Evaluates task complexity and selects a small set of existing skills for work spanning multiple areas. Uses agent-memory-mcp to record and retrieve successful combinations, while keeping simple tasks within the agent’s ordinary capabilities.
- Selecting skills for a complex task
- Coordinating work across UI, databases, and deployment
- Reusing successful skill combinations
sickn33/agentic-awesome-skills☆ 48KUpdated Oct 19, 2026
Design and build an OpenMAIC lesson series using a spiral curriculum: core ideas return with deeper explanations, new representations, and unfamiliar applications. It maps conceptual growth across lessons and checks that revisits add understanding.
- Designing a Bruner-style spiral curriculum
- Moving from concrete examples to general models across lessons
- Revisiting concepts through unfamiliar applications and counterexamples
THU-MAIC/OpenMAIC☆ 41.1KUpdated Oct 20, 2026
Create and maintain due diligence checklists for acquisitions or investments. Tailor requests to the company and deal, track owners and review status, and summarize missing documents and issues that could affect valuation or deal terms.
- Preparing a due diligence request list
- Checking a data room for missing documents
- Tracking review progress across workstreams
anthropics/financial-services☆ 40.5KUpdated Sep 22, 2026
Refactor Java methods by extracting related blocks into separate, clearly named methods. Assess method length and complexity, preserve existing functionality, and return complete Java 17 methods with brief comments explaining each newly extracted method.
- Split a long Java method into smaller methods
- Separate distinct operations within complex methods
- Name extracted logic to clarify its purpose
github/awesome-copilot☆ 40.2KUpdated Oct 20, 2026
Plan how users discover, try, and pay for a product through self-service. Compare product-led growth with sales-led approaches, improve the first useful experience, assess acquisition channel economics, and identify when sales support should step in.
- Choose between product-led and sales-led growth
- Improve the first useful product experience
- Review free-to-paid conversion
github/awesome-copilot☆ 40.2KUpdated Oct 20, 2026
Coordinate a small AI development team with planning, implementation, and optional independent testing roles. Adapt the process to the work’s complexity, prepare pull requests, and preserve decisions and next steps so later sessions can continue.
- Starting development or taking over an existing project
- Coordinating implementation and independent testing
- Comparing perspectives on product or architecture decisions
github/awesome-copilot☆ 40.2KUpdated Oct 20, 2026
Turn a screen recording of repetitive work into automation scripts. The skill reconstructs the workflow, proposes options suited to installed tools, and helps build and test the chosen approach while preserving human review steps.
- Automating repeated report downloads and spreadsheet filtering
- Turning file sorting and renaming into scripts
- Reducing repetitive transfers between applications
github/awesome-copilot☆ 40.2KUpdated Oct 20, 2026
Review completed code changes for defects, security risks, unnecessary complexity, and missing tests. Findings are verified and reported with severity, file locations, and concrete failure scenarios, with separate assessments of standards and intended behavior for larger changes.
- Checking completed changes before release
- Reviewing compliance with documented development standards
- Checking implementation against ticket requirements
Yeachan-Heo/oh-my-claudecode☆ 40.1KUpdated Oct 20, 2026
Approach engineering problems by checking assumptions, defining performance constraints, and choosing suitable tools before implementation. The skill guides algorithm analysis, complete code, performance optimization, and correctness checks through tests, assertions, or formal verification, meaning mathematical checks of correctness.
- Checking algorithm complexity and design assumptions
- Choosing languages for numerical or distributed systems
- Implementing concurrent code with explicit error handling
davila7/claude-code-templates☆ 32.8KUpdated Oct 20, 2026
Guides the use of RWKV, a language model architecture that carries information forward in a compact state. Covers streaming text generation, long document processing, fine-tuning, and memory comparisons with Transformers.
- Build streaming text generation
- Process long documents in chunks
- Compare memory needs with Transformers
davila7/claude-code-templates☆ 32.8KUpdated Oct 20, 2026
Plan SDK behavior changes by defining required outcomes, compatibility boundaries, and unsupported cases. Reuse existing implementation paths, assess review feedback, and reconsider designs when repeated fixes introduce complexity beyond the original requirement.
- Define the scope of an SDK behavior change
- Assess compatibility with released APIs
- Reconsider a design after repeated review findings
openai/openai-agents-python☆ 30.2KUpdated Oct 20, 2026
Review Qwen Code issues and pull requests through staged checks. Assess product fit, code simplicity, and CI evidence, then prepare English and Chinese comments that explain findings and flag decisions needing maintainer attention.
