Review code changes for unnecessary complexity, including unused flexibility, avoidable dependencies, and abstractions with little purpose. Receive concise findings that name what to remove, what can replace it, and how many lines could be cut.
- Check code changes for over-engineering
- Find code replaceable with standard library features
- Identify unnecessary dependencies and abstractions
kortix-ai/suna☆ 20.3KUpdated Oct 21, 2026
Guide MNN Metal backend development and optimization, from finding performance bottlenecks to changing GPU computation, combining operators, and adjusting execution scheduling. A task-based document index directs work toward relevant implementation rules, benchmarks, and correctness checks.
- Finding bottlenecks in Metal inference
- Adding or modifying Metal kernels
- Combining operators into one GPU dispatch
alibaba/MNN☆ 16.3KUpdated Oct 21, 2026
Improve MNN inference on OpenCL by measuring bottlenecks and refining GPU kernels, the code that performs calculations. The skill guides baseline measurements, correctness checks, Android device benchmarks, and integration of new OpenCL features with compatibility fallbacks.
- Find bottlenecks in a model's GPU inference
- Optimize a specific operator's GPU kernels
- Integrate an OpenCL extension with a fallback
alibaba/MNN☆ 16.3KUpdated Oct 21, 2026
Optimize and troubleshoot MNN's Hexagon DSP backend, which runs computation on a dedicated processor. The workflow uses device measurements to identify bottlenecks, compare v79 and v81 architectures, verify correctness, and investigate crashes or memory usage.
- Finding bottlenecks in Hexagon operators
- Checking changes on v79 and v81 devices
- Investigating cDSP crashes and device disconnects
alibaba/MNN☆ 16.3KUpdated Oct 21, 2026
Review Doris code changes using project-specific checklists for data correctness, concurrency, memory safety, compatibility, performance, and tests. Trace related code paths and explain findings with concrete failure scenarios, using query plan trees when reviewing optimizer behavior.
- Review newly completed Doris code changes
- Check concurrency and memory management in related code paths
- Assess compatibility and test coverage before merging
apache/doris☆ 16.1KUpdated Oct 21, 2026
Build, debug, and refactor JavaScript applications for browsers and Node.js. Covers asynchronous tasks with async/await, module organization, performance checks, and test creation, with explicit error handling and modern ES2023+ syntax.
- Build a vanilla JavaScript application
- Fix errors in asynchronous API requests
- Organize code into ESM modules
Jeffallan/claude-skills☆ 12KUpdated Oct 17, 2026
Review code changes and files for bugs, security risks, performance problems, design issues, and test coverage. Receive a structured report with prioritized findings, concrete improvement examples, positive feedback, and an overall review verdict.
- Reviewing a pull request
- Auditing code quality and security
- Finding refactoring opportunities
Jeffallan/claude-skills☆ 12KUpdated Oct 17, 2026
Official · CodexFreeSummary Fix a validated or plausible security vulnerability with a focused code change, then verify that the attack no longer works and legitimate behavior remains intact. Report when existing code is safe or essential evidence is missing.
- Fix a reported vulnerability and verify the result
- Check for alternate inputs that bypass a proposed fix
- Confirm that a security patch preserves legitimate behavior
openai/codex-security☆ 11.2KUpdated Oct 21, 2026
Review selected files for bugs by reading full source code, callers, and related implementations. Apply detailed checklists and investigate suspected issues, then report evidence, confidence levels, and suggested fixes.
- Review selected files in a critical code change
- Investigate concerns raised by an initial review
- Check complex state transitions and object lifecycles
apache/cassandra☆ 10.1KUpdated Oct 21, 2026
Audit one datafusion-spark function against Apache Spark 4.2.0. Compare source code, accepted types, and edge cases, verify expected results with PySpark, then fix differences and record remaining gaps as issues and disabled tests.
- Auditing a function for Spark compatibility
- Checking NULL, overflow, and ANSI mode behavior
- Finding missing SQL test coverage
apache/datafusion☆ 9.5KUpdated Oct 21, 2026
Official · CodexFreeSummary Fix a validated or plausible security vulnerability with a focused code change, then verify that the attack no longer works and legitimate behavior remains intact. Report when existing code is safe or essential evidence is missing.
- Fix a reported vulnerability and verify the result
- Check for alternate inputs that bypass a proposed fix
- Confirm that a security patch preserves legitimate behavior
openai/plugins☆ 7.5KUpdated Oct 8, 2026
Official · CodexFreeSummary Build or review SwiftUI interfaces using Liquid Glass on iOS 26 and later. Apply native glass effects to controls, group related elements, check interaction and transitions, and provide fallback visuals for earlier iOS versions.
