragraph [ref=e658]:
                    - code [ref=e659]: GEMINI_SESSION_MAX_TURNS
                - cell "24" [ref=e660]:
                  - paragraph [ref=e661]:
                    - code [ref=e662]: "24"
                - cell "Max turns per session" [ref=e663]:
                  - paragraph [ref=e664]: Max turns per session
              - row "GEMINI_SESSION_DB \"\" SQLite path for session persistence (empty = in-memory)" [ref=e665]:
                - cell "GEMINI_SESSION_DB" [ref=e666]:
                  - paragraph [ref=e667]:
                    - code [ref=e668]: GEMINI_SESSION_DB
                - cell "\"\"" [ref=e669]:
                  - paragraph [ref=e670]:
                    - code [ref=e671]: "\"\""
                - cell "SQLite path for session persistence (empty = in-memory)" [ref=e672]:
                  - paragraph [ref=e673]: SQLite path for session persistence (empty = in-memory)
              - row "YOUTUBE_API_KEY \"\" YouTube Data API key (falls back to GEMINI_API_KEY)" [ref=e674]:
                - cell "YOUTUBE_API_KEY" [ref=e675]:
                  - paragraph [ref=e676]:
                    - code [ref=e677]: YOUTUBE_API_KEY
                - cell "\"\"" [ref=e678]:
                  - paragraph [ref=e679]:
                    - code [ref=e680]: "\"\""
                - cell "YouTube Data API key (falls back to GEMINI_API_KEY)" [ref=e681]:
                  - paragraph [ref=e682]:
                    - text: YouTube Data API key (falls back to
                    - code [ref=e683]: GEMINI_API_KEY
                    - text: )
              - row "WEAVIATE_URL \"\" Weaviate URL (empty = knowledge store disabled)" [ref=e684]:
                - cell "WEAVIATE_URL" [ref=e685]:
                  - paragraph [ref=e686]:
                    - code [ref=e687]: WEAVIATE_URL
                - cell "\"\"" [ref=e688]:
                  - paragraph [ref=e689]:
                    - code [ref=e690]: "\"\""
                - cell "Weaviate URL (empty = knowledge store disabled)" [ref=e691]:
                  - paragraph [ref=e692]: Weaviate URL (empty = knowledge store disabled)
              - row "WEAVIATE_API_KEY \"\" Required for Weaviate Cloud" [ref=e693]:
                - cell "WEAVIATE_API_KEY" [ref=e694]:
                  - paragraph [ref=e695]:
                    - code [ref=e696]: WEAVIATE_API_KEY
                - cell "\"\"" [ref=e697]:
                  - paragraph [ref=e698]:
                    - code [ref=e699]: "\"\""
                - cell "Required for Weaviate Cloud" [ref=e700]:
                  - paragraph [ref=e701]: Required for Weaviate Cloud
              - row "MLFLOW_TRACKING_URI \"\" MLflow server URL (empty = tracing disabled)" [ref=e702]:
                - cell "MLFLOW_TRACKING_URI" [ref=e703]:
                  - paragraph [ref=e704]:
                    - code [ref=e705]: MLFLOW_TRACKING_URI
                - cell "\"\"" [ref=e706]:
                  - paragraph [ref=e707]:
                    - code [ref=e708]: "\"\""
                - cell "MLflow server URL (empty = tracing disabled)" [ref=e709]:
                  - paragraph [ref=e710]: MLflow server URL (empty = tracing disabled)
              - row "MLFLOW_EXPERIMENT_NAME video-research-mcp MLflow experiment name" [ref=e711]:
                - cell "MLFLOW_EXPERIMENT_NAME" [ref=e712]:
                  - paragraph [ref=e713]:
                    - code [ref=e714]: MLFLOW_EXPERIMENT_NAME
                - cell "video-research-mcp" [ref=e715]:
                  - paragraph [ref=e716]:
                    - code [ref=e717]: video-research-mcp
                - cell "MLflow experiment name" [ref=e718]:
                  - paragraph [ref=e719]: MLflow experiment name
              - row "EXPLAINER_PATH \"\" Path to cloned video_explainer repo" [ref=e720]:
                - cell "EXPLAINER_PATH" [ref=e721]:
                  - paragraph [ref=e722]:
                    - code [ref=e723]: EXPLAINER_PATH
                - cell "\"\"" [ref=e724]:
                  - paragraph [ref=e725]:
                    - code [ref=e726]: "\"\""
                - cell "Path to cloned video_explainer repo" [ref=e727]:
