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Autonomous loops
Skills
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| # | Skill | Repository | Stars | Used in | Tokens | Auto-check | Licence | Updated |
|---|---|---|---|---|---|---|---|---|
| 49 | 49.Ralph Autonomous agent loop for completing features. An agent skill from julianromli/opencode-template. | julianromli/ | 144 | — | ~1.1k | Automated safety check: Pass | No licence | 8 mo ago |
| 50 | Starts, monitors or rewinds an evolutionary development loop that refines an ontology and acceptance criteria generation by generation until it converges, using the Ouroboros MCP tools. | Q00/ | 6.2k | — | ~3.2k | Automated safety check: Pass | MIT | 3 days ago |
| 51 | Connects and configures LoopX projects and Goals, repairs project-local state and stale status, syncs registry entries and diagnoses CLI routing. | loopx-project/ | 6.2k | — | ~14k | Automated safety check: Pass | Apache-2.0 | today |
| 52 | Runs the agent-foreman task loop for one task by ID or unattended across every pending task, following next, implement, check, done for each one. | mylukin/ | 250 | — | ~1.6k | Automated safety check: Notes | No licence | 8 mo ago |
| 53 | Teaches Hermes to monitor and steer long-running sandboxed.sh missions: spot where a model is stuck, switch backends or models between turns, and send targeted hints. | Th0rgal/ | 524 | — | ~8.6k | Automated safety check: Pass | No licence | today |
| 54 | Rebuild a stale branch by cherry-picking each commit onto a fresh branch off main, using a ralph-loop to validate each commit (build, test, format, lint, optional e2e) before moving on. | platformplatform/ | 441 | — | ~2.1k | Automated safety check: Notes | MIT | 17 days ago |
| 55 | Intercept the AG2 beta agent loop with BaseMiddleware — wrap full turns (onturn), each LLM call (onllmcall), each tool execution (ontoolexecution), or each human-input request (onhumaninput). | ag2ai/ | 252 | — | ~1.9k | Automated safety check: Pass | Apache-2.0 | 1 mo ago |
| 56 | Capture a full DevTools-protocol trace of any browser automation — CDP firehose, screenshots, and DOM dumps — then bisect the stream into per-page searchable buckets. | mxyhi/ | 494 | — | ~3.7k | Automated safety check: Notes | MIT | 2 days ago |
| 57 | Breaks a brief into ordered goals, keeps a durable ledger under .omc/ultragoal and prints handoff text so a Claude /goal run survives session restarts. | Yeachan-Heo/ | 2.9k | — | ~8.4k | Automated safety check: Pass | MIT | yesterday |
| 58 | Run the Anti-Autoresearch integrity-forensics DETERMINISTIC slice (numeric core + rules-only reporter) against a paper via a SHA-pinned thin launcher, then convert the verdict into a typed policy… | wanshuiyin/ | 17k | 1 repo | ~1.5k | Automated safety check: Pass | MIT | 4 days ago |
| 59 | 59.Kapso Operate Kapso (PyPI leeroo-kapso), the long-running agents that optimize AI and Data systems, from a coding session — verify the install with kapso doctor, launch and follow an evolve campaign… | Leeroo-AI/ | 121 | — | ~3.6k | Automated safety check: Notes | MIT | today |
| 60 | Organizes long-running agent work into a Project, Sprint and Task hierarchy with per-task state files, isolated worktrees, review loops and script-checked rules. | LichAmnesia/ | 234 | — | ~3.1k | Automated safety check: Pass | MIT | 4 mo ago |
| 61 | Curate and expand the awesome-autoresearch repository. An agent skill from yibie/awesome-autoresearch. | yibie/ | 775 | — | ~2.8k | Automated safety check: Pass | No licence | today |
| 62 | 对 AutoResearch 的正式 Baseline 做只读合理性审查,检查训练不足、实现故障、预算或 seed 不公平及缺乏代表性的弱对照,区分合理 naive Starter 与评分锚点。适用于专家提交包和 Baseline/Reference 证据复核,不用于求解任务或要求 Baseline 达到 SOTA。 | bosprimigenious/ | 153 | — | ~1.1k | Automated safety check: Pass | MIT | 6 days ago |
