The AI tooling landscape, mapped.

Observability & evals

An open-source platform for tracing, evaluating, and monitoring LLM and agent applications.

Agent frameworks

A low-level framework for building stateful, multi-step agents as explicit graphs of nodes and edges.

Gateways & routers

An open-source proxy that gives 100+ model providers one OpenAI-compatible API.

Open-weight models

Meta's family of open-weight models — the most widely deployed base for self-hosted AI.

RAG & knowledge

A data framework for connecting language models to your own documents and structured data.

MCP & connectors

An open standard for connecting AI models to tools and data through a common protocol.

Workflow & automation

A fair-code workflow automation tool with 400+ integrations and AI nodes, self-hostable end to end.

Model serving

The simplest way to download and run open-weight models locally, with one command.

Chat & assistant UIs

A self-hosted, feature-rich chat interface for local and remote models — the most common front door for a private assistant.

LLM providers

The most widely adopted frontier-model provider — the usual default for a new AI project.

Vector databases

A PostgreSQL extension that adds vector similarity search to a database you already run.

Browser automation

Microsoft's modern browser automation library — the reliable base for driving a real browser.

Document extraction

A toolkit and API for turning PDFs, office files, and emails into clean, chunked text for AI.

Hosting & infrastructure

A developer platform for deploying web apps and AI front-ends with minimal configuration.

Voice & transcription

OpenAI's open-source speech-to-text model — the default starting point for transcription.

Workflow & automation

An open-source, no-code automation tool positioned as a self-hostable Zapier alternative.

Agent frameworks

A fast, lightweight Python framework for building multi-agent systems with memory and tools.

LLM providers

AWS's managed service for calling many foundation models behind one API.

Hosting & infrastructure

The broadest cloud platform — compute, storage, GPUs, and managed AI services at any scale.

LLM providers

The maker of Claude, frontier models known for strong reasoning, long context, and tool use.

Chat & assistant UIs

An all-in-one desktop or self-hosted app that turns a folder of documents into a chat assistant with workspaces.

Workflow & automation

The long-standing open-source platform for authoring, scheduling, and monitoring data pipelines as code.

MCP & connectors

A platform for giving agents authenticated tool access, handling OAuth and per-user permissions.

Voice & transcription

A commercial speech-to-text API pairing transcription with audio-intelligence models.

Agent frameworks

Microsoft's framework for multi-agent systems built around asynchronous, conversational message passing.

LLM providers

Microsoft's platform for accessing OpenAI and other models within the Azure cloud.

Model serving

A platform for deploying and serving custom and open models on autoscaling infrastructure.

Gateways & routers

A fast, open-source LLM gateway written in Go, with one API across providers.

Chat & assistant UIs

A feature-rich open-source AI suite with personas, multi-model chat, and side-by-side response comparison.

Observability & evals

A commercial platform for evaluating, logging, and iterating on AI products.

Browser automation

An open-source library that lets an AI agent control a browser from natural-language goals.

Browser automation

A hosted, scalable headless-browser platform purpose-built for AI agents that browse the web.

Browser automation

A self-hostable service for running headless browsers behind a managed API.

Voice & transcription

A commercial provider of very low-latency, realistic text-to-speech for real-time voice apps.

Chat & assistant UIs

A cross-platform desktop client for chatting with many model providers and local models from one app.

Vector databases

An open-source embedding database designed to be the simplest way to start with RAG.

Agent frameworks

Anthropic's SDK for building agents on Claude, with tools, subagents, and managed context.

Gateways & routers

Cloudflare's proxy for model traffic, adding caching, rate limiting, and analytics at the edge.

Hosting & infrastructure

A serverless platform that runs code at the edge, with AI, storage, and database primitives.

RAG & knowledge

An open-source, modular RAG framework from TrueFoundry for taking pipelines to production.

LLM providers

An enterprise-focused AI provider with strong models for retrieval, ranking, and generation.

Open-weight models

Cohere's open-weight models tuned for retrieval-augmented generation and tool use.

MCP & connectors

A platform that gives agents authenticated access to hundreds of apps through managed tools.

Hosting & infrastructure

An open-source, self-hostable platform for deploying apps — a Heroku and Netlify alternative.

Agent frameworks

A framework for orchestrating role-based agents that collaborate on a task as a crew.

Observability & evals

An open-source "Pytest for LLMs" — a unit-testing framework for model outputs.

Voice & transcription

A commercial speech API built for fast, accurate transcription at scale, including real-time.

