Ext Ops Panel
Abrir o painel

autoresearch

Set up autonomous goal-driven optimization — creates a GOAL.md fitness function and runs an improvement loop

Pacote de plugins · de James S Tayler

Resumo

autoresearch é um pacote de plugins para ferramentas de programação com IA publicado por James S Tayler. Marketplaces que lemos e que o listam: 1 (Community GitHub marketplaces). Vimos pela primeira vez em 2026-10-22 e não registramos mudanças desde então. Conforme nossa passagem pelos marketplaces em 2026-10-24.

O que pede

  • Instala-se como pacote de plugins

Nenhum dos marketplaces que lemos publica as ferramentas ou as configurações que ele pede.

O que declara, pede e executa, por completo

Instale apenas plugins de desenvolvedores em quem você confia. Mostramos o que os marketplaces publicam e não testamos plugins.

Funciona com

  • Claude Code

Pelos marketplaces que o listam e pelo transporte MCP que declara, conforme cada cliente documenta. Não testamos plugins.

Conectar

Comandos e configurações gerados apenas a partir do que os marketplaces declaram. Não os executamos por você e não testamos plugins.

Como plugin do Claude Code

Gerado a partir do que Community GitHub marketplaces declara.

Claude CodeDentro de uma sessão do Claude Code
/plugin marketplace add james-s-tayler/lazy-developer
/plugin install autoresearch@james-s-tayler-skills

Onde está publicado

MarketplaceStatusVersãoNúmerosVerificadoVisto pela primeira vez
Marketplace da comunidade james-s-tayler/lazy-developer (Abrir o código no GitHub) Listado 1.1.0 Forks (GitHub): 0
Estrelas (GitHub): 12
Sem marcação

Cada número é do próprio marketplace e nunca é somado entre marketplaces. Um marketplace que não publica números não mostra nenhum: sem número não é zero.

Listado em um marketplace da comunidade
MarketplaceRepositórioEstrelas (GitHub)
james-s-tayler-skills james-s-tayler/lazy-developer 12

Quais marketplaces lemos e como os verificamos

O que o pacote contém

Conforme publicado em Community GitHub marketplaces.

Skills: 3

  • autoresearch
  • job-security
  • lazy-developer

O que mudou

  1. Passou a ser um produto que acompanhamos
  2. Community GitHub marketplaces: apareceu

Possivelmente o mesmo plugin

Listagens que compartilham um sinal com esta, mas não o bastante para tratá-las como o mesmo produto.

  • job-securityJames S Tayler · A mesma pasta do repositório com outro nome
  • lazy-developerJames S Tayler · A mesma pasta do repositório com outro nome

Plugins semelhantes

Produtos cujos próprios nomes, descrições, ferramentas e skills são os mais próximos deste pelo significado, em todos os marketplaces que lemos. A proximidade é ordenada apenas dentro desta lista.

  • autoresearch

    Autonomous experiment loops on any codebase — one file, one metric, one loop. An agent edits a constrained file, runs an eval, keeps improvements, reverts failures, and repeats…

    de pjhoberman · Pacote de plugins

    Listado em: Claude Code: claude-plugins-community, Community GitHub marketplaces · Descreve quase a mesma tarefa

  • autoresearch-ai-plugin

    Autonomous experiment loop for Claude Code. Run an endless optimize-measure-keep/discard cycle on any optimization target: LLM training loss, test speed, bundle size, build time…

    de proyecto26 · Pacote de plugins

    Listado em: Claude Code: claude-plugins-community, Community GitHub marketplaces · Descreve quase a mesma tarefa

  • multi-agent-ops

    Self-correcting loop engineering and automated codebase research.

    de jggomez · Pacote de plugins

    Listado em: Community GitHub marketplaces · Descreve quase a mesma tarefa

  • agent-loops

    Drop-in agentic loop skills (autoresearch, literature & writing, data, optimization, red-team, power analysis). Skills install namespaced as agent-loops:<name>.