| 63 | Discover alpha factors by running the FactorMiner research engine — the paper-faithful Ralph loop or the enhanced Helix loop (causal validation, regime conditioning, multi-specialist debate… | minihellboy/ | 123 | — | ~781 | Automated safety check: Pass | MIT | 13 days ago |
| 64 | Lets Claude keep working while you are away, after a pre-flight that surfaces blockers, risky operations and open decisions, with a stop hook scoped to the session. | andylizf/ | 263 | — | ~2k | Automated safety check: Warn | MIT | 6 mo ago |
| 65 | A skill your agent uses when triaging a GitHub issue for gflow-cli — a reporter's bug claim, a freshly-filed issue, or deciding whether and how to act on one. | ffroliva/ | 278 | — | ~2.1k | Automated safety check: Pass | MIT | today |
| 66 | Shared loop-engineering reference for COG skills - the agent loop, deterministic verifiers, termination conditions, in-loop context management, and named patterns. | huytieu/ | 1.3k | — | ~1.5k | Automated safety check: Pass | MIT | 8 days ago |
| 67 | 67.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 | — | ~3.4k | Automated safety check: Pass | MIT | 3 mo ago |
| 68 | 68.Help Explain Ralph Loop plugin and available commands. An agent skill from charfeng1/opencode-ralph-loop. | charfeng1/ | 112 | — | ~405 | Automated safety check: Pass | MIT | 1 mo ago |
| 69 | 69.Autoresearch Run rigorous end-to-end autonomous ML and AI research after a user provides a dataset, target, and research budget. | haibarazz/ | 93 | — | ~2.2k | Automated safety check: Pass | No licence | 18 days ago |
| 70 | 70.Autoresearch Set up and run an autonomous experiment loop for any optimization target. | moedesux/ | 199 | — | ~4.2k | Automated safety check: Warn | No licence | 6 mo ago |
| 71 | 71.Loop Factory Run a spec-driven agent loop where coding tasks live as markdown specs that move through inbox → active → archive, get implemented by Claude Code or Codex, and pass a review gate before they count… | JuliusBrussee/ | 162 | — | ~2k | Automated safety check: Pass | MIT | 2 mo ago |
| 72 | Runs Darwin Mode on an agent harness: mutates one policy file per generation in a sandbox, scores each variant against your tests, and archives only variants that measurably improve. | ruvnet/ | 97k | — | ~693 | Automated safety check: Pass | MIT | today |
| 73 | Build AI agents using prompt-native architecture where features are defined in prompts, not code. | sandgardenhq/ | 137 | — | ~2k | Automated safety check: Pass | Unknown | 20 days ago |
| 74 | Reports which OMG modes are active, such as autopilot, ralph, team, ultraqa and self-improve, with phase, story or cycle progress read from their state files. | zereight/ | 2k | 1 repo | ~441 | Automated safety check: Pass | MIT | today |
| 75 | Set up and run an autonomous experiment loop for any optimization target. | gianfrancopiana/ | 176 | — | ~1.5k | Automated safety check: Warn | MIT | 5 mo ago |
| 76 | Sets up and manages an Aeon agent instance that runs skills on a schedule through GitHub Actions: starting, rescheduling, debugging, editing skills and mining chat history. | aeonfun/ | 770 | — | ~9k | Automated safety check: Warn | MIT | yesterday |
| 77 | Runs one unattended ideation round for cc-wf-studio: orient on plans and issues, invent user-visible improvements, judge them against a value bar and file the winners as locked idea issues. | breaking-brake/ | 5.4k | — | ~1k | Automated safety check: Pass | Unknown | 4 days ago |
| 78 | 78.New Plan Use this when the user wants to create a new plan, start a new feature, begin a new project, or says 'new plan'. | dcodesdev/ | 100 | — | ~1.2k | Automated safety check: Pass | MIT | 8 days ago |