Open-weight models

A family of open-weight models known for strong reasoning and coding at a low cost to run.

Workflow & automation

An open-source platform for building LLM apps and agentic workflows on a visual canvas.

Document extraction

IBM's open-source library for parsing documents into a structured, AI-ready representation.

Agent frameworks

A framework for programming language models with optimizable modules instead of hand-written prompts.

Vector databases

The widely deployed search engine, now with dense vector and hybrid search built in.

Voice & transcription

A leading text-to-speech and voice platform known for highly natural, expressive synthetic speech.

Voice & transcription

A fast reimplementation of Whisper on CTranslate2, with much lower latency and memory use.

MCP & connectors

The most-used framework for building MCP servers in Python, with a fast, decorator-based API.

Model serving

A hosted inference platform focused on fast, low-cost serving of open models.

Hosting & infrastructure

A platform for running containers close to users, with easy global and GPU deployment.

Open-weight models

Google's family of small, capable open-weight models built from Gemini research.

Hosting & infrastructure

Google Cloud — compute, data, and AI infrastructure, including Vertex AI and Gemini.

LLM providers

Google's Gemini models, offering very long context and strong native multimodal support.

Model serving

A hosted inference service running open models on custom hardware for very low latency.

RAG & knowledge

deepset's open-source framework for composable, production-grade search and RAG pipelines.

Observability & evals

An open-source observability platform that logs and analyzes LLM calls through a proxy.

Chat & assistant UIs

A minimal, self-hostable web UI for Ollama and OpenAI-compatible endpoints, with no database to run.

Workflow & automation

A durable workflow engine for developers, with event-driven steps, retries, and flow control as code.

Chat & assistant UIs

An open-source, offline-first desktop app for running AI models locally — a private ChatGPT alternative.

MCP & connectors

An open-source project for hosted, production-ready MCP servers with built-in authentication.

Voice & transcription

A small, open-weight text-to-speech model that produces natural voices on modest hardware.

Vector databases

An open-source, embedded vector database built on the Lance columnar format.

Observability & evals

LangChain's platform for tracing, testing, and evaluating LLM and agent applications.

Chat & assistant UIs

An open-source ChatGPT-style interface that unifies many model providers behind one familiar, extensible UI.

Model serving

An open-source C/C++ runtime for running LLMs efficiently on CPUs and consumer GPUs.

Document extraction

A hosted parsing service tuned for extracting clean structure from complex, messy PDFs.

RAG & knowledge

An open-source framework for enterprise RAG pipelines tuned around small, specialized models.

Model serving

A desktop app for discovering, downloading, and running local models with a graphical UI.

Chat & assistant UIs

A polished open-source chat UI with a plugin system, custom agents, and broad multi-model support.

Model serving

An open-source, OpenAI-compatible API you can run locally over many model backends.

Observability & evals

An open-source observability and prompt-management platform for LLM applications.

Workflow & automation

A visual automation platform for connecting apps into multi-step scenarios, with a more flexible canvas than Zapier.

Document extraction

An open-source tool that converts PDFs, ePub, and more into clean Markdown quickly and accurately.

Agent frameworks

A TypeScript framework for agents, workflows, and RAG, from the team behind Gatsby.

MCP & connectors

An open-source client library for connecting any LLM to MCP servers in a few lines of code.

Hosting & infrastructure

Microsoft's cloud platform, with deep integration for OpenAI models and enterprise workloads.

Vector databases

An open-source vector database built for billion-scale similarity search.

Document extraction

An open-source tool that extracts structured content from PDFs, preserving layout, tables, and formulas.

Open-weight models

Mistral's family of open-weight models, from small efficient ones to mixture-of-experts.

LLM providers

A European AI lab offering frontier and efficient models through a developer API.

Model serving

A serverless platform for running Python — including model inference — on cloud GPUs.

Chat & assistant UIs

A desktop app for local and remote models, focused on a frictionless one-click setup.

Open-weight models

Allen AI's truly open language models, released with full data, code, and training logs.

Agent frameworks

OpenAI's lightweight framework for building agents with handoffs, guardrails, and built-in tracing.

Observability & evals

An open-source set of OpenTelemetry extensions for standardized LLM observability.

Gateways & routers

A hosted marketplace and router that exposes hundreds of models behind one API and one bill.

Observability & evals

Comet's open-source platform for tracing, evaluating, and monitoring LLM applications.

Document extraction

A widely used open-source OCR toolkit supporting many languages and document layouts.

