Investigate unreliable AI agents across 12 layers, including instructions, memory, tool execution, and display. Use code and logs to trace failures, rank findings by severity, and produce an ordered repair plan that prioritizes code changes.
- Investigating failures that appear only inside an agent application
- Tracing old conversation content leaking into new sessions
- Checking skipped or falsely claimed tool execution
affaan-m/ECC☆ 285.4KUpdated Oct 21, 2026
Set up a modded Minecraft server from a server pack, including Java and Forge or NeoForge configuration. Adjust memory and viewing distances for the expected players, schedule world backups, and verify startup and connectivity.
- Set up a server from a modpack server ZIP
- Configure difficulty, PvP, and player access
- Tune memory and viewing distances
NousResearch/hermes-agent☆ 255.8KUpdated Oct 21, 2026
Create clear educational diagrams for scientific concepts, physical structures, workflows, and data. Output SVG, a scalable vector image format, inside one standalone HTML file with consistent styling and automatic light and dark modes.
- Illustrating scientific concepts for teaching materials
- Explaining object structures with cross-sections and layers
- Visualizing workflows and data movement
NousResearch/hermes-agent☆ 255.8KUpdated Oct 21, 2026
Build a narrowly scoped feature or integration using existing repository structures. Define observable acceptance criteria and non-goals, complete the working path across relevant layers, and stop when focused checks confirm the requested outcome.
- Building a feature within a clear scope
- Adding integrations using existing structures
- Defining acceptance criteria and non-goals
JuliusBrussee/caveman☆ 114.1KUpdated Oct 21, 2026
Guide development of new interaction cards in Paperclip issue threads, such as approvals or structured questions. Covers shared data definitions, server behavior, interface states, CLI and MCP support, plugin helpers, documentation, and tests.
- Adding an approval card to an issue thread
- Creating an interaction with a new response format
- Checking implementation coverage across layers
paperclipai/paperclip☆ 105.6KUpdated Oct 21, 2026
Refactor claude-flow into an extension of agentic-flow@alpha to reduce duplicate implementations. Plan adapter layers, migrate agent and task management, and connect learning, shared memory, and tools while checking compatibility with existing functionality.
- Consolidate duplicate agent and task management code
- Design an adapter that preserves existing APIs
- Integrate learning, shared memory, and MCP tools
ruvnet/RuView☆ 99KUpdated Oct 21, 2026
Audit a codebase for unnecessary complexity, including dead code, duplicated state, redundant interfaces, and obsolete compatibility paths. Receive evidence-backed simplification candidates, or authorize changes that remove justified targets and validate the behavior that must remain.
- Finding code that can be safely removed
- Consolidating duplicated state or APIs
- Reviewing obsolete compatibility paths and design records
tt-a1i/archify☆ 86.9KUpdated Oct 20, 2026
Create a JSON theme preset for Ruflo Console Theme Studio from a visual brief. Adjust six colors, animation speed, and decorative layers while keeping text readable and success, warning, and failure states visually distinct.
- Creating a console palette that matches a preferred mood
- Reducing decorative motion for a calmer display
- Designing a cyberpunk theme with stars and a globe
ruvnet/ruflo☆ 78.1KUpdated Oct 21, 2026
Refactor claude-flow into an extension of agentic-flow@alpha to reduce duplicate implementations. Plan adapter layers, migrate agent and task management, and connect learning, shared memory, and tools while checking compatibility with existing functionality.
- Consolidate duplicate agent and task management code
- Design an adapter that preserves existing APIs
- Integrate learning, shared memory, and MCP tools
ruvnet/ruflo☆ 78.1KUpdated Oct 21, 2026
Delegate complex work through a tree of Claude Code sub-agents. Each level uses its own working context and returns concise summaries, helping the coordinating agent manage research, verification, and synthesis without retaining every intermediate detail.
- Divide research, expansion, verification, and synthesis into layers
- Handle work with more intermediate detail than one agent can retain
- Assign specialized checks to different leaf agents
ruvnet/ruflo☆ 78.1KUpdated Oct 21, 2026
Build reusable data packages for local 2D character animation. Define separate body parts, rotation points, layer order, movement limits, and views so a shared renderer can animate each character using its own rig data.
- Prepare a 2D character for local animation
- Define joint rotation points and movement limits
- Organize mouths, eyes, and props as separate parts
calesthio/OpenMontage☆ 70.6KUpdated Oct 17, 2026
Plan subtitles as layers over a video, deciding which spoken phrases to omit, show normally, or emphasize behind the subject. The guidance preserves full-frame composition and limits large embedded words to occasional key moments.
