AI tool intelligence

Find the right AI products for the work.

Our live catalog contains 2,444 researched AI products. Each record keeps current product positioning, fit, limitations, pricing signals, and official destinations together for a clearer decision.

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2,444AI products in the catalog
DatedAvailability and evidence checks
IndependentFit, limitations, and alternatives

Public AI tool catalog

Search this public selection by the work you need to improve.

Search the complete catalog by product, capability, workflow, category, or tag. Every result opens a profile built from the same live record.

CO
Catalog evaluation

Developer tools

Codex

Codex is OpenAI's software-engineering agent for working across local repositories, cloud tasks, IDE sessions, terminal workflows, and code review. It can inspect code, edit files, run commands and tests, and delegate longer tasks in isolated cloud environments.

Agentic codingCode reviewCloud tasksIDETerminal
Review
CC
Catalog evaluation

Developer tools

Claude Code

Claude Code is Anthropic's coding agent for reading codebases, editing files, running commands, debugging, refactoring, and automating development workflows from a terminal or supported IDE. Team and enterprise controls add centralized settings, permissions, and usage visibility.

Agentic codingCLIIDECode reviewMCP
Review
EL
Catalog evaluation

Voice generators

ElevenLabs

ElevenLabs provides web tools and APIs for generating speech, cloning voices, transcribing audio, dubbing media, creating music and sound effects, and deploying conversational agents. Its creative platform serves content production, while ElevenAgents supports voice and chat automation across customer channels.

Text to speechVoice cloningDubbingSpeech to textVoice agents
Review
LO
Catalog evaluation

App builders

Lovable

Lovable turns natural-language instructions into editable full-stack web applications with frontend, backend, database, authentication, integrations, and deployment. It supports rapid prototyping as well as ongoing product development with real code and managed cloud services.

Vibe codingFull-stack appsNatural languageCloud hostingCode export
Review
4I
Catalog evaluation

Developer tools

4o Image API

4o Image API provides programmatic image generation through a REST API. Developers can submit text prompts or up to five reference images, choose from three aspect ratios, and receive asynchronous task results through status checks or callback notifications.

Image generation APIText-to-imageImage-to-imageREST APIGPT-image-1
Review
AD
Catalog evaluation

Developer tools

Adrenaline

Adrenaline is an AI codebase-understanding platform for developers and engineering teams. It connects to repositories, indexes code, answers questions, and produces living documentation and interactive system diagrams. Individual plans support public GitHub repositories, while team plans add organizational repository capabilities.

Codebase diagramsCode documentationRepository analysisGitHub
Review
AM
Catalog evaluation

Developer tools

AI/ML API

AI/ML API provides developers with a unified API for chat, reasoning, image, video, audio, voice, search, and other AI models. Its OpenAI- and Anthropic-compatible interfaces, playground, and MCP server let teams test models and integrate them into applications under usage-based billing.

APIModel RoutingModel Context ProtocolOpenAI CompatibilityServerless Inference
Review
AI
Catalog evaluation

Developer tools

AI2SQL

AI2SQL turns natural-language requests into dialect-aware SQL using a connected database schema. It also explains, optimizes, fixes, formats, and runs queries, while its MCP gateway gives AI agents governed, read-only access to live database connections.

Text-to-SQLSQL GenerationDatabase ConnectorsQuery OptimizationMCP
Review
AT
Catalog evaluation

Image editing

AILab Tools

AILab Tools is a browser-based collection of image and portrait editing tools backed by more than 50 APIs. It offers background removal, object erasure, retouching, hairstyle and clothing previews, image enhancement, colorization, cartoon effects, and other visual transformations.

Photo EditingPortrait EditingBackground RemovalImage EnhancementImage APIs
Review
AS
Catalog evaluation

Developer tools

Akinciborg Security

sourceai.dev now redirects to Akinciborg Security, a penetration-testing service based in Metz, France. The current business assesses web applications, APIs, frontend and backend systems, and source code, then provides technical reports and remediation guidance for identified vulnerabilities.

Penetration testingAPI securitySecurity auditsCode reviewOWASP Top 10
Review
AL
Catalog evaluation

Developer tools

alwaysAI

alwaysAI is an enterprise computer vision platform for turning camera footage into real-time operational data. Teams can manage datasets, train or bring models, develop applications with edgeIQ APIs, deploy to edge or cloud environments, and review analytics in the platform console.

Object detectionModel trainingEdge deploymentVideo analyticsMLOps
Review
AP
Catalog evaluation

Image generators

Amazing Photos

Amazing Photos is an open-source AI image generation project for training personalized models from uploaded photos and creating custom images with prompts. Its codebase includes cloud integrations for model training and image generation, and can also be run locally by developers.

