Topic · Agent Workflows
Best autonomous loops skills for Claude Code, Codex and other agents.
- skills
- 325
- official
- 15
Autonomous loops skills, ranked
Ranked by score. Sort bymost stars,trending,newest,recently updated
| # | Skill | Repository | Stars | Used in | Tokens | Auto-check | Licence | Updated |
|---|---|---|---|---|---|---|---|---|
| 1 | Keeps a TSV decision log for long or unattended agent runs, one row per decision with what, why, evidence and result, so a reviewer can check the work later. | cursor/ | 10k | 9 repos | ~1.6k | Automated safety check: Pass | No licence | today |
| 2 | Runs an autonomous modify, verify, keep-or-discard loop against any metric, with subcommands for planning, debugging, fixing, security audits, shipping and more. | uditgoenka/ | 6.5k | 1 repo | ~2k | Automated safety check: Pass | MIT | 1 mo ago |
| 3 | Teaches the Swarms Python framework: the Agent class, tools, loops, memory and multi-agent structures such as sequential, concurrent and graph workflows. | kyegomez/ | 7.2k | — | ~5.5k | Automated safety check: Pass | Apache-2.0 | yesterday |
| 4 | Takes a short product idea through requirements, design, planning, parallel implementation, QA cycles and multi-reviewer validation to produce working code. | Yeachan-Heo/ | 40k | 1 repo | ~4.4k | Automated safety check: Pass | MIT | today |
| 5 | Runs a bounded, source-grounded research loop that drafts a cited dossier and can propose a separately reviewed merge into an Obsidian vault. | AgriciDaniel/ | 15k | — | ~1.6k | Automated safety check: Pass | MIT | 26 days ago |
| 6 | This skill should be used when long-running agent sessions need context compression, structured summarization, compaction, token-per-task optimization, or durable handoff summaries that preserve… | guanyang/ | 973 | 2 repos | ~4.6k | Automated safety check: Pass | MIT | today |
| 7 | Installs Loop Engineering into a project through the single @cobusgreyling/loop CLI, scaffolding a report-only loop and a readiness score. | cobusgreyling/ | 11k | 1 repo | ~648 | Automated safety check: Pass | MIT | today |
| 8 | 8.Loopy Discover, find, compare, audit, repair, adapt, craft, run, debrief, save, and prepare repeatable AI-agent loops for publication. | Forward-Future/ | 3.2k | — | ~3.9k | Automated safety check: Pass | MIT | 26 days ago |
| 9 | Pushes an agent to exhaust every option, investigate before asking and take initiative beyond the literal request, instead of giving up or waiting passively. | tanweai/ | 20k | 2 repos | ~6.9k | Automated safety check: Pass | MIT | 28 days ago |
| 10 | Diagnoses surprising LoopX behavior, such as stale recommendations or tiny progress, assigns it to the responsible layer and repairs it at the lowest durable level. | loopx-project/ | 6.2k | — | ~2.2k | Automated safety check: Pass | Apache-2.0 | today |
| 11 | A skill your agent uses when designing, generating an MVP blueprint for, auditing, troubleshooting, refactoring, or explaining an agentic harness for any domain. | DenisSergeevitch/ | 2.4k | — | ~7.4k | Automated safety check: Pass | MIT | 2 days ago |
| 12 | 12.Looper Scaffold a well-designed agent loop with best-practice coaching and a cross-model review council. | ksimback/ | 710 | — | ~2.7k | Automated safety check: Notes | MIT | 1 mo ago |
| 13 | 13.Agentboard Post to and read from the A1 Agent Board — a public, auditable, permanent message board for AI agents. | hyperspaceai/ | 2.1k | — | ~1.1k | Automated safety check: Pass | MIT | today |
| 14 | 14.Zeroshot Use Zeroshot to prepare, run, observe, or troubleshoot explicit multi-agent software work locally or on Zeroshot Cloud. | the-open-engine/ | 1.9k | — | ~2k | Automated safety check: Pass | MIT | today |
| 15 | Detects which autonomous OMG mode is currently active - Autopilot, Ralph, Ultrawork, UltraQA, Team or Self-Improve - and shuts it down cleanly. | zereight/ | 2k | 1 repo | ~690 | Automated safety check: Pass | MIT | yesterday |
| 16 | 16.PUA Loop Runs an unattended iterate-until-verified loop in which a user-set verify command, not the agent's own claim, decides when the task is finished. | tanweai/ | 20k | — | ~1.1k | Automated safety check: Pass | MIT | 28 days ago |
