Directory & Resources

AI Ecosystem Directory

A searchable, curated directory of 120+ frontier frameworks, coding agents, model APIs, local runtimes, evaluation suites, and research papers.

AI Ecosystem Reference Directory

AI Coding Assistants & Engineering Agents

28 links

Autonomous coding agents, AI-native IDEs, CLI assistants, and repository context tools.

Agent-first IDE from Google where autonomous agents plan, execute, and verify software tasks with artifacts.

Claude CodeCoding Agent

Anthropic's terminal-based coding agent for navigating, editing, and executing tasks across large codebases.

CursorAI Editor

AI-native code editor designed for codebase chat, multi-file edits, and agentic refactoring.

WindsurfAI Environment

AI-first development environment combining code editing with cascade agentic assistance.

ZedHigh-Perf Editor

High-performance code editor built in Rust with native AI editing and inline agent workflows.

KiroSpec-Driven IDE

Agentic IDE built around formal spec-driven development and autonomous implementation.

ContinueOpen Extension

Open-source IDE assistant bringing tab-autocomplete and custom context to VS Code and JetBrains.

AiderGit-Aware Agent

Command-line pair programmer that edits files directly in your local git repository.

Gemini CLICLI Agent

Open-source command-line agent built around Google's Gemini models for autonomous terminal tasks.

GooseTerminal Agent

Open-source local coding agent by Block that connects to any model via MCP.

SWE-agentBenchmark Agent

Research agent from the SWE-bench team that autonomously resolves real GitHub issues.

OpenCodeTUI Agent

Open-source terminal coding agent with 75+ provider backends, LSP support, and MCP integration.

OpenHandsSandboxed Agent

Autonomous software engineering agent operating inside isolated Docker containers.

ClineVS Code Agent

Autonomous VS Code extension with command execution, file editing, and browser testing.

Open InterpreterTerminal Agent

Local terminal interface for executing code and automating computer tasks with natural language.

GPT EngineerCode Generator

Generates entire software projects from high-level specifications and clarifying questions.

PlandexImplementation

Terminal-based AI coding workflow designed for large multi-file implementation plans.

AmpSourcegraph Agent

Agentic coding tool from Sourcegraph built for editor and terminal engineering workflows.

Jupyter AINotebook AI

AI assistant for JupyterLab enabling conversational coding in Python notebooks.

GitHub CopilotPair Programmer

AI pair programmer integrated into IDEs, terminals, and GitHub pull requests.

Amazon Q DeveloperAWS Assistant

AWS-focused coding assistant for IDEs, terminals, and cloud infrastructure tasks.

CodeRabbitPR Review

AI pull request review assistant for summarizing changes and surfacing bugs.

PR-AgentPR Automation

Open-source automation for PR review, descriptions, code suggestions, and security feedback.

v0 by VercelUI Generation

Generative UI system for creating accessible React and Tailwind components from text prompts.

Bolt.newWeb Dev Agent

Browser-based AI web development agent for building and deploying full-stack web applications.

LovableApp Builder

Conversational app generation platform turning product specifications into production-ready web apps.

GitingestRepo Ingest

Turns any GitHub repository into an LLM-friendly text digest for rapid context ingestion.

RepomixRepo Packager

Packs entire source repositories into structured, token-efficient context files for AI models.

Agent Orchestration & LLM Frameworks

29 links

Multi-agent graph systems, typed Python libraries, agent protocols, and visual app builders.

LangGraphAgentic Graph

Stateful graph framework for building multi-step, multi-agent LLM loops with human approval gates.

AutoGenMulti-Agent

Microsoft's framework for building event-driven multi-agent conversations and collaboration networks.

CrewAIAgent Orchestration

Agent orchestration framework structured around roles, delegable tasks, and sequential processes.

OpenAI Agents SDKOfficial SDK

OpenAI's official Python framework for multi-agent workflows with handoffs, guardrails, and tracing.

Pydantic AITyped Agents

Production-ready typed Python framework for building structured, validated LLM applications.

smolagentsMinimal Agent

Minimalist Hugging Face library for lightweight agents that write and execute Python code.

Semantic KernelEnterprise SDK

Microsoft's SDK for integrating LLMs, plugins, and multi-agent workflows into enterprise apps.

