Vibeleaderboard

ToolsCapabilities

What do you need to do?

Start with the problem. We organize the skills, CLIs, harnesses, services, and infrastructure that can solve it.

Direct answers for common jobs. Open one to see the relevant Tools index.

Browse every capability

Search for the outcome you need, not the kind of repository it lives in.

01

Write better software

Review, test, debug, and improve the code an agent produces.

  1. Review React codeFind React-specific correctness, performance, and maintainability problems.
  2. Review any codebaseGive an agent a repeatable, high-signal engineering review process.
  3. Generate and improve testsAdd meaningful coverage, reproduce failures, and keep regressions out.
  4. Review code for securityFind vulnerable patterns and validate remediations before shipping.
  5. Turn an API into a CLIGenerate a usable command-line interface from APIs and documentation.
  6. Debug production failuresGive agents logs, traces, errors, and the context needed to diagnose incidents.
02

Make it look and feel right

Turn functional interfaces into clear, intentional products.

  1. Remove AI-slop aestheticsPush generated interfaces toward a deliberate visual point of view.
  2. Critique an interfaceIdentify hierarchy, usability, layout, and product-design problems.
  3. Make a UI responsiveAdapt layouts and interactions across mobile, tablet, and desktop.
  4. Improve accessibilityAudit and repair keyboard, screen-reader, contrast, and semantic issues.
  5. Improve motion and interactionAdd purposeful transitions, feedback, and tactile interaction details.
  6. Polish before shippingCatch spacing, typography, consistency, resilience, and finishing issues.
03

Work with agents

Choose the interfaces and infrastructure that make agents useful.

  1. Code with an agentWork across a repository from an issue, prompt, or terminal session.
  2. Run an agent harnessOrchestrate tools, context, subagents, retries, and long-running work.
  3. Control a browserLet an agent navigate, inspect, test, and complete workflows on the web.
  4. Research with an agentFind sources, verify claims, synthesize evidence, and preserve citations.
  5. Give an agent memoryPersist project context, decisions, preferences, and reusable knowledge.
  6. Connect tools with MCPExpose data and actions to agents through Model Context Protocol servers.
04

Communicate and create

Speak, write, capture, and publish with less friction.

  1. Dictate instead of typeTurn speech into clean prompts and text with minimal editing.
  2. Capture meetingsRecord, transcribe, summarize, and search conversations.
  3. Make agent writing sound humanRemove repetitive, synthetic language while preserving meaning and voice.
  4. Record a product demoCapture polished walkthroughs, launch videos, and build-in-public updates.
05

Understand the AI landscape

Measure models and choose the infrastructure beneath them.

  1. Find AI benchmarksBrowse the evaluations used to compare models, agents, coding, and cost.
  2. Evaluate an LLM applicationBuild test sets, score outputs, and catch quality regressions.
  3. Observe an LLM applicationTrace calls, inspect failures, and monitor latency, quality, and spend.
  4. Run models locallyUse local inference runtimes and model managers on your own hardware.
  5. Add vector searchStore embeddings and retrieve relevant context for AI applications.
06

Ship and operate

Take a generated product from local code to a dependable service.

  1. Choose a terminalFind modern terminals built for fast, agent-assisted development.
  2. Deploy an applicationPublish previews and production builds without managing servers.
  3. Add a backendCombine databases, storage, APIs, and server-side functions.
  4. Add authenticationImplement accounts, sessions, identity providers, and authorization.
  5. Accept paymentsAdd subscriptions, checkout, billing, and payment infrastructure.
Browse Tools by Capability | VibeLeaderboard