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Development skills

Coding standards, frameworks, refactoring, and code review (15.8K skills)

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web-design-guidelines

FreeSummaryAI rating 90

Review web interface code against the latest Web Interface Guidelines to identify issues in design, usability, and accessibility. Specify files or a file pattern, and receive concise findings with file names and line numbers.

  • Review the code behind a web interface
  • Check accessibility against the guidelines
  • Request a design or usability review
bytedance/deer-flow84.3KUpdated Oct 21, 2026

skill-creator

FreeSummaryAI rating 80

Turn a repeatable workflow into a skill, or improve an existing one through test prompts and feedback. Compare results with and without the skill, review performance measurements, and refine its description so it triggers appropriately.

  • Turn a recurring workflow into a reusable skill
  • Improve an existing skill using feedback
  • Compare outputs with and without a skill
bytedance/deer-flow84.3KUpdated Oct 21, 2026

engineer-system-change

FreeSummaryAI rating 100

Evaluate substantial software changes against the actual problem, current system, and concrete users or components that need them. Choose a sufficient scope, assess consequences, and, when implementation is requested, make the change and verify its behavior.

  • Assessing whether a feature proposal is needed
  • Reducing the scope of a refactor or migration
  • Checking who needs a proposed API or data field
bytedance/deer-flow84.3KUpdated Oct 21, 2026

deerflow-maintainer-orchestrator

FreeSummaryAI rating 90

Help DeerFlow maintainers investigate GitHub issues and review pull requests, or proposed code changes. It prepares or posts evidence-based comments with fix strategies, risks, and validation guidance, and compares competing proposals for the same issue.

  • Draft issue replies with fixes and validation steps
  • Post evidence-based pull request review findings
  • Review batches of issues and pull requests
bytedance/deer-flow84.3KUpdated Oct 21, 2026

design-patterns

FreeSummaryAI rating 100

Choose Rust design patterns for RTK modules that process command output. Use concrete examples to structure configuration, prevent type mixups, manage parser states, and select abstractions suited to the task without adding unnecessary architectural complexity.

  • Planning the structure of a new command output filter
  • Preventing mixups between values with the same underlying type
  • Organizing configuration with many optional fields
rtk-ai/rtk84.2KUpdated Oct 21, 2026

pr-triage

FreeSummaryAI rating 90

Sort open GitHub pull requests by change size, automated check results, conflicts, and inactivity. Review selected changes in detail, draft constructive feedback, and post comments after the user approves them.

  • Prioritizing a backlog of open pull requests
  • Finding overlapping changes and failing checks
  • Reviewing selected pull requests in detail
rtk-ai/rtk84.2KUpdated Oct 21, 2026

issue-triage

FreeSummaryAI rating 90

Organize open GitHub issues by category, risk, linked pull requests, duplicate candidates, and inactivity. Optionally analyze selected issues in depth, draft responses, and apply approved comments, labels, or closures to keep the backlog actionable.

  • Sorting a growing backlog of open issues
  • Checking whether suspected duplicate issues are truly duplicates
  • Prioritizing security risks and breaking changes
rtk-ai/rtk84.2KUpdated Oct 21, 2026

rtk-triage

FreeSummaryAI rating 90

Review GitHub issues and pull requests together to find duplicate work, security findings without fixes, and critical bugs without linked changes. Produce action tables and a dated report to support backlog reviews and sprint planning.

  • Reviewing issues and pull requests before a sprint
  • Finding pull requests that duplicate the same work
  • Identifying security findings without proposed fixes
rtk-ai/rtk84.2KUpdated Oct 21, 2026

code-simplifier

FreeSummaryAI rating 90

Simplify Rust code in RTK by replacing verbose loops, unnecessary copies, and excessive abstractions with common Rust patterns. Preserve behavior and project requirements, including error context, fallback handling, exit codes, and existing test modules.

  • Simplifying verbose loops and string construction
  • Removing unnecessary string copies
  • Reducing nested conditional and error handling code
rtk-ai/rtk84.2KUpdated Oct 21, 2026

vite

FreeSummaryAI rating 90

Set up and refine web projects with Vite, a tool for running development servers and building production files. It covers framework integration, environment settings, live code updates, testing configuration, and splitting code to improve loading.

  • Setting up React, Vue, or Svelte projects
  • Configuring environment variables and API proxies
  • Splitting production code into smaller files
debpalash/VoiceStudio80.6KUpdated Oct 21, 2026

fastapi-python

FreeSummaryAI rating 80

Build Python APIs with FastAPI using clear routes, validated inputs, and consistent error handling. It guides asynchronous database and API calls, reusable dependencies, caching, and code organization to support readable implementations and responsive services.

  • Designing API routes and input validation
  • Reviewing asynchronous database and API calls
  • Organizing error handling and logging
debpalash/VoiceStudio80.6KUpdated Oct 21, 2026

voicestudio-maintainer

FreeSummaryAI rating 100

Maintain VoiceStudio by investigating reported bugs, reviewing contributed changes, diagnosing automated check failures, and preparing requested releases. It guides focused fixes, testing, and packaging verification for the Electron app and Python backend.

