Autonomous loops

Runs an autonomous evolutionary loop that improves a codebase against a measurable benchmark, using agent roles, tournament selection and recorded history until a stop condition.

zereight/gitlab-mcp

A read-only health check for a Superloopy install or checkout: state folders, evidence files, bundled agents, hooks, wrapper and plugin registration, reported before any repair.

beefiker/superloopy

对 AutoResearch 目录或 ZIP 做只读质检；先审优化面是否仅调参、Baseline 是否合理、Reference 提升是否充分，再查 21 项实现、严格 Docker 路径、Harbor 接口与成对训练证据。输出方法介绍、完整跑分、专家退回说明及 TXT/Markdown/JSON 报告；不用于求解任务。

bosprimigenious/autoresearch-skills

Long-running agent project harness for Codex, OpenClaw, Claude Code, and other coding agents.

liangdabiao/exa-research-mcp-skill

Guides changes to the Smithers agent loop's host wiring: credentialed model seats, budget accounting, sandbox limits and flow-call authorization.

smithersai/smithers

UiPath Coded Functions — deterministic Python or TypeScript/JavaScript units built with the uip function CLI (new -l py|ts|js, init, serve, run, pack, publish); the functions map in uipath.json…

UiPath/skills

Operate a running Guaardvark: GPU and VRAM state, plugin start/stop, logs, Celery tasks, the Interconnector sync to other machines, overnight RAG autoresearch, and infographics.

guaardvark/guaardvark

Iteratively optimize an ADE tab's CPU/memory/IPC/render performance.

arul28/ADE

Run, monitor, resume, merge, and debug Ralph loops. An agent skill from mikeyobrien/ralph-orchestrator.

mikeyobrien/ralph-orchestrator

Build, extend, evaluate, or migrate applications with Strands Agents in Python or TypeScript.

strands-agents/harness-sdk

Watches a pull request's CI checks after creation, separates required from auxiliary failures, applies limited safe fixes and escalates anything semantic to you.

modu-ai/moai-adk

[OMX] Stateful validator-gated research loop with native-hook persistence

yangyuan-zhen/PolyWeather

Flagship intra-paper self-consistency forensics: does the paper contradict ITSELF across abstract/intro/tables/body/appendix, and does the method DESCRIBED match the method EVALUATED?

wanshuiyin/Anti-Autoresearch

Iterate until success or limit, composing existing skills with Jidoka integration

WellApp-ai/Well

Transform approved plans into ralph loop infrastructure. An agent skill from TechDufus/oh-my-claude.

TechDufus/oh-my-claude

Executes an approved plan step by step through the spektacular CLI, which acts as the state machine, producing code, tests and a changelog.

jumppad-labs/jumppad

Runs a light task loop where each goal criterion passes only when a real evidence artifact exists, with progress stored in a `.superloopy` folder.

beefiker/superloopy

Stateful research improvement loop with evaluator gates and decision logs.

jmstar85/oh-my-githubcopilot

Autonomous experiment loop for optimization research. An agent skill from Factory-AI/factory-plugins.

Factory-AI/factory-plugins

Optimizes a named target with a measured loop, attributing a workload's cost or scoring variants and keeping winners, on a dedicated branch with a disk log.

EveryInc/compound-engineering-plugin

Execute via @babysitter. Use this skill when asked to babysit a task, do anything that is structured process-driven (even a loop) or whenever it is…

a5c-ai/babysitter

A skill your agent uses when autoresearchteam needs to manage an end-to-end research lifecycle from Boss brief to literature, idea, implementation, experiments, synthesis, and LaTeX delivery.