Personalized modelsCustom image generationFluxOpen source
Review
AN
Catalog evaluation

Developer tools

Anyscale

Anyscale is a managed platform for building and scaling data-intensive AI workloads with Ray. Foundation model teams can run multimodal data curation, distributed training, embedding generation, and post-training workloads across their own GPUs, clouds, and clusters.

RayDistributed trainingData curationEmbedding generationMulti-cloud
Review
AS
Catalog evaluation

Coding assistants

AskCodi

AskCodi provides a desktop AI engineering workflow, multi-model chat, code generation and refactoring tools, plus an OpenAI-compatible API. Its Codi orchestration system can discover projects, assign specialist tasks, run parallel local Git worktrees, and route tasks to supported models.

Code generationCode refactoringMulti-model chatOpenAI-compatible APIGit worktrees
Review
AS
Catalog evaluation

Developer tools

AssemblyAI

AssemblyAI provides APIs for pre-recorded, real-time, and synchronous speech-to-text, plus models that analyze transcript content and power voice agents. Developers can add transcription, speaker identification, summaries, sentiment, safety controls, and other audio intelligence to product workflows.

Speech-to-textReal-time transcriptionVoice agentsSpeaker diarizationCall analytics
Review
AU
Catalog evaluation

Audio editing tools

AudioShake

AudioShake provides APIs and tools for separating music, dialogue, effects, and individual speakers from audio and video. It also offers lyric transcription and alignment, speech recovery, and music compliance workflows for media companies, rights holders, developers, and audio production teams.

Stem separationDialogue isolationLyric transcriptionAudio APICopyright compliance
Review
AU
Catalog evaluation

Audio production tools

AudioStack

AudioStack is an audio production platform for media and advertising teams. Its console and API turn briefs or source content into ads, video audio, and long-form narration, combining script generation, voice, music, sound design, mixing, and mastering for high-volume or embedded workflows.

Audio advertisingText-to-speechAudio APIDynamic creativeAudio mastering
Review
AS
Catalog evaluation

Audio editing tools

Audo Studio

Audo Studio is a browser-based audio-cleaning service that removes background noise and adjusts speech volume in uploaded recordings. It offers a free Starter plan for individual creators, paid usage options, and a developer API for batch or streaming speech noise removal.

Noise removalSpeech enhancementAudio masteringAudio APIPodcasting
Review
AU
Catalog evaluation

Developer tools

AutoRegex

AutoRegex is a browser-based tool for converting plain-English descriptions into regular expressions. It can also switch to explain a regular expression in English, making it useful for drafting patterns or understanding existing ones. Results can be copied directly from the interface.

Regular expressionsNatural language to codeCode generation
Review
BF
Catalog evaluation

Image generators

Black Forest Labs

Black Forest Labs develops the FLUX family of image generation and editing models. Customers can experiment in a browser playground, integrate models through a production API, or run selected open-weight models on their own infrastructure.

Text-to-imageImage editingAPIOpen weightsFLUX
Review
BB
Catalog evaluation

Developer tools

Bot Butcher

Bot Butcher is an API for identifying spam submitted through website contact forms. It uses a fine-tuned large language model to classify messages in the context of a site's domain, returning a JSON response that applications can use to route or reject submissions.

Spam detectionContact formsAPILarge language modelsPrivacy controls
Review
BO
Catalog evaluation

Developer tools

Bottest

Bottest is an open-source, self-hosted platform for testing AI chatbots. Teams record conversations, set response baselines, run test suites, and use evaluations and analytics to check chatbot functionality, performance, consistency, and security.

Chatbot testingQA automationSelf-hostedRegression testingPerformance testing
Review
CH
Catalog evaluation

Web3 tools

ChainGPT

ChainGPT provides a Web3-focused AI Hub with a crypto chatbot, smart contract generation and auditing, NFT creation, trading assistance, news tools, and developer APIs. It is designed for crypto users, developers, and businesses that need blockchain-specific AI capabilities.

Web3Crypto researchSmart contractsSmart contract auditingNFT generation
Review
CH
Catalog evaluation

Developer tools

ChatWP

ChatWP is an AI chatbot for asking questions about WordPress. It is trained on official WordPress.org documentation and can return direct answers in requested formats, including lists, code examples, Spanish, or other styles of response.

WordPressDocumentationQuestion answeringCode examples
Review

How the index works

A catalog built for decisions, not rankings.

Commercial relationships can fund the research. They never change product status, fit, limitations, evidence, or the alternatives we show.

Verify what exists

We check availability, product direction, pricing signals, and when the supporting evidence was last reviewed.

Evaluate operational fit

We assess the work it supports, integration requirements, ownership, risk, and where human judgment remains necessary.

Keep the comparison honest

Commercial relationships are disclosed, while credible limitations and alternatives stay visible.

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