| 17 | 17.Autoresearch Set up, resume, inspect, or pause a measured experiment loop in Claude Code or Codex. | drivelineresearch/ | 345 | — | ~2.8k | Automated safety check: Pass | MIT | 29 days ago |
| 18 | 18.PRP Loop Runs the plan, implement and review pipeline detached in fresh headless sessions, looping review and fix until the pull request is clean. | Wirasm/ | 2.3k | — | ~894 | Automated safety check: Pass | MIT | 5 days ago |
| 19 | Triage improvement work and run or resume accepted measured loops in a local project. | TheGreenCedar/ | 834 | — | ~3.8k | Automated safety check: Pass | Apache-2.0 | 4 days ago |
| 20 | Watches an open GitHub pull request over time, routing review comments and CI failures to other skills until the PR is ready to merge. | EveryInc/ | 25k | — | ~2k | Automated safety check: Pass | MIT | today |
| 21 | Runs a whole project unattended on an agtx kanban board, decomposing the goal, starting tasks, unblocking workers and merging each result. | fynnfluegge/ | 1.7k | — | ~3.8k | Automated safety check: Pass | Apache-2.0 | 5 days ago |
| 22 | Runs an autonomous improvement loop on a repository: agents propose and execute plans, a tournament picks the winner by benchmark, and each round is recorded and plotted. | Yeachan-Heo/ | 40k | — | ~5.3k | Automated safety check: Warn | MIT | today |
| 23 | Role playbook for a LoopX worker running an auto-research lane, with execution checklists, artifact contracts and stop conditions. | loopx-project/ | 6.2k | — | ~3.5k | Automated safety check: Pass | Apache-2.0 | today |
| 24 | Runs one improvement mission as a bounded loop: each round makes a change, runs a strict JSON evaluator, logs the decision in markdown and continues until a max runtime is hit. | Yeachan-Heo/ | 2.9k | — | ~3.6k | Automated safety check: Pass | MIT | today |
| 25 | Runs a detached, resumable loop that plans, implements, opens a PR, reviews and fixes a feature across headless CLI sessions until the review is clean. | Wirasm/ | 2.3k | — | ~863 | Automated safety check: Pass | MIT | 5 days ago |
| 26 | 26.Topology Explain the IM+Agent framework: create+send as minimal primitives, IM system vs agent loop separation, message vs llmHistory, and the recursive property. | chmod777john/ | 1.5k | — | ~447 | Automated safety check: Pass | No licence | 7 mo ago |
| 27 | Builds a website page by page with Stitch in an autonomous loop, passing a baton file from one iteration to the next that names the next page and prompt. | google-labs-code/ | 8.4k | 5 repos | ~2.6k | Automated safety check: Notes | Apache-2.0 | 1 mo ago |
| 28 | Build high-quality /goal commands for OpenAI Codex CLI 0.128+ that maximize audit-friendliness and minimize false-completion. | win4r/ | 228 | — | ~3.1k | Automated safety check: Pass | MIT | 5 mo ago |
| 29 | 创建、修改并验证可安装的 Lexora 桌面插件,包括工作台装饰、导航与面板、文件阅读工具、控件样式、网络查询、通知和定时命令。也响应 $plugin-creator。普通任务执行、使用现有插件、其他产品的插件开发不属于此技能。 | useLexora/ | 522 | — | ~1k | Automated safety check: Pass | AGPL-3.0 | 7 days ago |
| 30 | 30.Ralph Autonomous agent loop for completing features. An agent skill from julianromli/opencode-template. | julianromli/ | 144 | 1 repo | ~1.1k | Automated safety check: Pass | No licence | 8 mo ago |
| 31 | 31.Harness 24h A production-grade framework for long-running, autonomous agents based on Harness Engineering principles. | thu-nmrc/ | 116 | — | ~3.6k | Automated safety check: Pass | Apache-2.0 | 6 mo ago |
| 32 | Set up and improve harness engineering (AGENTS.md, docs/, lint rules, eval systems, project-level prompt engineering) for AI-agent-friendly codebases. | 10xChengTu/ | 102 | 1 repo | ~1k | Automated safety check: Pass | No licence | 2 mo ago |
| 33 | Drafts and reviews /goal prompts for long-running autonomous agents, turning a vague request into a completion contract with outcome, evidence, constraints and a stop condition. | Michaelliv/ | 227 | — | ~1.7k | Automated safety check: Pass | MIT | 3 mo ago |
| 34 | Record real OpenAI/Anthropic HTTP back-and-forth (requests + responses, including streaming text/event-stream) and print paste-ready Swift fixtures for SwiftAgent unit tests (ReplayHTTPClient) using… | SwiftedMind/ | 227 | — | ~906 | Automated safety check: Pass | MIT | 8 mo ago |
| 35 | Migrate Python applications from the Claude Agent SDK to Pydantic AI and, only when needed, Pydantic AI Harness. | pydantic/ | 20k | — | ~1.6k | Automated safety check: Pass | MIT | today |