MetaGPTSoftware Factory

Multi-agent framework that converts user requirements into PRDs, designs, and code files.

MastraTypeScript Framework

TypeScript framework for building agents, multi-step workflows, persistent memory, and tools.

Hermes AgentSelf-Improving

Self-improving personal agent platform by Nous Research with memory loops, 20+ platforms, and custom skills.

Open standard for connecting AI models to local tools, databases, and enterprise services.

Browser UseBrowser Agent

Open-source library enabling LLM agents to control real browser sessions for web automation.

Steel BrowserBrowser Infrastructure

Browser automation infrastructure built for AI agents with session management and proxy support.

E2B SandboxesCode Sandbox

Secure cloud environments for running AI-generated code, shell scripts, and browser tools.

mem0Agent Memory

Universal memory layer enabling agents to retain personalized user state across sessions.

Letta (MemGPT)Stateful Agents

Platform for stateful agents with long-term memory management based on MemGPT research.

LangChainFramework

Comprehensive ecosystem for LLM chains, agent tools, document loading, and production integrations.

LlamaIndexData Framework

Data framework for indexing, retrieving, and connecting LLMs to private enterprise data.

HaystackRAG Framework

Modular open-source framework for building production search and question-answering pipelines.

DSPyPrompt Compiler

Declarative framework for programming LLM pipelines and automatically compiling optimal prompts.

LiteLLMAPI Bridge

Unified SDK and proxy server to call 100+ LLM APIs using the standard OpenAI client format.

InstructorStructured Data

Python library for extracting structured Pydantic outputs from LLM responses with validation.

OutlinesConstrained Gen

Guided generation library constraining model sampling to exact JSON schemas, regex, and grammars.

DifyVisual Platform

Open-source visual platform for building, testing, and operating LLM applications and workflows.

FlowiseDrag & Drop

Open-source drag-and-drop builder for constructing LLM chains, agents, and RAG pipelines.

LangflowVisual Builder

Visual environment for rapid prototyping of multi-agent and RAG applications.

DoclingDoc Parsing

Document conversion and ingestion toolkit for parsing PDFs, DOCX, and slides into LLM-ready markdown.

FirecrawlWeb Crawler

API that turns entire websites into clean, LLM-ready markdown or structured JSON datasets.

Crawl4AIPython Crawler

Open-source asynchronous web crawler tailored specifically for LLM data pipelines.

Local LLMs, RAG & Vector Databases

19 links

Local GGUF runtimes, GPU serving engines, local desktop apps, and vector similarity search.

OllamaLocal Runner

Simple local CLI and background daemon for running open-weight LLMs like Llama 3, Mistral, and DeepSeek.

LM StudioDesktop App

Cross-platform desktop application for discovering, downloading, and chatting with local GGUF models.

Open WebUILocal Web UI

Feature-rich, self-hosted chat interface for local Ollama runtimes and OpenAI-compatible endpoints.

JanDesktop AI

Open-source offline-first desktop AI app that runs models locally on hardware or connects to remote APIs.

MstyDesktop App

Desktop interface for managing, comparing, and running local and cloud language models.

LLM CLICLI Tool

Simon Willison's CLI utility and Python library for prompting local and remote models from the terminal.

llama.cppC/C++ Engine

High-performance C/C++ inference engine for local quantization and open-weights execution.

vLLMHigh-Throughput

Fast, easy-to-use LLM serving engine built around PagedAttention for maximum GPU throughput.

SGLangServing Engine

Fast serving framework for execution of LLMs and vision-language models.

llamafileSingle Binary

Mozilla project packaging a model and llama.cpp runtime into a single cross-platform executable.

LocalAISelf-Hosted API

Self-hosted OpenAI-compatible REST API backend for running models on consumer hardware.

MLX FrameworkApple Silicon

Apple's array framework for efficient machine learning and LLM inference on Apple silicon.

whisper.cppLocal Speech

High-performance C/C++ port of OpenAI's Whisper for on-device speech recognition.

FAISSSimilarity Search

Meta's C++/Python library for efficient similarity search and dense vector clustering.

pgvectorPostgres Vector

Open-source vector similarity search extension for PostgreSQL.