BingHanOfUESTC/open_agent_team

Run Claude Code INSIDE a ca-sandbox box (--with-claude). An agent skill from arbiterForge/codeArbiter.

arbiterForge/codeArbiter

为 AutoResearch 的双 Agent 轨迹、付费 GPU 长跑、Docker 执行、可信评测与恢复建立共享协议、成本决策和隔离边界。用于小时/包日选择、启动或恢复 campaign、设计证据与防止题目或轨迹串用；不替代具体任务算法或最终平台 QA。

bosprimigenious/autoresearch-skills

Autonomous iteration loops for .NET development: build-fix, test-fix, refactor, and scaffold loops.

Resgrid/Core

Patterns for continuous autonomous agent loops with quality gates, evals, and recovery controls.

affaan-m/ECC

Run Karpathy-style autoresearch optimization on any content.

ericosiu/ai-marketing-skills

Design well-structured agent loops with best-practice coaching and cross-model review gates before you run them.

fabricioctelles/skills

Build the deterministic evidence ledger (artifactmanifest.json + claims.json) that every other Anti-Autoresearch auditor reads.

wanshuiyin/Anti-Autoresearch

Design, implement, review, or harden Langfuse repo-owned autonomous agents.

langfuse/langfuse

Runs one unattended implementation iteration of an autonomous loop: steward the in-flight PR, fix interrupts, or build one queued idea issue and open a PR.

breaking-brake/cc-wf-studio

Turns a vague intention into a /goal objective with one outcome, numbered yes-or-no checks, guardrails, a budget and a block protocol, without starting the work.

QwenLM/qwen-code

Apply Karpathy-style agentic engineering to any coding or building task.

LearnPrompt/andrej-karpathy-skills

Runaway guard: a hook that stops a live Claude Code or Codex session when the agent loops on the same tool call, keeps failing, or exceeds a dollar cap.

RyanAlberts/best-of-Agent-Harnesses

Design patterns for building autonomous coding agents. An agent skill from davila7/claude-code-templates.

davila7/claude-code-templates

Family-G proof & derivation integrity forensics: does a THIRD PARTY's written proof/derivation actually establish its theorem, or does it skip an obligation, assume its own conclusion, take an…

wanshuiyin/Anti-Autoresearch

Check token budget and run-log spend before and after a loop run. Enforces early exit when over budget or when there is no actionable work.

cobusgreyling/loop-engineering

This skill should be used when the user asks about "ralph arguments", "quick mode", "commit spec", "max iterations", "ralph state file", "prototype overlay", "execution modes", "ralph loop"…

tzachbon/smart-ralph

A skill your agent uses when building stateful per-key actors — chat rooms, multiplayer rooms, rate limiters, long-running agents, leaderboards — that need persistent in-memory + storage state…

butterbase-ai/butterbase-skills

Agentic orchestration patterns for long-running tasks. Implements evidence-based delivery and Simon Willison's agent loop. Use when managing…

bybren-llc/safe-agentic-workflow

A skill your agent uses when measuring whether an LLM or agent system actually got better and gating merges on it: golden sets, fixing an inflated LLM-as-judge, scoring RAG (faithfulness, contextual…

ericrisco/rsc-harness

Turns a prompt with an interval such as 5m or every 2 hours into a cron job and runs the prompt once right away, rounding awkward intervals to clean ones.

XiaomiMiMo/MiMo-Code

Sets up an autonomous research loop where an agent runs experiments on git branches, logs results and proposes the next iteration while you approve each hypothesis change.

LearnPrompt/andrej-karpathy-skills

Transform Claude Code into a fully autonomous agent system with persistent memory, scheduled operations, computer use, and task queuing.

affaan-m/ECC

Security patterns for autonomous trading agents with wallet or transaction authority.

affaan-m/ECC

An advanced skill for L3 autonomous loops. An agent skill from cobusgreyling/loop-engineering.

cobusgreyling/loop-engineering

Guidance for using A-Evolve to improve an AI agent automatically, evolving its prompts, skills and memory against a benchmark through solve, observe and evolve cycles.

Orchestra-Research/AI-Research-SKILLs

Interactive planning assistant that helps create focused, well-structured ralph-loop commands through collaborative conversation

mastra-ai/mastra