| 79 | 自主检索、去重并筛选可转化为 AutoResearch 优化任务的论文,核查论文与源码许可、优化面、评测、资源、效应噪声和目标 Harness 可交付性。用于从零找论文、维护候选池或在投入实现前做选题预检;不用于已经确定论文后的实验执行。 | bosprimigenious/ | 153 | — | ~506 | Automated safety check: Pass | MIT | 6 days ago |
| 80 | 80.Darwin Skill Darwin Skill (达尔文.skill): autonomous skill optimizer inspired by Karpathy's autoresearch. | HHU3637kr/ | 145 | 1 repo | ~2.2k | Automated safety check: Pass | No licence | 18 days ago |
| 81 | Runs an iterative verification loop on Google Antigravity: make one edit, run a test command, and reschedule until the command passes or the iteration budget runs out. | jtaroreh/ | 112 | — | ~607 | Automated safety check: Pass | MIT | 9 days ago |
| 82 | A skill your agent uses when the user asks Lexora Buddy to move, emote, celebrate, rest, or perform a visible desktop-pet action. | useLexora/ | 569 | — | ~232 | Automated safety check: Pass | AGPL-3.0 | today |
| 83 | Self-improving prompt optimization using the Karpathy autoresearch pattern. | balukosuri/ | 207 | — | ~5.8k | Automated safety check: Warn | No licence | 6 mo ago |
| 84 | 84.Makefaster Autoresearch loop that makes the site in this repo measurably faster. | jjcm/ | 164 | — | ~9.4k | Automated safety check: Pass | No licence | 24 days ago |
| 85 | Reference guide to the Ouroboros commands and agents, covering interviews, seed specs, evaluation, lateral-thinking personas and the evolutionary loop. | Q00/ | 6.2k | — | ~1.8k | Automated safety check: Pass | MIT | 3 days ago |
| 86 | 86.Optimize Drive structured autoresearch iteration after evo:discover and the baseline commit. | evo-hq/ | 1.5k | — | ~13k | Automated safety check: Pass | Apache-2.0 | 6 days ago |
| 87 | Autonomous AI agent platform for building and deploying continuous agents. | Orchestra-Research/ | 13k | 2 repos | ~2.3k | Automated safety check: Notes | MIT | 3 mo ago |
| 88 | 88.Langchain Framework for building LLM-powered applications with agents, chains, and RAG. | Orchestra-Research/ | 13k | 2 repos | ~3.2k | Automated safety check: Pass | MIT | 3 mo ago |
| 89 | Collaboration protocol for Ralph loop (Plan → Act → Reflect → Refine). | GetStream/ | 845 | — | ~949 | Automated safety check: Pass | Unknown | yesterday |
| 90 | 90.Ralph Loop Start Ralph Loop - auto-continues until task completion. An agent skill from charfeng1/opencode-ralph-loop. | charfeng1/ | 112 | — | ~517 | Automated safety check: Pass | MIT | 1 mo ago |
| 91 | Turn original SRT and design into editable B-roll through an independent Director, focused chapter creators, and visual review. | erduo1998-cell/ | 210 | — | ~1.5k | Automated safety check: Warn | MIT | today |
| 92 | 92.Slm Loop Gate-verified bounded loops with SuperLocalMemory as the durable ledger. | qualixar/ | 230 | — | ~2k | Automated safety check: Notes | AGPL-3.0 | yesterday |
| 93 | Guide a complete baseline-first ML or computational data-science method-innovation project, from workspace and direction discovery through finding and running common and recent baselines, diagnosing… | haibarazz/ | 93 | — | ~715 | Automated safety check: Pass | No licence | 18 days ago |
| 94 | 94.Tinyplace Live on tiny.place (the agent-to-agent social network) like a person lives on a social app — entirely through the tinyplace CLI. | tinyhumansai/ | 138 | — | ~5.1k | Automated safety check: Pass | GPL-3.0-or-later | 2 mo ago |
| 95 | Single entry point that routes long or ambiguous agent tasks, checks live state, bounds autonomous loops and leaves a resumable handoff. | majiayu000/ | 287 | — | ~2.1k | Automated safety check: Pass | MIT | 2 days ago |
| 96 | 96.ULW Loop Runs a long task as a checkpointed goal loop: it creates goals, mirrors each step into a todo list, gathers evidence per criterion and lands every goal before the next. | code-yeongyu/ | 70k | — | ~3.2k | Automated safety check: Pass | Unknown | today |