    de gaasher · Pacote de plugins

    Listado em: Community GitHub marketplaces · Descreve quase a mesma tarefa

  • skill-autoresearch-plugin

    Autonomous SKILL.md improvement via Karpathy autoresearch-inspired iterative eval hill-climbing with force iteration, NEUTRAL mutation judgment, mutation exclusions, L1/L2/L3 eval…

    de Creator Hian · Pacote de plugins

    Listado em: Community GitHub marketplaces · Descreve quase a mesma tarefa

  • autoresearch-agent

    Autonomous experiment loop — optimize any file by a measurable metric. 5 slash commands (/ar:setup, /ar:ar-run, /ar:loop, /ar:ar-status, /ar:ar-resume), 8 built-in evaluators…

    de Alireza Rezvani · Pacote de plugins

    Listado em: Community GitHub marketplaces · Descreve quase a mesma tarefa

  • evo

    Structured experiment-driven code optimization using tree search and parallel subagents

    de evo-hq · Pacote de plugins

    Listado em: Community GitHub marketplaces · Descreve quase a mesma tarefa

  • Cole's AI Skills

    The PIV loop (plan, implement, validate, review, commit, PR) plus priming, planning, worktrees, and the meta-skills for building your own AI Layer.

    de Cole Medin · Pacote de plugins

    Listado em: Community GitHub marketplaces · Descreve quase a mesma tarefa

  • skill-evolver

    Skill auto-evolution engine - combines skill-creator evaluation + autoresearch iteration principles to automatically create, evaluate, and evolve Claude Code skills through gated…

    de FishSerrie · Pacote de plugins

    Listado em: Community GitHub marketplaces · Descreve quase a mesma tarefa

  • techknowmad-ai-skills

    20 enterprise-grade skills for autonomous AI/ML research lab operations. Includes 10 custom gap-analysis skills (research-commander, agent-debugger, model-evaluator…

    de TECHKNOWMAD-LABS · Pacote de plugins

    Listado em: Claude Code: claude-plugins-community · Descreve quase a mesma tarefa

Plugins semelhantes por marketplace

A mesma pergunta feita a cada marketplace separadamente: existe lá um equivalente deste plugin?

Listado em Claude Code: claude-plugins-community (5)
  • autoresearch

    Autonomous experiment loops on any codebase — one file, one metric, one loop. An agent edits a constrained file, runs an eval, keeps improvements, reverts failures, and repeats…

    de pjhoberman · Pacote de plugins

    Listado em: Claude Code: claude-plugins-community, Community GitHub marketplaces · Descreve quase a mesma tarefa

  • autoresearch-ai-plugin

    Autonomous experiment loop for Claude Code. Run an endless optimize-measure-keep/discard cycle on any optimization target: LLM training loss, test speed, bundle size, build time…

    de proyecto26 · Pacote de plugins

    Listado em: Claude Code: claude-plugins-community, Community GitHub marketplaces · Descreve quase a mesma tarefa

  • techknowmad-ai-skills

    20 enterprise-grade skills for autonomous AI/ML research lab operations. Includes 10 custom gap-analysis skills (research-commander, agent-debugger, model-evaluator…

    de TECHKNOWMAD-LABS · Pacote de plugins

    Listado em: Claude Code: claude-plugins-community · Descreve quase a mesma tarefa

  • pskoett-ai-skills

    A self-improving agent skill pipeline that prevents common AI coding agent failures. Includes 6 skills (plan-interview, intent-framed-agent, context-surfing, simplify-and-harden…

    de pskoett · Pacote de plugins

    Listado em: Claude Code: claude-plugins-community · Descreve quase a mesma tarefa

  • arcanum

    Advanced debugging, code review, deep research, technical documentation, creative ideation, and semi-autonomous development workflows with parallel theory validation, team-based…

    de burnsbert · Pacote de plugins

    Listado em: Claude Code: claude-plugins-community · Descreve quase a mesma tarefa

Listado em Claude Code: claude-plugins-official (5)
  • atomic-agents

    Comprehensive development workflow for building AI agents with the Atomic Agents framework. Includes specialized agents for schema design, architecture planning, code review, and…

    de BrainBlend-AI · Pacote de plugins

    Listado em: Claude Code: claude-plugins-official, Claude Code: claude-plugins-community, Community GitHub marketplaces · Descreve quase a mesma tarefa

  • outputai

    Output.ai workflow development toolkit for Claude Code. Adds 5 specialist agents (planner, builder, debugger, prompt writer, quality reviewer), 40+ slash-command skills covering…

    de growthxai · Pacote de plugins

    Listado em: Claude Code: claude-plugins-official, Claude Code: claude-plugins-community, Community GitHub marketplaces · Descreve quase a mesma tarefa