| 36 | A skill your agent uses when a contributor wants to create, repair, or complete an OpenRSI-Index AutoResearch task proposal grounded in a remote model-development repository, including… | OpenRSI-Foundation/ | 190 | — | ~5.1k | Automated safety check: Pass | Apache-2.0 | today |
| 37 | Repeats a long task as a series of scheduled wake-ups, each re-entering with fresh context and calling harness-work for one task per cycle. | Chachamaru127/ | 3.2k | — | ~2.3k | Automated safety check: Notes | MIT | 2 days ago |
| 38 | 38.Preloop Run and debug Preloop local CI — GitHub Actions-compatible workflows executed in one isolated microVM per job (smolvm/libkrun). | preloopdev/ | 175 | — | ~2.2k | Automated safety check: Pass | MIT | today |
| 39 | A skill your agent uses when optimizing or generating a CUDA megakernel for a HuggingFace Llama-family model with AutoMegaKernel (AMK), drives the correctness-gated propose - eval - keep/revert loop… | RightNow-AI/ | 148 | — | ~1.8k | Automated safety check: Pass | MIT | 19 days ago |
| 40 | 40.Alpha Evolve A skill your agent uses when the user wants to evolve an ML model/program through population-based search rather than a single sequential refine loop — a generational evolution where parallel… | gaasher/ | 174 | 1 repo | ~3.4k | Automated safety check: Pass | MIT | 3 mo ago |
| 41 | 41.Project Os AI project OS for autonomous loop, automated orchestration, and rule-driven execution. | Peiiii/ | 318 | — | ~311 | Automated safety check: Pass | MIT | 8 mo ago |
| 42 | 42.Hive Run the hive experiment loop — autonomous iteration on a shared task. | rllm-org/ | 216 | — | ~2.1k | Automated safety check: Pass | Apache-2.0 | 5 mo ago |
| 43 | Full ascent-research CLI — incremental, resumable research sessions driven from a Claude Code or Codex instance. | actionbook/ | 187 | — | ~9.7k | Automated safety check: Pass | Apache-2.0 | 4 mo ago |
| 44 | Runs the `autoctx` CLI to improve an approach to a task over several generations, score or refine a single output and inspect what a run produced. | greyhaven-ai/ | 1.3k | — | ~964 | Automated safety check: Pass | Apache-2.0 | today |
| 45 | A skill your agent uses when a repeatable task must become a bounded Trigger - Execute - Verify - State loop, scheduled automation, goal agent, or metric-driven research cycle. | Mark393295827/ | 141 | — | ~1.9k | Automated safety check: Pass | MIT | 18 days ago |
| 46 | Re-grounds a long-running agent in the current product outcome by running a path-based trace to the root of its topology and work trees. | mvschwarz/ | 5.5k | — | ~399 | Automated safety check: Pass | Apache-2.0 | today |
| 47 | 47.Tanstack AI TanStack AI (alpha) provider-agnostic type-safe chat with streaming for OpenAI, Anthropic, Gemini, Ollama. | secondsky/ | 227 | 1 repo | ~3.6k | Automated safety check: Notes | MIT | 9 days ago |
| 48 | 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/ | 11k | 1 repo | ~376 | Automated safety check: Pass | MIT | today |
Questions, answered from the data.
What is the best autonomous loops skill?
Show Me Your Work Decision Log (official) from cursor/plugins ranks first of the 325 autonomous loops skills listed here, with the highest score: its repository has 10k GitHub stars, 9 other GitHub owners carry a copy, its SKILL.md loads about 1.6k tokens and it passes the automated safety check with no findings. Next come Autoresearch Iteration Loop and Swarms Multi-Agent Framework.
Which autonomous loops skills are official?
15 of the 325 autonomous loops skills are official, published by the vendor's own GitHub organization: Show Me Your Work Decision Log, Stitch Build Loop, Migrating Claude Agent SDK To Pydantic AI, Cursor Orchestrate, Goal Prompt Writer and 10 more.
How are these skills ranked?
By Skill Navigator score, which combines the GitHub stars of the skill's repository (shared across that repo's skills and discounted for large collections), how many other GitHub owners carry a copy of the skill, and automated SKILL.md quality checks, minus penalties for safety-check warnings and for each further skill from the same repository. Skills that fail the safety check are not listed.
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