                  - paragraph [ref=e728]: Path to cloned video_explainer repo
              - 'row "EXPLAINER_TTS_PROVIDER \"mock\" TTS provider: mock, elevenlabs, openai, gemini, edge" [ref=e729]':
                - cell "EXPLAINER_TTS_PROVIDER" [ref=e730]:
                  - paragraph [ref=e731]:
                    - code [ref=e732]: EXPLAINER_TTS_PROVIDER
                - cell "\"mock\"" [ref=e733]:
                  - paragraph [ref=e734]:
                    - code [ref=e735]: "\"mock\""
                - 'cell "TTS provider: mock, elevenlabs, openai, gemini, edge" [ref=e736]':
                  - paragraph [ref=e737]: "TTS provider: mock, elevenlabs, openai, gemini, edge"
          - heading "Other install methods" [level=2] [ref=e738]
          - heading "Standalone MCP server (no plugin assets)" [level=3] [ref=e739]
          - generic [ref=e740]:
            - code [ref=e744]: "{ \"mcpServers\": { \"video-research\": { \"command\": \"uvx\", \"args\": [\"video-research-mcp\"], \"env\": { \"GEMINI_API_KEY\": \"${GEMINI_API_KEY}\" } } } }"
            - button "Copy" [ref=e746] [cursor=pointer]:
              - img [ref=e747]
          - heading "Claude Desktop" [level=3] [ref=e750]
          - paragraph [ref=e751]:
            - text: Add to
            - code [ref=e752]: claude_desktop_config.json
            - text: ":"
          - generic [ref=e753]:
            - code [ref=e757]: "{ \"mcpServers\": { \"video-research\": { \"command\": \"uvx\", \"args\": [\"video-research-mcp\"], \"env\": { \"GEMINI_API_KEY\": \"your-key-here\" } } } }"
            - button "Copy" [ref=e759] [cursor=pointer]:
              - img [ref=e760]
          - heading "From source" [level=3] [ref=e763]
          - generic [ref=e764]:
            - code [ref=e768]: git clone https://github.com/Galbaz1/video-research-mcp cd video-research-mcp uv venv && source .venv/bin/activate && uv pip install -e ".[dev]" node bin/install.js --global
            - button "Copy" [ref=e770] [cursor=pointer]:
              - img [ref=e771]
          - heading "Development" [level=2] [ref=e774]
          - generic [ref=e775]:
            - code [ref=e779]: "uv venv && source .venv/bin/activate uv pip install -e \".[dev]\" uv run pytest tests/ -v # 540 tests, all mocked uv run ruff check src/ tests/ # lint"
            - button "Copy" [ref=e781] [cursor=pointer]:
              - img [ref=e782]
          - heading "Troubleshooting" [level=2] [ref=e785]
          - table [ref=e787]:
            - rowgroup [ref=e788]:
              - row "Problem Fix" [ref=e789]:
                - cell "Problem" [ref=e790]:
                  - paragraph [ref=e791]: Problem
                - cell "Fix" [ref=e792]:
                  - paragraph [ref=e793]: Fix
              - row "No API key error Set GEMINI_API_KEY" [ref=e794]:
                - cell "No API key error" [ref=e795]:
                  - paragraph [ref=e796]: No API key error
                - cell "Set GEMINI_API_KEY" [ref=e797]:
                  - paragraph [ref=e798]:
                    - text: Set
                    - code [ref=e799]: GEMINI_API_KEY
              - row "429 / quota exceeded Wait 60s, or switch to /gr:models budget for higher rate limits" [ref=e800]:
                - cell "429 / quota exceeded" [ref=e801]:
                  - paragraph [ref=e802]: 429 / quota exceeded
                - cell "Wait 60s, or switch to /gr:models budget for higher rate limits" [ref=e803]:
                  - paragraph [ref=e804]:
                    - text: Wait 60s, or switch to
                    - code [ref=e805]: /gr:models budget
                    - text: for higher rate limits
              - row "Video analysis empty Video may be private, age-restricted, or region-locked" [ref=e806]:
                - cell "Video analysis empty" [ref=e807]:
                  - paragraph [ref=e808]: Video analysis empty
                - cell "Video may be private, age-restricted, or region-locked" [ref=e809]:
                  - paragraph [ref=e810]: Video may be private, age-restricted, or region-locked