  • feature-dev

    Comprehensive feature development workflow with specialized agents for codebase exploration, architecture design, and quality review

    de Anthropic · Pacote de plugins

    Listado em: Claude Code: claude-plugins-official · Descreve quase a mesma tarefa

  • ralph-loop

    Interactive self-referential AI loops for iterative development, implementing the Ralph Wiggum technique. Claude works on the same task repeatedly, seeing its previous work, until…

    de Anthropic · Pacote de plugins

    Listado em: Claude Code: claude-plugins-official · Descreve quase a mesma tarefa

  • NVIDIA Skills

    Find the right NVIDIA skill for GPU acceleration, CUDA, AI agents, data loading, training, inference, robotics, Physical AI, Omniverse, simulation, and other NVIDIA-powered…

    de NVIDIA · Pacote de plugins

    Listado em: Claude Code: claude-plugins-official, Claude Code: claude-plugins-community, Community GitHub marketplaces · Descreve quase a mesma tarefa

Listado em Claude: knowledge-work-plugins (5)
  • AI-Firstify

    AI-first project auditor and re-engineer based on the 9 design principles and 7 design patterns from the TechWolf AI-First Bootcamp

    de techwolf-ai · Pacote de plugins

    Listado em: Claude: knowledge-work-plugins, Claude Code: claude-plugins-community, Community GitHub marketplaces · Descreve quase a mesma tarefa

  • datarobot-agent-skills

    DataRobot skills for AI/ML workflows — model training, deployment, predictions, feature engineering, monitoring, explainability, data preparation, App Framework CI/CD, and…

    de datarobot-oss · Pacote de plugins

    Listado em: Claude Code: claude-plugins-official, Claude: knowledge-work-plugins, Community GitHub marketplaces · Descreve quase a mesma tarefa

  • Engineering

    Streamline engineering workflows — standups, code review, architecture decisions, incident response, and technical documentation. Works with your existing tools or standalone.

    de Anthropic · Pacote de plugins

    Listado em: Claude: knowledge-work-plugins · Descreve quase a mesma tarefa

  • Qodo

    Bring Qodo's codebase intelligence, coding standards, and code review into your coding agent.

    de qodo-ai · Pacote de plugins

    Listado em: Claude Code: claude-plugins-official, Claude: knowledge-work-plugins, Community GitHub marketplaces · Descreve quase a mesma tarefa

  • buildkite

    Official Buildkite skills for Claude Code, Cursor, and other AI coding agents — pipelines, migration, preflight, agent runtime, CLI, and API

    de buildkite · Pacote de plugins

    Listado em: Claude Code: claude-plugins-official, Claude: knowledge-work-plugins, Claude Code: claude-plugins-community, Community GitHub marketplaces · Descreve quase a mesma tarefa

Listado em Codex: openai-curated (openai/plugins) (5)
  • Plugin Eval

    Evaluate Codex skills and plugins from chat with a beginner-friendly start command, local-first reports, token budget explanations, and guided benchmarking.

    de OpenAI Codex · Pacote de plugins

    Listado em: Codex: openai-curated (openai/plugins) · Descreve quase a mesma tarefa

  • OpenAI Developers

    Build with OpenAI APIs, Agents SDK, and ChatGPT Apps, and create and save OpenAI API keys from Codex.

    de OpenAI · Pacote de plugins

    Listado em: Codex: openai-curated (openai/plugins) · Descreve quase a mesma tarefa

  • Superpowers

    An agentic skills framework & software development methodology that works: planning, TDD, debugging, and collaboration workflows.

    de Jesse Vincent · Pacote de plugins

    Listado em: Codex: openai-curated (openai/plugins) · Descreve quase a mesma tarefa

  • NVIDIA

    Skills for NVIDIAs ecosystem spans GPU acceleration, CUDA, AI agents, inference, robotics, Physical AI, Omniverse, and simulation. This plugin helps you understand the pieces…

    de NVIDIA · Pacote de plugins

    Listado em: Codex: openai-curated (openai/plugins) · Descreve quase a mesma tarefa

