Publication status

This page is generated from the seed database and is marked Needs verification. It is useful for local discovery, but final public ranking and indexing should wait for manual source review.

Start here

Move from problem framing to a shortlist by checking required skills first, then tools, repositories, MCP resources, and caveats.

Skills

15 mapped skills

Tools

10 candidate tools

Repos

0 GitHub records

Required and useful skills

AI Risk Controls

Governance

Managing hallucination, unsafe automation, prompt injection, and human review gates.

Skill linked from curated resource requirements.

SkillNeeds verificationGovernanceRecommended

API Literacy

Engineering

Understanding authentication, rate limits, request shapes, errors, and source attribution.

Skill linked from curated resource requirements.

SkillNeeds verificationEngineeringRequired

Code Review

Quality

Checking correctness, maintainability, edge cases, and security before merging changes.

Skill linked from curated resource requirements.

SkillNeeds verificationQualityRecommended

Command Line

Engineering

Using terminal commands, package managers, environment variables, and logs.

Skill linked from curated resource requirements.

SkillNeeds verificationEngineeringRequired

Data Privacy

Governance

Handling private code, prompts, logs, documents, and user data safely.

Skill linked from curated resource requirements.

SkillNeeds verificationGovernanceRequired

Modeling entities, relationships, indexes, migrations, and query access patterns.

Skill linked from curated resource requirements.

SkillNeeds verificationDataRecommended

Shipping static sites, APIs, and background jobs with clear environment boundaries.

Skill linked from curated resource requirements.

SkillNeeds verificationOpsRecommended

Building usable interfaces with component systems, routing, and responsive layouts.

Skill linked from curated resource requirements.

SkillNeeds verificationWebRecommended

Git And GitHub

Engineering

Version control, branches, pull requests, issues, and repository hygiene.

Skill linked from curated resource requirements.

SkillNeeds verificationEngineeringRequired

IDE Workflow

Engineering

Working efficiently with editors, extensions, terminals, diffs, and code navigation.

Skill linked from curated resource requirements.

SkillNeeds verificationEngineeringRecommended

Diagnosing poor AI outputs by adjusting instructions, context, examples, and constraints.

Skill linked from curated resource requirements.

SkillNeeds verificationAIRecommended

Turning product intent into clear implementation constraints and acceptance checks.

Skill linked from curated resource requirements.

SkillNeeds verificationProductRecommended

Recommended tools

Aider

AI Coding Assistants

Command-line AI pair programmer that edits files in a local Git repository.

Curated tool relationship for future one-stop directory pages.

ToolNeeds verificationOpen sourceSelf-hostedGitHub linked

Bolt.new

AI App Builders

Browser-based AI app builder for creating and editing web applications from prompts.

Curated tool relationship for future one-stop directory pages.

ToolNeeds verificationFreemium

Cursor

AI Coding Assistants

AI-first code editor for writing, editing, and navigating software projects.

Curated tool relationship for future one-stop directory pages.

ToolNeeds verificationFreemium

Flowise

RAG App Platforms

Low-code visual builder for LLM apps, agent flows, and RAG workflows.

Curated tool relationship for future one-stop directory pages.

ToolNeeds verificationOpen sourceSelf-hostedFreemiumGitHub linked

Lovable

AI App Builders

Prompt-driven web app builder for turning product ideas into working applications.

Curated tool relationship for future one-stop directory pages.

ToolNeeds verificationFreemium

Replit

AI App Builders

Cloud development platform with AI-assisted coding and app deployment workflows.

Curated tool relationship for future one-stop directory pages.

ToolNeeds verificationFreemium

Windsurf

AI Coding Assistants

AI coding environment focused on assisted software development workflows.

Curated tool relationship for future one-stop directory pages.

ToolNeeds verificationFreemium

Base44

AI App Builders

AI app builder for creating business and internal tools from prompts.

Curated tool relationship for future one-stop directory pages.

ToolNeeds verificationFreemium

Devin

AI Coding Agents

Commercial AI software engineering agent for coding and development tasks.

Curated tool relationship for future one-stop directory pages.

ToolNeeds verificationPaid

Uizard

Design To Code AI Tools

AI-assisted UI design and prototyping tool for product screens and mockups.

Curated tool relationship for future one-stop directory pages.

ToolNeeds verificationFreemium

Repository candidates

No repository relationships are present for this use case yet.

Caveats and failure modes

Records are useful for discovery but still need source, license, pricing, and summary review before public ranking.