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Autonomous loops
Skills
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| # | 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/ | 11k | 8 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 | today |
| 4 | 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 | 29 days ago |
| 5 | 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/ | 977 | 2 repos | ~4.6k | Automated safety check: Pass | MIT | today |
| 6 | 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 |
| 7 | 7.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 | 29 days ago |
| 8 | 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 | 1 mo ago |
| 9 | 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 |
| 10 | 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 | 5 days ago |
| 11 | 11.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 | 2 mo ago |
| 12 | 12.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 |
| 13 | 13.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 |
| 14 | 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 | today |
| 15 | 15.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 | 1 mo ago |
| 16 | 16.Autoresearch Set up, resume, inspect, or pause a measured experiment loop in Claude Code or Codex. | drivelineresearch/ | 346 | — | ~2.8k | Automated safety check: Pass | MIT | 1 mo ago |
| 17 | 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/ | 6.6k | — | ~864 | Automated safety check: Pass | Apache-2.0 | today |
| 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 | 8 days ago |
| 19 | 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 | 2 days ago |
| 20 | 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 | 7 days ago |
| 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 | 7 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 | yesterday |
| 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 | 24.Autopilot Takes a short product idea through requirements, design, planning, parallel implementation, QA cycles and multi-reviewer validation to produce working code. | Yeachan-Heo/ | 40k | — | ~4.4k | Automated safety check: Pass | MIT | yesterday |
| 25 | 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 |
| 26 | 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 | 8 days ago |
| 27 | 27.Ralph Convert PRDs to prd.json format for the Ralph autonomous agent system. | rohunj/ | 231 | 1 repo | ~2k | Automated safety check: Pass | No licence | 8 mo ago |
| 28 | 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/ | 8.5k | 5 repos | ~2.6k | Automated safety check: Notes | Apache-2.0 | 1 mo ago |
| 29 | 29.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 |
| 30 | Build high-quality /goal commands for OpenAI Codex CLI 0.128+ that maximize audit-friendliness and minimize false-completion. | win4r/ | 229 | — | ~3.1k | Automated safety check: Pass | MIT | 5 mo ago |
| 31 | 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/ | 565 | — | ~1k | Automated safety check: Pass | AGPL-3.0 | today |
| 32 | 32.Harness 24h A production-grade framework for long-running, autonomous agents based on Harness Engineering principles. | thu-nmrc/ | 118 | — | ~3.6k | Automated safety check: Pass | Apache-2.0 | 6 mo ago |
| 33 | 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 |
| 34 | 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/ | 228 | — | ~1.7k | Automated safety check: Pass | MIT | 3 mo ago |
| 35 | 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 |
| 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/ | 207 | — | ~5.1k | Automated safety check: Pass | Apache-2.0 | today |
| 37 | Migrate Python applications from the Claude Agent SDK to Pydantic AI and, only when needed, Pydantic AI Harness. | pydantic/ | 21k | — | ~1.6k | Automated safety check: Pass | MIT | today |
| 38 | 38.Preloop Run and debug Preloop local CI — GitHub Actions-compatible workflows executed in one isolated microVM per job (smolvm/libkrun). | preloopdev/ | 181 | — | ~2.2k | Automated safety check: Pass | MIT | today |
| 39 | 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 | 5 days ago |
| 40 | 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/ | 151 | — | ~1.8k | Automated safety check: Pass | MIT | 22 days 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 | 3 days ago |
| 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 | 21 days ago |
| 46 | Splits a large goal into a tree of parallel Cursor cloud agents, with planners, workers and verifiers coordinated by a script and reporting through structured handoffs. | cursor/ | 11k | — | ~1.1k | Automated safety check: Pass | No licence | today |
| 47 | 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 |
| 48 | 48.Kapso Optimize code using KAPSO (Knowledge-Grounded Optimization). | Leeroo-AI/ | 121 | — | ~642 | Automated safety check: Pass | MIT | today |