  • CodeRabbit

    AI-powered code review in Codex, powered by CodeRabbit.

    de CodeRabbit AI · Pacote de plugins

    Listado em: Codex: openai-curated (openai/plugins) · Descreve quase a mesma tarefa

Listado em Community GitHub marketplaces (5)
  • autoresearch

    Autonomous experiment loops on any codebase — one file, one metric, one loop. An agent edits a constrained file, runs an eval, keeps improvements, reverts failures, and repeats…

    de pjhoberman · Pacote de plugins

    Listado em: Claude Code: claude-plugins-community, Community GitHub marketplaces · Descreve quase a mesma tarefa

  • autoresearch-ai-plugin

    Autonomous experiment loop for Claude Code. Run an endless optimize-measure-keep/discard cycle on any optimization target: LLM training loss, test speed, bundle size, build time…

    de proyecto26 · Pacote de plugins

    Listado em: Claude Code: claude-plugins-community, Community GitHub marketplaces · Descreve quase a mesma tarefa

  • multi-agent-ops

    Self-correcting loop engineering and automated codebase research.

    de jggomez · Pacote de plugins

    Listado em: Community GitHub marketplaces · Descreve quase a mesma tarefa

  • agent-loops

    Drop-in agentic loop skills (autoresearch, literature & writing, data, optimization, red-team, power analysis). Skills install namespaced as agent-loops:<name>.

    de gaasher · Pacote de plugins

    Listado em: Community GitHub marketplaces · Descreve quase a mesma tarefa

  • skill-autoresearch-plugin

    Autonomous SKILL.md improvement via Karpathy autoresearch-inspired iterative eval hill-climbing with force iteration, NEUTRAL mutation judgment, mutation exclusions, L1/L2/L3 eval…

    de Creator Hian · Pacote de plugins

    Listado em: Community GitHub marketplaces · Descreve quase a mesma tarefa

Listado em Copilot CLI: github/awesome-copilot (5)
  • copilot-goal-skill

    Goal-driven task orchestration with independent verification. Interviews the user to define a clear goal, then loops between a Builder subagent (does the work) and an Inspector…

    de gsemet · Pacote de plugins

    Listado em: Copilot CLI: github/awesome-copilot · Descreve quase a mesma tarefa

  • awesome-copilot

    Meta prompts that help you discover and generate curated GitHub Copilot agents, instructions, prompts, and skills.

    de Awesome Copilot Community · Pacote de plugins

    Listado em: Copilot CLI: github/awesome-copilot · Descreve quase a mesma tarefa

  • ai-ready

    Analyze any repository and generate AI-ready configuration — AGENTS.md, copilot-instructions.md, CI workflows, issue templates, and more. Mines your PR review patterns and creates…

    de johnpapa · Pacote de plugins

    Listado em: Copilot CLI: github/awesome-copilot, Community GitHub marketplaces · Descreve quase a mesma tarefa

  • edge-ai-tasks

    Task Researcher and Task Planner for intermediate to expert users and large codebases - Brought to you by microsoft/edge-ai

    de Awesome Copilot Community · Pacote de plugins

    Listado em: Copilot CLI: github/awesome-copilot · Descreve quase a mesma tarefa

  • ai-team-orchestration

    Run a lightweight, role-separated AI development team with flexible tools, developer-selected models, proportionate planning, and optional QA.

    de Denis Evdokimov · Pacote de plugins

    Listado em: Copilot CLI: github/awesome-copilot · Descreve quase a mesma tarefa

Listado em Copilot CLI: github/copilot-plugins (5)
  • microsoft-365-agents-toolkit

    Toolkit for building Microsoft 365 Copilot declarative agents — scaffolding, JSON manifest development, and capability configuration.

    de microsoft · Pacote de plugins

    Listado em: Copilot CLI: github/copilot-plugins · Descreve quase a mesma tarefa

  • azure-devops-copilot-plugin

    Bring Azure DevOps work-item, repository, and pull-request workflows into GitHub Copilot.

    de microsoft · Pacote de plugins

    Listado em: Copilot CLI: github/copilot-plugins · Descreve quase a mesma tarefa

  • advanced-security

    Advanced Security plugin for GitHub Copilot.

