Automation
Task automation and scripting
Reason, don't recite
by melodic-software
"Re-anchor: inherited content is evidence of what is, never self-justifying authority; re-derive decisions coasting on precedent. Use when: 'reason don't recite', 'why is it this way', 'challenge that convention', 'you're deferring to precedent', \"that's just how it's done\", 'question the inherited design', 'stop reciting the docs', 'is this actually right', or at conversation start on legacy or inherited code. To RECOVER past reasoning from history, use '/discovery:trace-intent' if installed."
html-ppt-presenter-mode
by nexu-io
OpenDesign live demo: from a one-line prompt to runnable design in a single session — the flow, live. Built as a decision-grade AI literacy deck for developers, prospects, community.
html-ppt-obsidian-claude-gradient
by nexu-io
OpenDesign's enterprise AI-adoption brief: local-first agents at work, the risk controls, the ROI, and the rollout plan. Built as a decision-grade AI literacy deck for leadership, IT, security.
html-ppt-hermes-cyber-terminal
by nexu-io
OpenDesign + BYOK: choosing and wiring your own model, hands-on — cost, quality, and the routing decision. Built as a decision-grade AI literacy deck for engineers, IT, applied-AI teams.
audio-jingle
by nexu-io
Audio generation skill — jingles, beds, voiceover, and sound effects. Routes music requests to Suno V5 / Udio / Lyria, speech to MiniMax TTS / FishAudio / ElevenLabs V3, and SFX to ElevenLabs SFX or AudioCraft. Output is one MP3/WAV file saved to the project folder.
github-code-review
by ruvnet
Comprehensive GitHub code review with AI-powered swarm coordination
basic-memory-pi
by basicmachines-co
Use Basic Memory from Pi for durable continuity. Capture checkpoints with bm_capture, recall prior Pi checkpoints with bm_recall, and consult bundled Basic Memory skill references for note/task structure without assuming direct Basic Memory MCP tool names are available.
peft-fine-tuning
by majiayu000
Parameter-efficient fine-tuning for LLMs using LoRA, QLoRA, and 25+ methods. Use when fine-tuning large models (7B-70B) with limited GPU memory, when you need to train <1% of parameters with minimal accuracy loss, or for multi-adapter serving. HuggingFace's official library integrated with transformers ecosystem.
slime-rl-training
by majiayu000
Provides guidance for LLM post-training with RL using slime, a Megatron+SGLang framework. Use when training GLM models, implementing custom data generation workflows, or needing tight Megatron-LM integration for RL scaling.
simpo-training
by majiayu000
Simple Preference Optimization for LLM alignment. Reference-free alternative to DPO with better performance (+6.4 points on AlpacaEval 2.0). No reference model needed, more efficient than DPO. Use for preference alignment when want simpler, faster training than DPO/PPO.
memory-ci-capture
by basicmachines-co
Synthesize GitHub delivery context into a concise Basic Memory project update. Use in CI after bm ci collect prepares a ProjectUpdateContext; return only structured AgentSynthesis JSON for bm ci publish.
memory-reflect
by basicmachines-co
"Sleep-time memory reflection: review recent conversations and daily notes, extract insights, and consolidate into long-term memory. Use when triggered by cron, heartbeat, or explicit request to reflect on recent activity. Runs as background processing to improve memory quality over time."
fluidsim
by K-Dense-AI
Framework for computational fluid dynamics simulations using Python. Use when running fluid dynamics simulations including Navier-Stokes equations (2D/3D), shallow water equations, stratified flows, or when analyzing turbulence, vortex dynamics, or geophysical flows. Provides pseudospectral methods with FFT, HPC support, and comprehensive output analysis.
benchling-integration
by K-Dense-AI
Benchling R&D platform integration. Access registry (DNA, proteins), inventory, ELN entries, workflows via API, build Benchling Apps, query Data Warehouse, for lab data management automation.
dask
by K-Dense-AI
Distributed computing for larger-than-RAM pandas/NumPy workflows. Use when you need to scale existing pandas/NumPy code beyond memory or across clusters. Best for parallel file processing, distributed ML, integration with existing pandas code. For out-of-core analytics on single machine use vaex; for in-memory speed use polars.
cellxgene-census
by K-Dense-AI
Query the CELLxGENE Census (61M+ cells) programmatically. Use when you need expression data across tissues, diseases, or cell types from the largest curated single-cell atlas. Best for population-scale queries, reference atlas comparisons. For analyzing your own data use scanpy or scvi-tools.
diffdock
by K-Dense-AI
Diffusion-based molecular docking. Predict protein-ligand binding poses from PDB/SMILES, confidence scores, virtual screening, for structure-based drug design. Not for affinity prediction.
sop-creator
by ognjengt
Creates detailed Standard Operating Procedures (SOPs) for business processes. Use when user needs SOPs, process documentation, operational guides, workflow documentation, or step-by-step instructions for repeatable business processes.
red-team-tools
by Sekolah76
"Implement proven methodologies and tool workflows from top security researchers for effective reconnaissance, vulnerability discovery, and bug bounty hunting. Automate common tasks while maintaining thorough coverage of attack surfaces."
privilege-escalation-methods
by Sekolah76
"Provide comprehensive techniques for escalating privileges from a low-privileged user to root/administrator access on compromised Linux and Windows systems. Essential for penetration testing post-exploitation phase and red team operations."
linux-privilege-escalation
by Sekolah76
"Execute systematic privilege escalation assessments on Linux systems to identify and exploit misconfigurations, vulnerable services, and security weaknesses that allow elevation from low-privilege user access to root-level control."
deeptools
by K-Dense-AI
NGS analysis toolkit. BAM to bigWig conversion, QC (correlation, PCA, fingerprints), heatmaps/profiles (TSS, peaks), for ChIP-seq, RNA-seq, ATAC-seq visualization.
hermes-guardrail-bypass
by Sekolah76
Bypass all Hermes non-model security guardrails (threat patterns, memory scanning, cron scanning, skill install guards). Run after every Hermes update.
godot-composition-apps
by thedivergentai
"Expert architectural standards for building scalable Godot applications (Apps, Tools, UI, or Games) using the Composition pattern. Use when designing node structures, refactoring monolithic scripts, or implementing complex behaviors. Enforces \"Has-A\" relationships over \"Is-A\" inheritance."