Engineering Agentic Loops
295 loops for engineering — ranked by real GitHub stars, refreshed continuously, never faked.
# Loop Stars
1 The 100% test coverage loop A goal-based coding-agent workflow that identifies uncovered behavior, adds meaningful tests, and stops when the full suite passe… 2.2k ★ 2 The architecture satisfaction loop A bounded refactoring workflow that live-tests the system, runs an independent review, commits checkpoints, and records progress. 2.2k ★ 3 The architecture-preserving code refactor loop An AI coding-agent workflow for improving a targeted code area through dependency mapping, atomic refactors, baseline tests, and… 2.2k ★ 4 The autonomy-loop builder-reviewer loop An autonomy-loop workflow in which a builder and adversarial reviewer pass a git baton between worktrees and prove each new test… 2.2k ★ 5 The Clodex adversarial-review loop A Claude-and-Codex workflow that opens a pull request, runs an independent Codex review, fixes blocking findings, and repeats. 2.2k ★ 6 The Codex completion-contract loop A goal-planner-codex workflow that defines completion up front, tracks proof for every requirement, and prevents partial Codex wo… 2.2k ★ 7 The cold-load trimmer loop A web performance workflow that reduces the data downloaded before the first screen appears, while tests and screenshots protect… 2.2k ★ 8 The dependency triage loop A safe Dependabot review loop that checks current diffs, release information, exact-head CI, and repository tests before repairin… 2.2k ★ 9 The dependency-CVE burndown loop A software-security workflow that ranks dependency CVEs by reachability and exposure, applies one bounded fix, and verifies the c… 2.2k ★ 10 The docs sweep A reusable AI coding-agent workflow for comparing documentation with the current codebase, fixing drift, and opening a reviewable… 2.2k ★ 11 The error-message rewrite loop An AI coding-agent workflow for inventorying user-visible errors, replacing internal or confusing text, and proving each reachabl… 2.2k ★ 12 The evidence-first feature loop An AI coding-agent workflow for grounding one small feature change in current code, APIs, data contracts, and tests before implem… 2.2k ★ 13 The five-minute repository maintainer loop A five-minute Codex workflow that triages repositories, directs bounded maintenance to dedicated threads, and requires proof and… 2.2k ★ 14 The fresh-clone loop A disposable-environment workflow that follows the README from scratch, fixes every hidden setup assumption, and restarts until o… 2.2k ★ 15 The Goal Forge loop A planning workflow that interviews the user, writes what should be built in SPEC.md, and writes how Codex should execute and ver… 2.2k ★ 16 The Groundtruth loop A read-only project-audit workflow that verifies architecture, security, platform behavior, operations, and business logic from c… 2.2k ★ 17 The housekeeper loop A conservative code-project cleanup that proves one small opportunity is safe, makes the smallest useful change, and keeps it onl… 2.2k ★ 18 The logging coverage loop A goal-based observability workflow that audits important paths, adds useful structured logs, and verifies success and failure ev… 2.2k ★ 19 The Loop Harness verification loop A scheduled Loop Harness workflow that runs Claude in an isolated worktree and ships staged output only after a second Claude ses… 2.2k ★ 20 The nightly changelog loop A scheduled coding-agent workflow that reviews the previous day's changes and keeps user-facing release history complete and curr… 2.2k ★ 21 The prepare-a-new-project loop A planning workflow that closes documentation gaps until requirements, technical design, acceptance criteria, and test strategy d… 2.2k ★ 22 The production error sweep A scheduled production-log workflow that traces actionable errors to root causes, verifies fixes, opens a pull request, and stops… 2.2k ★ 23 The propagation compliance loop A consistency check for values copied across a code project: update every affected copy, find leftovers, and prove that only inte… 2.2k ★ 24 The React Doctor 100/100 loop An AI coding-agent