    de github · Pacote de plugins

    Listado em: Copilot CLI: github/copilot-plugins · Descreve quase a mesma tarefa

  • workiq-productivity

    WorkIQ productivity skills powered by the local WorkIQ CLI — read-only insights across email, meetings, calendar, Teams, SharePoint, projects, and people.

    de microsoft · Pacote de plugins

    Listado em: Copilot CLI: github/copilot-plugins · Descreve quase a mesma tarefa

  • model-apps

    Build and deploy Power Apps generative pages for model-driven apps with specialist agents for planning, entity creation, and parallel code generation. Requires PAC CLI >= 2.7.0…

    de microsoft · Pacote de plugins

    Listado em: Copilot CLI: github/copilot-plugins · Descreve quase a mesma tarefa

Listado em Cursor: cursor/plugins (5)
  • Advisor

    Consult a stronger model before major decisions, when stuck, and before declaring done.

    de Cursor · Pacote de plugins

    Listado em: Cursor: cursor/plugins · Descreve quase a mesma tarefa

  • pstack

    if you want to go fast, go deep first. pstack helps you write less, but higher quality code. rigorous agent workflows you can parallelize with confidence.

    de Lauren Tan · Pacote de plugins

    Listado em: Cursor: cursor/plugins · Descreve quase a mesma tarefa

  • Ralph Loop

    Iterative self-referential AI loops using the Ralph Wiggum technique.

    de Cursor · Pacote de plugins

    Listado em: Cursor: cursor/plugins · Descreve quase a mesma tarefa

  • Origin Apps

    Skills for building on the Cursor Origin API. Fetch the live spec first, then follow the Origin rules for credentials, scopes, webhooks, paging, and errors. Includes a skill that…

    de Cursor · Pacote de plugins

    Listado em: Cursor: cursor/plugins · Descreve quase a mesma tarefa

  • Cursor SDK

    Build apps, scripts, and automations with the TypeScript SDK.

    de Cursor · Pacote de plugins

    Listado em: Cursor: cursor/plugins · Descreve quase a mesma tarefa

Listado em Docker MCP Catalog (5)
  • Zen

    Bridges multiple AI models and CLIs, enabling orchestrated workflows across Claude Code, Gemini CLI, Codex CLI, and other AI development tools.

    de BeehiveInnovations · Servidor MCP

    Listado em: Docker MCP Catalog · Descreve quase a mesma tarefa

  • Sequa.AI

    Stop stitching context for Copilot and Cursor. With Sequa MCP, your AI tools know your entire codebase and docs out of the box.

    de sequa-ai · Servidor MCP

    Listado em: Docker MCP Catalog · Descreve quase a mesma tarefa

  • Sequential Thinking (Reference)

    Dynamic and reflective problem-solving through thought sequences.

    de modelcontextprotocol · Servidor MCP

    Listado em: Docker MCP Catalog · Descreve quase a mesma tarefa

  • Effect

    Tools and resources for writing Effect code in Typescript.

    de tim-smart · Servidor MCP

    Listado em: Docker MCP Catalog · Descreve quase a mesma tarefa

  • Opik

    Read and score Opik traces, experiments, datasets and prompts from your AI assistant.

    de comet-ml · Servidor MCP

    Listado em: Official MCP Registry, Docker MCP Catalog, PyPI (MCP servers) · Descreve quase a mesma tarefa

Listado em Official MCP Registry (5)
  • Talent Augmentation OS

    Grow your skills with AI: per-skill coaching inside Claude, ChatGPT, Cursor and Codex

    de taoshq.com · Servidor MCP

    Listado em: Official MCP Registry · Descreve quase a mesma tarefa

  • AIRAS

    Automated AI research toolkit: hypothesis generation, experiments, and paper writing

    de airas-org · Servidor MCP

    Listado em: Official MCP Registry, Community GitHub marketplaces · Descreve quase a mesma tarefa

  • Autonomous Tool Factory

    Autonomous factory that finds real developer pain points and builds small paid AI tools to fix them.

    de lorenestinfinite-maker · Servidor MCP

    Listado em: Official MCP Registry · Descreve quase a mesma tarefa

  • Reuse Before Generate

    Checks whether your idea already exists before your agent builds it. Searches GitHub, npm, Python.