- Add Liquid Glass to existing buttons and cards
- Review glass effect usage and modifier order
- Group glass elements and add animated transitions
openai/plugins☆ 7.5KUpdated Oct 8, 2026
Review a pull request for code quality, correctness, security, tests, and documentation. Receive structured findings ranked by severity, with file references, approval status, positive highlights, and questions that need clarification.
- Reviewing a pull request before merging
- Checking changes against the original plan
- Auditing error handling and validation of AI output
FlorianBruniaux/claude-code-ultimate-guide☆ 6.2KUpdated Oct 20, 2026
Evaluate staged Git changes before committing using an LLM, a language model acting as a reviewer. Receive correctness, completeness, and safety scores, plus issues by severity, to decide whether to fix, commit, or stop.
- Evaluate significant changes before committing
- Review changes in unfamiliar code
- Check changes to security-sensitive code
FlorianBruniaux/claude-code-ultimate-guide☆ 6.2KUpdated Oct 20, 2026
Audit Claude Code and Codex hooks, actions triggered by agent events. Check commands, trigger conditions, blocking behavior, and timeouts to identify why hooks fail to run, fail to block actions, or delay the agent.
- Validate hook settings before committing
- Investigate hooks that never run
- Check policy hooks that fail to block actions
FlorianBruniaux/claude-code-ultimate-guide☆ 6.2KUpdated Oct 20, 2026
Review Swift async/await code, which runs tasks without blocking while waiting. Check shared state, task structure, cancellation, streams, and migration issues, then receive file-specific findings with before-and-after fixes and a prioritized summary.
- Checking actor isolation and shared-state handling
- Reviewing task structure and cancellation
- Investigating strict concurrency compiler errors
jacklandrin/OnlySwitch☆ 6KUpdated Oct 21, 2026
Review code changes and pull requests for correctness, security, performance, and test quality. The skill helps prioritize issues, write specific and constructive feedback, and create shared review checklists and standards for a development team.
- Reviewing code changes and pull requests
- Writing review comments with clear priorities and fixes
- Creating shared review checklists for a team
Galaxy-Dawn/claude-scholar☆ 5.9KUpdated Oct 19, 2026
Review custom dotnet new templates before publishing. Check required fields, parameter types and defaults, command name conflicts, and constraints, then receive findings grouped by severity with concrete fixes for errors and warnings.
- Checking template.json before publishing
- Investigating templates missing after installation
- Reviewing parameter types and default values
dotnet/skills☆ 5.7KUpdated Oct 21, 2026
Optimize .NET loops with SIMD, which processes multiple values in one operation, or review existing SIMD code. Check behavioral equivalence, memory safety, platform fallbacks, and benchmarks to establish whether the optimization is correct and worthwhile.
- Optimize numeric loops with SIMD
- Review existing vectorized code for correctness
- Test boundary lengths and overlapping buffers
dotnet/skills☆ 5.7KUpdated Oct 21, 2026
Prepare scientific figures for papers, reports, and saved deliverables by checking data fidelity, chart choice, labels, axes, and color consistency. Verify exported figures for overlapping text and readability while keeping fonts, palettes, and framing configurable.
- Preparing scientific figures for a paper or report
- Checking excluded data and summary statistics
- Improving labels, axes, and color consistency
aipoch/open-science☆ 5.3KUpdated Oct 21, 2026
Delegate a focused coding, research, review, or verification task to a separate DevSpace agent. Choose an available worker, provide a self-contained brief, inspect or wait for results, and continue related work with the same agent.
- Requesting an independent correctness or security review
- Investigating a bounded part of a codebase
- Delegating an isolated change with clear acceptance criteria
Waishnav/devspace☆ 5.3KUpdated Oct 12, 2026
Review changes to a multilingual source code parser, focusing on whether relationships between code elements are correct. Check consistency across languages and verify that test examples reproduce the issue and actually validate the fix.
- Checking constructor call and instantiation relationships
- Reviewing name resolution and scope handling
- Checking whether a parser fix applies to other languages
vitali87/code-graph-rag☆ 5.3KUpdated Oct 21, 2026
Review resolved dependency versions and relevant code for security vulnerabilities. Get findings with evidence, impact, and targeted remedies, distinguishing published dependency warnings from exploit paths demonstrated in the project.
- Check dependencies for known vulnerabilities
- Trace untrusted input to sensitive operations
- Locate potential secrets in committed files
ccch1mneyyy/dsh-TUI☆ 5.1KUpdated Oct 21, 2026
Review concrete code changes for defects, compatibility problems, repository-rule violations, and unnecessary code. Produce evidence-based findings and, when explicitly requested, make minimal cleanup changes while checking that existing behavior is preserved.
- Reviewing a pull request or commit range
- Inspecting staged and unstaged changes
- Finding debug residue and duplicate code
ccch1mneyyy/dsh-TUI☆ 5.1KUpdated Oct 21, 2026