              - 'row "No frames extracted Install ffmpeg: brew install ffmpeg" [ref=e811]':
                - cell "No frames extracted" [ref=e812]:
                  - paragraph [ref=e813]: No frames extracted
                - 'cell "Install ffmpeg: brew install ffmpeg" [ref=e814]':
                  - paragraph [ref=e815]:
                    - text: "Install ffmpeg:"
                    - code [ref=e816]: brew install ffmpeg
              - row "Visualization missing Ensure Node.js is on PATH (Playwright runs via npx)" [ref=e817]:
                - cell "Visualization missing" [ref=e818]:
                  - paragraph [ref=e819]: Visualization missing
                - cell "Ensure Node.js is on PATH (Playwright runs via npx)" [ref=e820]:
                  - paragraph [ref=e821]: Ensure Node.js is on PATH (Playwright runs via npx)
              - row "Weaviate won't connect Check WEAVIATE_URL and that the instance is running" [ref=e822]:
                - cell "Weaviate won't connect" [ref=e823]:
                  - paragraph [ref=e824]: Weaviate won't connect
                - cell "Check WEAVIATE_URL and that the instance is running" [ref=e825]:
                  - paragraph [ref=e826]:
                    - text: Check
                    - code [ref=e827]: WEAVIATE_URL
                    - text: and that the instance is running
              - row "Knowledge tools empty Set WEAVIATE_URL to enable the knowledge store" [ref=e828]:
                - cell "Knowledge tools empty" [ref=e829]:
                  - paragraph [ref=e830]: Knowledge tools empty
                - cell "Set WEAVIATE_URL to enable the knowledge store" [ref=e831]:
                  - paragraph [ref=e832]:
                    - text: Set
                    - code [ref=e833]: WEAVIATE_URL
                    - text: to enable the knowledge store
              - row "weaviate-agents not installed uv pip install 'video-research-mcp[agents]'" [ref=e834]:
                - cell "weaviate-agents not installed" [ref=e835]:
                  - paragraph [ref=e836]:
                    - code [ref=e837]: weaviate-agents not installed
                - cell "uv pip install 'video-research-mcp[agents]'" [ref=e838]:
                  - paragraph [ref=e839]:
                    - code [ref=e840]: uv pip install 'video-research-mcp[agents]'
              - row "MLflow tools unavailable Set MLFLOW_TRACKING_URI and start mlflow server --port 5001" [ref=e841]:
                - cell "MLflow tools unavailable" [ref=e842]:
                  - paragraph [ref=e843]: MLflow tools unavailable
                - cell "Set MLFLOW_TRACKING_URI and start mlflow server --port 5001" [ref=e844]:
                  - paragraph [ref=e845]:
                    - text: Set
                    - code [ref=e846]: MLFLOW_TRACKING_URI
                    - text: and start
                    - code [ref=e847]: mlflow server --port 5001
              - row "No traces captured Ensure MLFLOW_TRACKING_URI is set in the server environment" [ref=e848]:
                - cell "No traces captured" [ref=e849]:
                  - paragraph [ref=e850]: No traces captured
                - cell "Ensure MLFLOW_TRACKING_URI is set in the server environment" [ref=e851]:
                  - paragraph [ref=e852]:
                    - text: Ensure
                    - code [ref=e853]: MLFLOW_TRACKING_URI
                    - text: is set in the server environment
          - heading "Contributing" [level=2] [ref=e854]
          - paragraph [ref=e855]:
            - text: See
            - link "CONTRIBUTING.md" [ref=e856] [cursor=pointer]:
              - /url: https://github.com/Galbaz1/video-research-mcp/blob/main/CONTRIBUTING.md
            - text: for development setup and PR guidelines. See
            - link "ROADMAP.md" [ref=e857] [cursor=pointer]:
              - /url: https://github.com/Galbaz1/video-research-mcp/blob/main/ROADMAP.md
            - text: for planned work. Report security issues via
            - link "SECURITY.md" [ref=e858] [cursor=pointer]:
              - /url: https://github.com/Galbaz1/video-research-mcp/blob/main/SECURITY.md
            - text: .