- Planning subtitles for a talking-head video
- Choosing words to emphasize behind the subject
- Centering a scene that carries subtitles
heygen-com/hyperframes☆ 69KUpdated Oct 21, 2026
Official · RemotionFreeSummary Organize dependent changes into a chain of branches and pull requests so reviewers can inspect one layer at a time. Use the GitHub CLI extension to create, update, synchronize, and merge the chain.
- Splitting a large change into reviewable pull requests
- Updating a lower branch and rebasing dependent branches
- Synchronizing local branches with GitHub
remotion-dev/remotion☆ 66KUpdated Oct 21, 2026
Create and edit QGIS map projects from the terminal. Add geographic features and attributes, arrange maps and labels in print layouts, export PDFs or images, and run QGIS algorithms for processing geographic data.
- Creating a map project and adding points
- Adding geographic features and attributes
- Exporting labeled maps as PDFs or images
HKUDS/CLI-Anything☆ 55.8KUpdated Sep 22, 2026
Create and edit images from the command line using Pillow, an image processing library. Combine layers, add text and rectangles, resize or crop images, apply filters, and export compositions while saving editable project state.
- Combine images and text into a poster
- Resize or crop an image
- Adjust layer opacity and filters
HKUDS/CLI-Anything☆ 55.8KUpdated Sep 22, 2026
Automate Krita image workflows through commands for project setup, layer management, filters, canvas resizing, and export. Use it for repeatable editing tasks, batch image processing, and structured results that AI agents can read.
- Prepare layer structures for illustrations
- Adjust layer opacity, visibility, and blending modes
- Apply image filters and resize the canvas
HKUDS/CLI-Anything☆ 55.8KUpdated Sep 22, 2026
Manage container images in Azure Container Registry using Python. Inspect repositories, tags, and image metadata, protect images from deletion, download image data, and identify older untagged images for cleanup.
- Inspect image tags and metadata
- Protect production images from deletion
- Clean up older untagged images
sickn33/agentic-awesome-skills☆ 48.3KUpdated Oct 15, 2026
Build and deploy AWS Lambda functions without managing servers. Guidance covers APIs, scheduled jobs, event triggers, permissions, shared dependencies, and performance tuning, with code and command examples for deployment and troubleshooting.
- Building lightweight APIs with API Gateway or function URLs
- Running scheduled jobs with EventBridge
- Processing S3 uploads or SQS messages
sickn33/agentic-awesome-skills☆ 48.3KUpdated Oct 21, 2026
Understand and extend GitNexus taint analysis, which tracks data from input sources to potentially dangerous operations. Use its implementation guidance to investigate missed or incorrect findings, add detection models, and validate analysis changes.
- Investigating missed or incorrect data-flow findings
- Adding input sources, dangerous operations, or sanitizers
- Reviewing analysis that follows data across functions
abhigyanpatwari/GitNexus☆ 48KUpdated Oct 21, 2026
Design and refactor Python components with clear responsibilities and simple structure. Assess when to split large classes, combine objects instead of extending them, and extract shared code without introducing unnecessary abstractions.
- Defining responsibilities for a new Python component
- Splitting oversized classes and functions
- Deciding when to extract shared code
wshobson/agents☆ 41.4KUpdated Oct 20, 2026
Prepare and review LoRA or QLoRA settings for adapting language models using example responses. Choose trainable layers, adapter capacity, learning rate, and memory-related options, then produce configuration values for a downstream training script.
- Preparing a LoRA configuration for supervised fine-tuning
- Reviewing rank, alpha, and learning rate settings
- Choosing LoRA or QLoRA based on GPU memory
wshobson/agents☆ 41.4KUpdated Oct 20, 2026
Design dbt data transformations with clearly organized models, data quality tests, documentation, and incremental processing that updates only part of a dataset. Use it to structure analytics tables and organize a dbt project.
- Organizing a dbt project into model layers
- Adding data quality tests
- Designing incremental updates for large tables
wshobson/agents☆ 41.4KUpdated Oct 20, 2026
Official · ClaudeFreeSummary Create an industry report covering market size, growth drivers, major competitors, and valuation levels. Organize findings into Word or PowerPoint with charts and company comparisons, plus an Excel appendix containing detailed company data.
- Preparing an industry overview for a client
- Building internal knowledge of an unfamiliar sector
- Researching an investment theme
anthropics/financial-services☆ 40.6KUpdated Sep 22, 2026
Analyzes one .NET project to plan integration tests for an Oracle-to-PostgreSQL migration. Identifies database access methods, prioritizes migration risks, and documents test cases, seed data, and coverage, including empty strings, NULL values, and timezone behavior.
- Identifying database access methods that need integration tests
- Prioritizing tests for Oracle-specific behavior
- Planning checks for empty strings, NULL values, and timezones
github/awesome-copilot☆ 40.3KUpdated Oct 21, 2026