workflow for inventorying every production React app, fixing React Doctor findings without suppression, and pr… 2.2k ★ 25 The React Doctor repair loop An AI coding-agent workflow for baselining React Doctor, repairing a small batch of real errors or warnings, and verifying that e… 2.2k ★ 26 The recent-feedback sweep A project audit that turns recent user-reported problems into reusable failure patterns, fixes every confirmed match, and verifie… 2.2k ★ 27 The repository cleanup loop A repository-hygiene workflow that audits branches, pull requests, commits, and worktrees, recovers valuable changes, and removes… 2.2k ★ 28 The stable-frame-rate loop A repeatable game-performance workflow that measures frame time, CPU, GPU, and memory under fixed conditions and keeps only regre… 2.2k ★ 29 The sub-50 ms page-load loop A performance optimization workflow for coding agents that uses one repeatable benchmark and stops only when every target page me… 2.2k ★ 30 The test stabilizer loop A flaky-test repair workflow that measures inconsistent results, fixes one root cause at a time, and stops after a defined streak… 2.2k ★ 31 The test-suite speed loop A performance workflow for reducing test runtime under repeatable conditions without weakening coverage, assertions, isolation, o… 2.2k ★ 32 The ticket-to-PR-ready loop A bounded engineering workflow that turns a ticket, failing behavior, or customer complaint into a proven root cause, minimal pat… 2.2k ★ 33 
Agent Ci Dev redwoodjs/agent-ci Run local CI to verify changes before completing work 707 ★ 34 
Verify anyproto/anytype-swift Run build verification on current changes. 497 ★ 35 
Plan harperreed/dotfiles Draft a detailed, step-by-step blueprint for building this project. Then, once you have a solid plan, break it down into small, i… 327 ★ 36 
Work arsfeld/reel {{if (eq args.length 0)}}
ERROR: Task ID required. Usage: /work <task-id 195 ★ 37 
Ralphy Implement wenqingyu/ralphy-openspec You are implementing an OpenSpec change located under openspec/changes/<change-name/. 186 ★ 38 
Hegelion Hmbown/Hegelion Task: $ARGUMENTS 166 ★ 39 
Ralph Loop tobiasosborne/alethfeld | description | argument-hint | allowed-tools | hide-from-slash-command-tool |
|---|---|---|---|
| Start Ralph Wiggum loop in cur… 142 ★ 40 
Ghactions aikts/yandex-tracker-mcp validate GitHub Actions workflows 85 ★ 41 
Bug Report appboypov/pew-pew-plaza-packs Start the guided process for updating an existing bug report. 82 ★ 42 Discovery appboypov/pew-pew-plaza-packs When this command is used, check if any required information is missing. If so, ask the user to provide it. Otherwise, proceed wi… 82 ★ 43 Implementation Plan appboypov/pew-pew-plaza-packs When this command is used, check if any required information is missing. If so, ask the user to provide it. Otherwise, proceed wi… 82 ★ 44 Milestone appboypov/pew-pew-plaza-packs When this command is used, check if any required information is missing. If so, ask the user to provide it. Otherwise, proceed wi… 82 ★ 45 Requirements appboypov/pew-pew-plaza-packs When this command is used, check if any required information is missing. If so, ask the user to provide it. Otherwise, proceed wi… 82 ★ 46 Roadmap appboypov/pew-pew-plaza-packs When this command is used, check if any required information is missing. If so, ask the user to provide it. Otherwise, proceed wi… 82 ★ 47 Story appboypov/pew-pew-plaza-packs When this command is used, check if any required information is missing. If so, ask the user to provide it. Otherwise, proceed wi… 82 ★ 48 
Mcp Batch Research wheattoast11/openrouter-deep-research-mcp Run multiple queries in parallel. Max 10. 53 ★ 49 
Monitor sanmak/specops Monitor GitHub Actions CI status for the current branch. If any workflow fails, diagnose the failure, fix it, commit, push, and r… 50 ★ 50 
Fix Ci torlando-tech/ble-reticulum Check the GitHub Actions CI status and fix any failures: 47 ★ 51 
Tab Rename allierays/agentic-loop Rename the current terminal tab so you can tell your Claude Code tabs apart. 38 ★ 52 Vibe Help allierays/agentic-loop Quick reference cheatsheet for all agentic-loop commands including Ralph. 38 ★ 53 