QdrantVector Engine

High-performance open-source vector database and search engine written in Rust.

WeaviateHybrid Search

Open-source vector database supporting hybrid search and modular ML model integrations.

ChromaDev DB

Developer-friendly open-source embedding database for building Python and JS LLM apps.

LanceDBMultimodal DB

Embedded vector database for multimodal AI built on the Lance columnar storage format.

Model Providers & API Gateways

11 links

Frontier API consoles, open-weights releases, model hubs, and high-speed LPU inference providers.

APIs for GPT-4o, o1/o3 reasoning models, DALL-E, Whisper, and real-time audio.

Anthropic ConsoleFrontier API

API console for Claude 3.5 Sonnet, Haiku, and Opus models.

Web console and API suite for Gemini 1.5 Pro, Flash, and multimodal models.

Google GemmaOpen Weights

Google's open-weight model family built from Gemini research.

DeepSeek AIOpen Weights

Frontier open-weights reasoning models (DeepSeek-V3, DeepSeek-R1) with sparse MoE architecture.

Meta LlamaOpen Weights

Meta's open-weight foundation model series available for self-hosting and fine-tuning.

Mistral AIHosted Models

Efficient open-weights and enterprise models including Mistral Large, Codestral, and Pixtral.

OpenRouterUnified API

Unified gateway providing pay-per-token API access to over 200 open and proprietary LLMs.

Groq CloudLPU Speed

Ultra-fast cloud LLM inference engine powered by specialized Language Processing Units (LPUs).

Alibaba QwenOpen Models

Alibaba's open-weight multilingual model family with strong coding and math benchmarks.

Hugging FaceModel Hub

The open platform for sharing machine learning models, datasets, spaces, and tooling.

Evals, Observability, Books & Papers

24 links

Tracing platforms, LLM-as-judge test runners, production textbooks, and research papers.

LangfuseObservability

Open-source LLM engineering suite for tracing, prompt management, metrics, and automated evals.

LangSmithLangChain Ops

Platform for debugging, testing, evaluating, and monitoring LLM applications.

promptfooCLI Evals

CLI tool and library for evaluating LLM output quality, red-teaming, and regression testing.

DeepEvalPytest Evals

Open-source LLM evaluation framework for writing unit tests on RAG and agent outputs.

RagasRAG Quality

Evaluation framework specifically designed for measuring retrieval and generation accuracy in RAG.

Arize PhoenixOpen Tracing

Open-source AI observability platform for tracing, evaluations, and vector embedding analysis.

OpenLITOTel Native

OpenTelemetry-native auto-instrumentation and tracing library for generative AI applications.

HeliconeLLM Gateway

Observability, logging, caching, and rate-limiting proxy layer for LLM applications.

OpikComet Platform

Open-source tracing, evaluation, and monitoring platform for LLM production systems.

SWE-benchBenchmark

Standard evaluation benchmark testing language agents on resolving real-world GitHub issues.

Terminal-BenchTerminal Eval

Benchmark evaluating terminal-based AI agents across real shell tasks.

Artificial AnalysisModel Compare

Independent benchmarks measuring LLM quality, latency, throughput, and pricing.

LMArenaLeaderboard

Crowdsourced open LLM evaluation leaderboard based on human side-by-side preference votes.

The landmark 2017 Google paper introducing the Transformer architecture.

The foundational research paper defining interleaved reasoning and tool execution in LLM agents.

Research paper detailing reinforcement learning incentives for reasoning models.

Kaplan et al. paper showing how language model performance scales with compute and parameters.

Parameter-efficient fine-tuning paper that became the default for adapting LLMs.

Chip Huyen's comprehensive guide to designing, building, and scaling production AI systems.

Book covering data pipelines, production ML infrastructure, model monitoring, and iterative feedback.

Sebastian Raschka's Manning book building transformer LLMs layer-by-layer in PyTorch.

Manning book detailing agent loops, tool integration, planning, and multi-agent systems.

Andrej Karpathy's legendary video series building micrograd, GPT, and tokenizers from scratch.

Latent SpaceNewsletter

Leading podcast and essay series focused on the practical AI engineering stack.