- Triage incoming Qwen Code issues
- Check pull requests against product direction
- Review changes for unnecessary complexity
QwenLM/qwen-code☆ 28.6KUpdated Oct 20, 2026
Estimate development effort using affected code, design documents, dependencies, and past sprint results. Get optimistic, expected, and pessimistic day estimates, along with a confidence level, key risks, and a suggested breakdown into smaller tasks.
- Estimating effort before starting a feature
- Planning changes that span several systems
- Assessing uncertainty when sprint history is missing
Donchitos/Claude-Code-Game-Studios☆ 26.9KUpdated Oct 19, 2026
Prepare a development branch for final maintainer review by checking security, unnecessary complexity, and billing abuse risks. Fix confirmed issues, run local checks and tests, then push changes and create or update the pull request.
- Preparing a feature branch for final review
- Checking security and billing abuse risks
- Simplifying unnecessarily complex changes
every-app/open-seo☆ 24.2KUpdated Oct 20, 2026
Review a pull request, a proposed code change, for code that can be removed or simplified. Consider product decisions, final functionality, and whether rare edge cases have led to unnecessary complexity.
- Review a pull request for simplicity
- Find code that could be deleted
- Reconsider overcomplicated handling of rare cases
every-app/open-seo☆ 24.2KUpdated Oct 20, 2026
Review Handsontable code changes for architecture, code quality, performance, accessibility, and test coverage. Findings include severity, confidence, and file locations, helping developers assess whether changes follow project rules and demonstrate the intended behavior.
- Review a Handsontable branch or pull request
- Check architecture before or during core changes
- Review keyboard access and performance concerns
handsontable/handsontable☆ 22.1KUpdated Oct 20, 2026
Audit an entire codebase for unnecessary complexity and dependencies. Receive a ranked list of code to delete, simplify, or replace with standard library and platform features, with file paths and estimated reductions.
- Finding code and dependencies to remove
- Reviewing abstractions that add little value
- Identifying replacements using built-in features
kortix-ai/suna☆ 20.3KUpdated Oct 20, 2026
Review and simplify the ego-lite codebase by finding unused code, duplicated state, and unnecessary layers. The skill checks real callers and API requirements, explains behavior changes, and coordinates implementation, tests, and documentation updates.
- Audit unused code and APIs
- Consolidate duplicated state or processing
- Review unnecessary compatibility layers
citrolabs/ego-lite☆ 18KUpdated Oct 20, 2026
Guides you through setting up RWKV, generating text, processing long documents in chunks, and fine-tuning models. Explains how to carry context between steps and compare memory use with Transformer models.
- Build streaming text generation
- Process long documents in chunks
- Plan RWKV fine-tuning
Orchestra-Research/AI-Research-SKILLs☆ 13.7KUpdated Oct 11, 2026
Review a pull request or code diff from several angles, then have separate agents test each potential finding. Receive a ranked findings table, confidence assessments, a merge recommendation, and concrete follow-up work.
- Review a pull request before merging
- Check changed code for lost behavior or broken callers
- Assess duplicate code, complexity, and wasted work
maximhq/bifrost☆ 9KUpdated Oct 19, 2026
Build a graph of functions and calls across multiple programming languages to investigate entry points, paths to sensitive operations, and potential impact. Use the results to prioritize security reviews and connect external findings with source code.
- Tracing call paths from entry points to sensitive functions
- Prioritizing code for a security audit
- Connecting calls across language and RPC boundaries
trailofbits/skills☆ 7.7KUpdated Oct 20, 2026
Analyze code structure with Trailmark to identify complex functions, trace input flow, assess impact across connected code, and locate privilege boundaries. The resulting JSON provides detailed evidence for deciding where to focus a code audit.
- Prioritizing code audit targets
- Tracing input flow and assessing impact
- Inspecting unresolved calls and type references
trailofbits/skills☆ 7.7KUpdated Oct 20, 2026
Compares code relationships before and after a branch, pull request, or release change using Trailmark. Flags structural security regressions, such as removed authorization checks or newly reachable sensitive operations, and provides evidence for reviewers.
- Checking structural security changes before merging a PR
- Reviewing call paths after a security fix
- Assessing attack surface changes in a release
trailofbits/skills☆ 7.7KUpdated Oct 20, 2026
Assesses smart contract and blockchain codebases against Trail of Bits’ nine-category maturity framework. Produces evidence-backed ratings covering areas such as arithmetic, access controls, documentation, and testing, plus a prioritized improvement roadmap with effort estimates.
- Assessing the maturity of a smart contract project
- Identifying gaps in tests and documentation
- Reviewing access controls and operational practices together
trailofbits/skills☆ 7.7KUpdated Oct 20, 2026