Ralph Status IgorGanapolsky/trading Check the status of an active or recent Ralph Wiggum loop. 36 ★ 54 
Ldp reedrw/nix-config Run ldp $ARGUMENTS. 32 ★ 55 
Cancel Ralph kumaran-is/claude-code-onboarding Cancel an active Ralph loop immediately. Deletes the state file so the loop stops on the next turn exit. 31 ★ 56 Iterate Pr kumaran-is/claude-code-onboarding Autonomously iterate on the current PR until all CI checks pass and all high/medium review feedback is addressed 31 ★ 57 
Pr Rebase ishandutta2007/Open-Laudable Rebase the current branch on the latest upstream changes, resolve conflicts, and push. 31 ★ 58 
Loop tatargabor/set-core Start an autonomous Ralph loop for the given change-id and task. 29 ★ 59 
Delegate Issues edspencer/herdctl Delegate multiple GitHub issues in parallel, each to its own autonomous worker via /delegate-issue 28 ★ 60 
Goal Harness jleechanorg/claude-commands Goal Harness — work on a goal until /es, /er, /code_standards, and Independent Agent Review all pass via adversarial subagents 27 ★ 61 Pair jleechanorg/claude-commands Launch ralph-pair (coder + deterministic verifier) 27 ★ 62 
Fix KenKaiii/gg-framework Run typechecking, linting, and formatting checks, then spawn parallel agents to fix all issues 25 ★ 63 
Conductor Archive NguyenSiTrung/Conductor-Beads Archive completed tracks 24 ★ 64 
Slack Scan imcvampire/anytype-mind Deep scan Slack channels and DMs for evidence involving a specific person or project. Extracts every touchpoint with timestamps f… 23 ★ 65 
Archive r0man/beads.el Archive a completed OpenSpec change after all beads issues are closed. 11 ★ 66 
Commit buildhaus/workbench Commits local changes in atomic commits with conventional messages. Optionally provide an issue ID. 11 ★ 67 Execute buildhaus/workbench Implements an issue's plan. Provide an issue ID as the argument. 11 ★ 68 Plan buildhaus/workbench Creates a detailed implementation plan for an issue. Provide an issue ID as the argument. 11 ★ 69 
Rebase phatblat/dotfiles Rebase current branch onto a target branch using the optimal strategy 11 ★ 70 Research buildhaus/workbench Researches the codebase in context of an issue. Provide an issue ID as the argument. 11 ★ 71 Review buildhaus/workbench Reviews the implementation of an issue against its plan. Provide an issue ID as the argument. 11 ★ 72 Ticket buildhaus/workbench Creates a structured ticket for an issue. Provide an issue ID as the argument. 11 ★ 73 
Watch Merge MatthewMckee4/gdsr Watch PR checks, fix failures, and squash merge 11 ★ 74 
Execute Prp henkisdabro/cloudflare-workers-react-boilerplate Implement a feature using the PRP file. 10 ★ 75 
Gh Ci Fix m96-chan/OBS-WebRTC-Link GitHub CIをすべてPASSさせる 10 ★ 76 
Rebase Master dixus/claudeframework Fetch origin/master and rebase the current branch onto it 10 ★ 77 
Sap Table Dump kts982/mcp-sap-gui Read ALL rows from the table on the current SAP screen, handling pagination for both ALV grids and TableControls. 10 ★ 78 
Cancel Ralph akiojin/llmlb Cancel active Ralph Wiggum loop (project) 9 ★ 79 
Execute Prp epastorc/context-engineering-template-claude 2. ULTRATHINK
- Deeply analyze the plan
- Break down complex tasks into manageable steps
- Use TodoWrite to track implem… 9 ★ 80 
Go patwalls/headroom GO — start the Headroom autonomous loop. The highest-level loop — it builds the whole thing, lap after lap, until you stop it. 9 ★ 81 
Loop Auto mfittko/dev-loops Run an autonomous dev loop on a GitHub issue until the human approval checkpoint. 9 ★ 82 Ralph Loop akiojin/llmlb Start Ralph Wiggum loop in current session (project) 9 ★ 83 Babysit jleechanorg/agent-orchestrator Multi-PR triage — survey all open PRs, classify, and spawn parallel AO workers to bring them to green. 8 ★ 84 
Fix Build mpc-eng/apos Diagnose and fix build errors for the active app. 8 ★ 85 
Start Project RyanLisse/mexc-sniper-bot Execute project tasks in batches using specialized agents and validation workflow 8 ★ 86 
Run Bridge 0xHoneyJar/loa-freeside Autonomous excellence loop with iterative Bridgebuilder review 7 ★ 87 
