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Development · Autonomous loops
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| # | Skill | Repository | Stars | Used in | Tokens | Auto-check | Licence | Updated |
|---|---|---|---|---|---|---|---|---|
| 1 | 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 |
| 2 | 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 |
| 3 | 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 |
| 4 | 4.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 |
| 5 | 5.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 | 9 days ago |
| 6 | 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 |
| 7 | 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 | 2 days ago |
| 8 | 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 | yesterday |
| 9 | 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 | 9 days ago |
| 10 | 10.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 |
| 11 | 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 |
| 12 | 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 |
| 13 | 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 |
| 14 | 14.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 |
| 15 | 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 |
| 16 | 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/ | 2k | 1 repo | ~1.8k | Automated safety check: Warn | MIT | today |
| 17 | Long-running agent project harness for Codex, OpenClaw, Claude Code, and other coding agents. | liangdabiao/ | 110 | — | ~1.5k | Automated safety check: Pass | No licence | 2 mo ago |
| 18 | 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/ | 1.2k | — | ~2.4k | Automated safety check: Notes | Apache-2.0 | yesterday |
| 19 | 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/ | 263 | — | ~1.8k | Automated safety check: Pass | MPL-2.0 | 9 days ago |
| 20 | 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/ | 25k | — | ~2k | Automated safety check: Pass | MIT | today |
| 21 | Autonomous iteration loops for .NET development: build-fix, test-fix, refactor, and scaffold loops. | Resgrid/ | 229 | — | ~3.6k | Automated safety check: Pass | Apache-2.0 | today |
| 22 | 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/ | 5.4k | — | ~2.1k | Automated safety check: Pass | Unknown | 4 days ago |
| 23 | Design patterns for building autonomous coding agents. An agent skill from davila7/claude-code-templates. | davila7/ | 33k | 7 repos | ~5.6k | Automated safety check: Pass | MIT | today |
| 24 | Takes a request all the way through without stopping, routing it to Compound Engineering skills so that a code change ends as an open pull request. | EveryInc/ | 25k | — | ~2k | Automated safety check: Pass | MIT | today |
| 25 | 25.Autoresearch Stateful single-mission improvement loop with strict evaluator contract, markdown decision logs, and max-runtime stop behavior | Yeachan-Heo/ | 40k | — | ~894 | Automated safety check: Pass | MIT | 2 days ago |
| 26 | Symptom-to-cause triage playbook for Flowfile (core/worker/kernel/frontend/AI) — covers "no such table" DB cascades (two distinct causes), import-time Alembic migration corruption, silent… | Edwardvaneechoud/ | 389 | — | ~6.3k | Automated safety check: Pass | MIT | today |
| 27 | Parallel version of the Ralph Loop. An agent skill from jh941213/my-cc-harness. | jh941213/ | 125 | — | ~1.3k | Automated safety check: Notes | No licence | 2 mo ago |
| 28 | Autonomous iterative experimentation loop for any programming task. | github/ | 40k | 1 repo | ~2.8k | Automated safety check: Pass | MIT | 2 days ago |
| 29 | Run metric-driven iterative optimization loops. An agent skill from leo-kuang-ai/spec-first. | leo-kuang-ai/ | 107 | — | ~13k | Automated safety check: Pass | MIT | 2 days ago |
| 30 | Pull unmerged PlatformPlatform pull requests into a downstream project by cherry-picking each one onto the platformplatform-updates branch. | platformplatform/ | 441 | — | ~2.7k | Automated safety check: Notes | MIT | 17 days ago |
| 31 | Agent Loop that runs local pre-flight CI checks, auto-fixes issues, creates/pushes the PR, monitors CI, and loops until all checks pass. | UniClipboard/ | 1.9k | — | ~2.7k | Automated safety check: Pass | AGPL-3.0 | yesterday |
| 32 | Agent Loop for tasks that need research before implementation: check existing research first, run structured investigation (bb-browser/context7/code study), produce a Brief, then implement against… | UniClipboard/ | 1.9k | — | ~2.4k | Automated safety check: Pass | AGPL-3.0 | yesterday |
| 33 | 33.Autoresearch Autonomous goal-directed iteration loop: modify, verify, keep/discard against a metric or a checkable success predicate, with bounded cycles, plateau/ceiling backstops, safety-screened commands, and… | leo-kuang-ai/ | 107 | — | ~2.2k | Automated safety check: Pass | MIT | 2 days ago |
| 34 | Copilot left 14 review comments on your PR — half are nits. An agent skill from github/awesome-copilot. | github/ | 40k | — | ~3.4k | Automated safety check: Pass | MIT | 2 days ago |
| 35 | 35.Build Fix Autonomous iteration loops for .NET: drive a broken build or failing test suite to green with bounded iterations, progress detection, and fail-safe guards that prevent infinite retries and wasted… | codewithmukesh/ | 756 | — | ~1.8k | Automated safety check: Pass | MIT | 2 mo ago |
| 36 | Agent Loop for cross-device sync/transfer issues: collect environment fingerprints from BOTH machines first, check memory for known patterns, manage hypotheses with forced falsification, and persist… | UniClipboard/ | 1.9k | — | ~3.8k | Automated safety check: Warn | AGPL-3.0 | yesterday |
| 37 | Agent Loop for build/compilation errors: run the build yourself, collect ALL errors at once, find root causes via dependency analysis, fix in order, revert failed hypotheses, loop until green. | UniClipboard/ | 1.9k | — | ~3.4k | Automated safety check: Warn | AGPL-3.0 | yesterday |
| 38 | 38.Autoresearch Optional, operator-gated metric experiments under .scratch/ for Home Assistant Homelab. | Apocrathia/ | 179 | — | ~1.2k | Automated safety check: Pass | No licence | 19 days ago |
| 39 | Safely triage PlanetScale schema recommendations and turn them into reviewed branches, migrations, issues, or pull requests without applying production changes. | planetscale/ | 133 | — | ~979 | Automated safety check: Pass | MIT | yesterday |
| 40 | 40.Autopilot [OMX] Strict autonomous loop: $deep-interview - $ralplan - $ultragoal (+ $team if needed) - $code-review - $ultraqa | yangyuan-zhen/ | 316 | — | ~5.8k | Automated safety check: Pass | AGPL-3.0 | 20 days ago |