    de aradar46 · Servidor MCP

    Listado em: Official MCP Registry · Descreve quase a mesma tarefa

  • llmref org.llmref/llmref

    Versioned documentation registry and semantic search for AI tools and coding assistants.

    de llmref.org · Servidor MCP

    Listado em: Official MCP Registry · Descreve quase a mesma tarefa

Listado em PyPI (MCP servers) (5)
  • Orchestrator

    Let one coding-agent CLI consult another: Codex, Claude Code, OpenCode, Copilot or Antigravity.

    de crAK1644 · Servidor MCP

    Listado em: Official MCP Registry, PyPI (MCP servers), Community GitHub marketplaces · Descreve quase a mesma tarefa

  • lineai-mcp-server io.github.lineai-intelligence/lineai-mcp-server

    An MCP Server to utilize Lineai's rich software dependency data in your AI programming assistant.

    de lineai-intelligence · Servidor MCP

    Listado em: Official MCP Registry, PyPI (MCP servers) · Descreve quase a mesma tarefa

  • repo-graph io.github.James-Chahwan/repo-graph

    Structural graph map of any codebase so LLMs navigate by structure, not guesswork.

    de James-Chahwan · Servidor MCP

    Listado em: Official MCP Registry, PyPI (MCP servers), Community GitHub marketplaces · Descreve quase a mesma tarefa

  • Opik

    Read and score Opik traces, experiments, datasets and prompts from your AI assistant.

    de comet-ml · Servidor MCP

    Listado em: Official MCP Registry, Docker MCP Catalog, PyPI (MCP servers) · Descreve quase a mesma tarefa

  • hypermnesia-mcp io.github.cdeust/hypermnesia-mcp

    Persistent memory for AI agents — 36 cited neuroscience mechanisms, local-first, hybrid retrieval.

    de cdeust · Servidor MCP

    Listado em: Official MCP Registry, PyPI (MCP servers), Community GitHub marketplaces · Descreve quase a mesma tarefa

Listado em npm registry (MCP servers) (5)
  • review-assist-mcp io.github.uditk2/review-assist-mcp

    Turns an AI coding agent session into a reviewable Intent Document, validated against the diff.

    de uditk2 · Servidor MCP

    Listado em: Official MCP Registry, npm registry (MCP servers) · Descreve quase a mesma tarefa

  • speclock io.github.sgroy10/speclock

    AI Constraint Engine — enforces CLAUDE.md and .cursorrules as laws. 51 MCP tools.

    de sgroy10 · Servidor MCP

    Listado em: Official MCP Registry, npm registry (MCP servers), Community GitHub marketplaces · Descreve quase a mesma tarefa

  • google-surf-mcp io.github.HarimxChoi/google-surf-mcp

    Web, academic and code search with graph RAG, data lineage, ontology and cross-project schema links.

    de HarimxChoi · Servidor MCP

    Listado em: Official MCP Registry, npm registry (MCP servers) · Descreve quase a mesma tarefa

  • Delimit

    One workspace for every AI coding assistant. Shared tasks, memory, and governance.

    de delimit-ai · Servidor MCP

    Listado em: Official MCP Registry, npm registry (MCP servers), Community GitHub marketplaces · Descreve quase a mesma tarefa

  • sub-agents-mcp io.github.shinpr/sub-agents-mcp

    MCP server for delegating tasks to specialized AI sub-agents across coding tools

    de shinpr · Servidor MCP

    Listado em: Official MCP Registry, npm registry (MCP servers) · Descreve quase a mesma tarefa

Encontrados pelo significado, não por código ou repositório em comum: plugins semelhantes continuam sendo produtos distintos, e isto não é uma avaliação nem uma recomendação.

Quer esta marca no seu plugin em nosso catálogo?

Prove que o mantém com um arquivo no repositório, um arquivo no seu domínio ou um registro DNS, e você poderá mostrar esta marca na ficha, com banners ao vivo para o seu site e o README. Como funciona a verificação

Você também recebe alertas quando um marketplace o publica, o remove, muda a marca de verificado ou o que ele pede, e o endpoint remoto passa a ser monitorado como um serviço web.

Dados de Community GitHub marketplaces. Os números vêm das nossas próprias passagens regulares pelos marketplaces, última leitura em . Não publicamos dados de contato dos editores de plugins.

De onde vêm os dados: como o catálogo é montado