          - heading "Author" [level=2] [ref=e859]
          - paragraph [ref=e860]:
            - strong [ref=e861]: Fausto Albers
            - text: "-- Lead Gen AI Research & Development at the"
            - link "Industrial Digital Twins Lab" [ref=e862] [cursor=pointer]:
              - /url: https://www.hva.nl
            - text: ", Amsterdam University of Applied Sciences (HvA), in the research group of Jurjen Helmus. Founder of"
            - link "Wonder Why" [ref=e863] [cursor=pointer]:
              - /url: https://wonderwhy.ai
            - text: .
          - heading "Credits" [level=2] [ref=e864]
          - list [ref=e865]:
            - listitem [ref=e866]:
              - paragraph [ref=e867]:
                - link "video_explainer" [ref=e868] [cursor=pointer]:
                  - /url: https://github.com/prajwal-y/video_explainer
                  - strong [ref=e869]: video_explainer
                - text: by
                - link "prajwal-y" [ref=e870] [cursor=pointer]:
                  - /url: https://github.com/prajwal-y
                - text: "-- the video synthesis engine behind the explainer pipeline. We extended it with configurable ElevenLabs voice settings, env-based configuration, and MCP tool integration. The original repo is included as a git submodule at"
                - code [ref=e871]: packages/video-explainer/
                - text: .
            - listitem [ref=e872]:
              - paragraph [ref=e873]:
                - link "Weaviate" [ref=e874] [cursor=pointer]:
                  - /url: https://weaviate.io/
                  - strong [ref=e875]: Weaviate
                - text: "-- vector database powering the knowledge store. Twelve collections, hybrid search, and the"
                - link "Weaviate Claude Code skill" [ref=e876] [cursor=pointer]:
                  - /url: https://github.com/weaviate/weaviate-claude-code-skill
                - text: that inspired the knowledge architecture.
            - listitem [ref=e877]:
              - paragraph [ref=e878]:
                - link "Google Gemini" [ref=e879] [cursor=pointer]:
                  - /url: https://ai.google.dev/
                  - strong [ref=e880]: Google Gemini
                - text: (
                - code [ref=e881]: google-genai
                - text: SDK) -- Gemini 3.1 Pro provides native video understanding, thinking mode, context caching, and the 1M token window that makes all of this work.
            - listitem [ref=e882]:
              - paragraph [ref=e883]:
                - link "FastMCP" [ref=e884] [cursor=pointer]:
                  - /url: https://github.com/jlowin/fastmcp
                  - strong [ref=e885]: FastMCP
                - text: "-- MCP server framework. The composable sub-server pattern ("
                - code [ref=e886]: app.mount()
                - text: ) keeps 45 tools organized across 3 servers.
            - listitem [ref=e887]:
              - paragraph [ref=e888]:
                - link "MLflow" [ref=e889] [cursor=pointer]:
                  - /url: https://mlflow.org/
                  - strong [ref=e890]: MLflow
                - text: (
                - code [ref=e891]: mlflow-tracing
                - text: ) -- optional observability. Every Gemini call becomes a traceable span with token counts and latency.
            - listitem [ref=e892]:
              - paragraph [ref=e893]:
                - link "Pydantic" [ref=e894] [cursor=pointer]:
                  - /url: https://docs.pydantic.dev/
                  - strong [ref=e895]: Pydantic
                - text: "-- schema validation for all tool I/O. Structured generation via"
                - code [ref=e896]: model_json_schema()
                - text: .
            - listitem [ref=e897]:
              - paragraph [ref=e898]:
                - link "Remotion" [ref=e899] [cursor=pointer]:
                  - /url: https://www.remotion.dev/
                  - strong [ref=e900]: Remotion
                - text: "-- React-based video rendering for the explainer pipeline."
            - listitem [ref=e901]:
              - paragraph [ref=e902]:
                - link "ElevenLabs" [ref=e903] [cursor=pointer]:
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