matchms
Mass spectrometry analysis. Process mzML/MGF/MSP, spectral similarity (cosine, modified cosine), metadata harmonization, compound ID, for metabolomics and MS data processing.
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Mass spectrometry analysis. Process mzML/MGF/MSP, spectral similarity (cosine, modified cosine), metadata harmonization, compound ID, for metabolomics and MS data processing.
Execute and manage 26 Genkit AI flows via MCP with 90% caching. Use when generating KSC responses, creating cover letters, analyzing resumes, or orchestrating multi-step AI workflows. Provides 70-90% …
Match SAE features between Ultra (24K) and Full (2K) models based on activation patterns and token overlap
Use when designing digital asset management systems, media libraries, upload pipelines, or asset metadata schemas. Covers media storage patterns, file organization, metadata extraction, and media APIs…
Expert-level media production, content management, streaming, broadcasting, and media technology systems
A sub-agent responsible for generating and editing banners/graphics/slides/images. It uses the Gemini Image Generation API to create various media. Triggered by requests such as 'create a banner', 'ge…
Implement Cloudflare Stream for video delivery and Images for image transformations. Use this skill when building media platforms, implementing video players, generating signed URLs, or optimizing ima…
A skill to extract action items from meeting notes. It can be automatically triggered by requests such as 'extract actions', 'summarize TODOs', and 'what are the meeting actions?'
Implement comprehensive mathematical theorem proving capabilities with SFT+GRPO training, MCP/A2A agent integration, and imatrix quantization protection to surpass Boreas-phi3.5-instinct-jp in formal …
Run an MCP evaluation using mcpbr on SWE-bench or other datasets.
Quick "first look" overview of SAE features - top tokens, activation stats, weapons, families, sample contexts
Produce and assemble multimedia assets (images, videos, and graphics) to communicate pilot findings and narratives. Use when creating visuals, video explainers, infographics, or media-rich presentatio…
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Complete workflow to refresh the entire media stack after changes - cleanup Real-Debrid, restart Zurg/Rclone mounts, clear caches, verify mount health, and trigger Jellyfin library scan. Use this afte…
MediaPipe pose detection expertise. Use when debugging landmark tracking, adjusting confidence thresholds, fixing pose detection issues, working with pose.py and video_io.py, or validating pose detect…
Analyzes meeting transcripts and recordings to uncover behavioral patterns, communication insights, and actionable feedback. Identifies when you avoid conflict, use filler words, dominate conversation…
Foundational plotting library. Create line plots, scatter, bar, histograms, heatmaps, 3D, subplots, export PNG/PDF/SVG, for scientific visualization and publication figures.
Analyze SAE decoder weights - output influence, feature importance, and decoder similarity
Execute mechanistic interpretability experiments from JSON specs - family sweeps, itemsets, interactions, minimal cores, validation
When the user requests to find official media content like movie trailers, YouTube links, or other online resources, this skill performs targeted web searches to locate specific media content, extract…
Generate images and videos using Google GenAI models. Use when user asks to "generate image with Gemini/Nano Banana", "create video with Veo", "make an image using Imagen", or requests media generatio…
Process multimedia files with FFmpeg (video/audio encoding, conversion, streaming, filtering, hardware acceleration), ImageMagick (image manipulation, format conversion, batch processing, effects, com…
Plan and structure effective meetings with agendas and follow-ups
Join Google Meet calls, transcribe audio in real-time, and participate via chat. Use when asked to join a meeting, transcribe a call, attend a video conference, or take meeting notes.