  • Investigating reported VoiceStudio bugs
  • Reviewing contributor pull requests
  • Diagnosing automated check failures
debpalash/VoiceStudio80.6KUpdated Oct 21, 2026

omni-cli-tools

FreeSummary

Manage command-line tools connected to OmniRoute through its API. Inspect tool status, read or change settings, manage Codex profiles and backups, and invoke tool plugins for automation tasks.

  • Reviewing settings across connected tools
  • Managing Codex profiles
  • Checking tool status and logs
cheaper-inference/OmniRoute79.5KUpdated Oct 22, 2026

Backup and restore OmniRoute data from the CLI. Trigger incremental snapshots, sync to cloud storage, manage backup schedules, and restore from archive files.

The English summary is being prepared. Showing the original description.

cheaper-inference/OmniRoute79.5KUpdated Oct 22, 2026

omni-mcp

FreeSummary

Connect AI agents to OmniRoute through MCP, a protocol for accessing tools. Use tools for request routing, memory, cache, providers, and audits, with three connection methods and permission scopes that control which operations are available.

  • Connect Claude Desktop or an editor to OmniRoute
  • Inspect and explain request routing
  • Add and search stored memories
cheaper-inference/OmniRoute79.5KUpdated Oct 22, 2026

Create, list, rotate, and revoke OmniRoute API keys from the CLI. Manage OAuth flows for provider authentication and inspect key scopes and expiration.

The English summary is being prepared. Showing the original description.

cheaper-inference/OmniRoute79.5KUpdated Oct 22, 2026

omni-webhooks

FreeSummaryAI rating 80

Register and manage webhook endpoints, which receive event notifications from OmniRoute. Choose events such as completed requests or exceeded quotas, test delivery, inspect delivery history, and manage retries when notifications need another attempt.

  • Set up notifications for completed or failed requests
  • Configure quota exceeded notifications
  • Validate and test notification destinations
cheaper-inference/OmniRoute79.5KUpdated Oct 22, 2026

cli-setup

FreeSummary

Set up OmniRoute and manage its command-line configuration. Inspect and validate tool settings, manage environment variables, check for updates, and control automatic startup using commands that support both interactive and unattended setup.

  • Setting up a provider and default model
  • Inspecting and validating CLI tool settings
  • Checking or changing environment variables
cheaper-inference/OmniRoute79.5KUpdated Oct 22, 2026

green-prs

FreeSummary

Prepare selected pull requests for maintainer review by comparing failures with their current base, fixing authorized defects, and preserving contributor credit. Report complete or partial validation with evidence and outstanding checks before any separately authorized merge.

  • Preparing selected pull requests before merging
  • Distinguishing base failures from PR defects
  • Fixing authorized defects while preserving contributor credit
cheaper-inference/OmniRoute79.5KUpdated Oct 22, 2026

config-codex-cli

FreeSummary

Configure Codex CLI to connect through OmniRoute on Linux, macOS, or Windows. The workflow detects the operating system and shell, creates configuration files and seven profiles, sets environment variables, and verifies the setup.

  • Connect Codex CLI to OmniRoute
  • Set up Codex across different operating systems
  • Create seven named configuration profiles
cheaper-inference/OmniRoute79.5KUpdated Oct 22, 2026

Create, list, rotate, and revoke OmniRoute API keys. Control per-key scopes, spending limits, and expiration. Keys gate access to all proxy and management endpoints.

The English summary is being prepared. Showing the original description.

cheaper-inference/OmniRoute79.5KUpdated Oct 22, 2026

merge-prs

FreeSummary

Carry out reviewed pull request plans, apply approved fixes, and preserve contributor credit. Validate the exact changes being merged, merge only explicitly authorized groups, and keep items on hold when required checks fail or remain unknown.

  • Apply approved fixes to reviewed pull requests
  • Merge an owner-selected group after required checks pass
  • Preserve contributor credit during repairs
cheaper-inference/OmniRoute79.5KUpdated Oct 22, 2026

merge-batch

FreeSummary

Prepare a selected batch of pull requests, or proposed code changes, by reviewing overlaps, diagnosing conflicts, and preserving contributor credit. Check the exact version and required authorization before each merge, then report completed work and remaining holds.

  • Prepare a selected batch of pull requests
  • Investigate conflicts between proposed changes
  • Check validation and authorization before merging
cheaper-inference/OmniRoute79.5KUpdated Oct 22, 2026

ponytail

FreeSummary

Keep coding changes small by questioning unnecessary work and reusing existing code, standard libraries, and native platform features. Apply this approach to implementation, bug fixes, reviews, and dependency choices while preserving validation, security, and accessibility.

  • Reduce unnecessary code and dependencies
  • Fix shared root causes of bugs
  • Review code for excessive abstraction
cheaper-inference/OmniRoute79.5KUpdated Oct 22, 2026