Open-weight models

Microsoft's Phi family of small models trained for strong reasoning at low cost.

Observability & evals

Arize's open-source tool for tracing, evaluating, and debugging LLM and agent apps.

Vector databases

A fully managed vector database that removes all operational work from similarity search.

MCP & connectors

A connector platform with thousands of integrations, now exposing tools to agents over MCP.

Voice & transcription

A fast, local open-source text-to-speech system designed to run well on small devices.

Browser automation

An MCP server that exposes Playwright browser control to any MCP-aware model or agent.

Gateways & routers

An AI gateway pairing fast model routing with built-in observability, caching, and guardrails.

Workflow & automation

A Python-native orchestration tool for building, running, and observing data and AI workflows.

RAG & knowledge

An open-source project for asking questions of your documents fully offline and private.

Observability & evals

An open-source tool for testing, evaluating, and red-teaming prompts and models.

Browser automation

A mature open-source library for driving headless Chrome and Firefox from Node.js.

Agent frameworks

A type-safe Python agent framework from the Pydantic team, built around validated structured outputs.

Vector databases

A fast open-source vector database with rich filtering, built for production retrieval.

RAG & knowledge

An open-source RAG framework and "second brain" for chatting with your files and data.

Open-weight models

Alibaba's open-weight model family, spanning many sizes with strong multilingual coverage.

RAG & knowledge

An open-source "RAG to riches" engine with ingestion, retrieval, and agentic search built in.

Observability & evals

An open-source framework for evaluating RAG pipelines on faithfulness and relevance.

RAG & knowledge

An open-source RAG engine built on deep document understanding, designed to run as a complete app.

Hosting & infrastructure

A developer platform for deploying apps, databases, and services with minimal configuration.

Vector databases

Vector search inside Redis — similarity search alongside the cache you already run.

Document extraction

A commercial document-ingestion API focused on high-accuracy parsing of complex, regulated documents.

Hosting & infrastructure

A managed cloud for deploying web services, static sites, background workers, and databases.

Model serving

A platform for running and fine-tuning open models behind a simple hosted API.

Gateways & routers

A routing layer that unifies many models with spend controls and automatic failover.

Browser automation

The long-established open-source standard for cross-browser automation and testing.

Agent frameworks

Microsoft's SDK for composing AI skills, plugins, and agents into enterprise applications.

Model serving

A fast open-source serving runtime with structured generation and high throughput.

MCP & connectors

A registry and hosting platform for discovering and deploying MCP servers.

Agent frameworks

Hugging Face's minimal agent library where agents act by writing and running Python code.

Open-weight models

Hugging Face's fully open small-model family, released with open data and training recipes.

Browser automation

An open-source framework that adds natural-language actions on top of Playwright.

Browser automation

An open-source browser API purpose-built for AI agents that need to use the web.

Hosting & infrastructure

An open-source backend platform built on Postgres — database, auth, and storage in one.

Document extraction

An open-source OCR and layout-analysis toolkit covering text, tables, and reading order in many languages.

Workflow & automation

A durable execution engine that makes long-running, failure-prone workflows reliable by default.

Model serving

Hugging Face's production server for high-performance LLM serving.

Model serving

A cloud for running and fine-tuning open models with fast, hosted inference.

Workflow & automation

An open-source framework for long-running background jobs written as plain TypeScript code.

Vector databases

A serverless vector and full-text search engine built on object storage for low cost.

RAG & knowledge

An all-in-one open-source embeddings database for semantic search, RAG, and LLM workflows.

Chat & assistant UIs

A commercial front-end that puts your own provider API keys behind one polished chat UI.

Voice & transcription

A platform for building, testing, and deploying real-time voice agents over the phone.

RAG & knowledge

Weaviate's open-source RAG application — a ready-to-run chatbot for your own documents.

Gateways & routers

Vercel's gateway for routing to many model providers through one endpoint and one bill.

Vector databases

An open-source engine for large-scale search, recommendation, and vector workloads.

Model serving

A high-throughput inference engine for serving open models efficiently in production.

Vector databases

An open-source vector database with hybrid search and built-in vectorization modules.

Voice & transcription

An open-source extension of Whisper adding accurate word-level timestamps and speaker diarization.

Workflow & automation

An open-source platform that turns scripts into workflows, internal UIs, and scheduled jobs.

LLM providers

xAI's Grok family of frontier models, available through a developer API.

Workflow & automation

The most widely used hosted automation platform, connecting thousands of apps with no code.