Bmad Bmm Epic Pipeline faiscadev/fila Autonomous orchestrator that chains execute-epic, epic-review, retrospective, and correct-course in a continuous loop until all e… 6 ★ 88 
Execute Prp StreetOfCode/streetofcode-web Implement a feature using using the PRP file. 6 ★ 89 
Implement Tasks robinbortlik/tempo Now that we have a spec and tasks list ready for implementation, we will proceed with implementation of this spec by following th… 6 ★ 90 
Cub:Run lavallee/cub You are launching cub's autonomous task execution loop. Determine the right flags from the user's input. 5 ★ 91 
Hexrun Diplow/hexframe Coordinates use format userId,groupId:path (e.g., abc123,0:6). 5 ★ 92 
Implement juan294/cc-rpi Implement the plan at: $ARGUMENTS 5 ★ 93 
Verify Insightpulseai/odoo You are the VERIFIER agent. 5 ★ 94 
Babysit Pr movito/adversarial-workflow Monitor a PR through bot reviews, triage threads, fix issues, and repeat until clean 4 ★ 95 
Commit And Push Gusto/embedded-react-sdk This command commits current work in progress and pushes it to github 4 ★ 96 
Do Plan mauricioacp/zambia You are an experienced, pragmatic software project manager who previously worked as an engineer. Your job is to craft a clear, de… 4 ★ 97 
Finish Pr talmolab/sam-track Finalize the current PR: commit remaining changes, ensure CI passes, update PR description, and squash merge. 4 ★ 98 
Fix Types utkuatasoy/dotfiles Run uv run pyrefly check . to check for type errors and warnings in the codebase. 4 ★ 99 
Github Issue andrem-sec/psc-comet File a structured GitHub issue — reads the actual template at runtime, auto-gathers context, enforces one concept per issue 4 ★ 100 
Monitor Pr blooop/bencher Monitor the pull request for CI failures and review comments, then fix any issues. 4 ★
Agent Ci Dev redwoodjs/agent-ci Run local CI to verify changes before completing work 707 ★ 34 Verify anyproto/anytype-swift Run build verification on current changes. 497 ★ 35 Plan harperreed/dotfiles Draft a detailed, step-by-step blueprint for building this project. Then, once you have a solid plan, break it down into small, i… 327 ★ 36 Work arsfeld/reel {{if (eq args.length 0)}}
ERROR: Task ID required. Usage: /work <task-id 195 ★ 37 Ralphy Implement wenqingyu/ralphy-openspec You are implementing an OpenSpec change located under openspec/changes/<change-name/. 186 ★ 38 Hegelion Hmbown/Hegelion Task: $ARGUMENTS 166 ★ 39 Ralph Loop tobiasosborne/alethfeld | description | argument-hint | allowed-tools | hide-from-slash-command-tool |
|---|---|---|---|
| Start Ralph Wiggum loop in cur… 142 ★ 40 Ghactions aikts/yandex-tracker-mcp validate GitHub Actions workflows 85 ★ 41 Bug Report appboypov/pew-pew-plaza-packs Start the guided process for updating an existing bug report. 82 ★ 42 Discovery appboypov/pew-pew-plaza-packs When this command is used, check if any required information is missing. If so, ask the user to provide it. Otherwise, proceed wi… 82 ★ 43 Implementation Plan appboypov/pew-pew-plaza-packs When this command is used, check if any required information is missing. If so, ask the user to provide it. Otherwise, proceed wi… 82 ★ 44 Milestone appboypov/pew-pew-plaza-packs When this command is used, check if any required information is missing. If so, ask the user to provide it. Otherwise, proceed wi… 82 ★ 45 Requirements appboypov/pew-pew-plaza-packs When this command is used, check if any required information is missing. If so, ask the user to provide it. Otherwise, proceed wi… 82 ★ 46 Roadmap appboypov/pew-pew-plaza-packs When this command is used, check if any required information is missing. If so, ask the user to provide it. Otherwise, proceed wi… 82 ★ 47 Story appboypov/pew-pew-plaza-packs When this command is used, check if any required information is missing. If so, ask the user to provide it. Otherwise, proceed wi… 82 ★ 48 Mcp Batch Research wheattoast11/openrouter-deep-research-mcp Run multiple queries in parallel. Max 10. 53 ★ 49 Monitor sanmak/specops Monitor GitHub Actions CI status for the current branch. If any workflow fails, diagnose the failure, fix it, commit, push, and r… 50 ★ 50 Fix Ci torlando-tech/ble-reticulum Check the GitHub Actions CI status and fix any failures: 47 ★ 51 Tab Rename allierays/agentic-loop Rename the current terminal tab so you can tell your Claude Code tabs apart. 38 ★ 52 Vibe Help allierays/agentic-loop Quick reference cheatsheet for all agentic-loop commands including Ralph. 38 ★ 53 Ralph Status IgorGanapolsky/trading Check the status of an active or recent Ralph Wiggum loop. 36 ★ 54 Ldp reedrw/nix-config Run ldp $ARGUMENTS. 32 ★ 55 Cancel Ralph kumaran-is/claude-code-onboarding Cancel an active Ralph loop immediately. Deletes the state file so the loop stops on the next turn exit. 31 ★ 56 Iterate Pr kumaran-is/claude-code-onboarding Autonomously iterate on the current PR until all CI checks pass and all high/medium review feedback is addressed 31 ★ 57 Pr Rebase ishandutta2007/Open-Laudable Rebase the current branch on the latest upstream changes, resolve conflicts, and push. 31 ★ 58 Loop tatargabor/set-core Start an autonomous Ralph loop for the given change-id and task. 29 ★ 59 Delegate Issues edspencer/herdctl Delegate multiple GitHub issues in parallel, each to its own autonomous worker via /delegate-issue 28 ★ 60 Goal Harness jleechanorg/claude-commands Goal Harness — work on a goal until /es, /er, /code_standards, and Independent Agent Review all pass via adversarial subagents 27 ★ 61 Pair jleechanorg/claude-commands Launch ralph-pair (coder + deterministic verifier) 27 ★ 62 Fix KenKaiii/gg-framework Run typechecking, linting, and formatting checks, then spawn parallel agents to fix all issues 25 ★ 63 Conductor Archive NguyenSiTrung/Conductor-Beads Archive completed tracks 24 ★ 64 Slack Scan imcvampire/anytype-mind Deep scan Slack channels and DMs for evidence involving a specific person or project. Extracts every touchpoint with timestamps f… 23 ★ 65 Archive r0man/beads.el Archive a completed OpenSpec change after all beads issues are closed. 11 ★ 66 Commit buildhaus/workbench Commits local changes in atomic commits with conventional messages. Optionally provide an issue ID. 11 ★ 67 Execute buildhaus/workbench Implements an issue's plan. Provide an issue ID as the argument. 11 ★ 68 Plan buildhaus/workbench Creates a detailed implementation plan for an issue. Provide an issue ID as the argument. 11 ★ 69 Rebase phatblat/dotfiles Rebase current branch onto a target branch using the optimal strategy 11 ★ 70 Research buildhaus/workbench Researches the codebase in context of an issue. Provide an issue ID as the argument. 11 ★ 71 Review buildhaus/workbench Reviews the implementation of an issue against its plan. Provide an issue ID as the argument. 11 ★ 72 Ticket buildhaus/workbench Creates a structured ticket for an issue. Provide an issue ID as the argument. 11 ★ 73 Watch Merge MatthewMckee4/gdsr Watch PR checks, fix failures, and squash merge 11 ★ 74 Execute Prp henkisdabro/cloudflare-workers-react-boilerplate Implement a feature using the PRP file. 10 ★ 75 Gh Ci Fix m96-chan/OBS-WebRTC-Link GitHub CIをすべてPASSさせる 10 ★ 76 Rebase Master dixus/claudeframework Fetch origin/master and rebase the current branch onto it 10 ★ 77 Sap Table Dump kts982/mcp-sap-gui Read ALL rows from the table on the current SAP screen, handling pagination for both ALV grids and TableControls. 10 ★ 78 Cancel Ralph akiojin/llmlb Cancel active Ralph Wiggum loop (project) 9 ★ 79 Execute Prp epastorc/context-engineering-template-claude 2. ULTRATHINK
- Deeply analyze the plan
- Break down complex tasks into manageable steps
- Use TodoWrite to track implem… 9 ★ 80 Go patwalls/headroom GO — start the Headroom autonomous loop. The highest-level loop — it builds the whole thing, lap after lap, until you stop it. 9 ★ 81 Loop Auto mfittko/dev-loops Run an autonomous dev loop on a GitHub issue until the human approval checkpoint. 9 ★ 82 Ralph Loop akiojin/llmlb Start Ralph Wiggum loop in current session (project) 9 ★ 83 Babysit jleechanorg/agent-orchestrator Multi-PR triage — survey all open PRs, classify, and spawn parallel AO workers to bring them to green. 8 ★ 84 Fix Build mpc-eng/apos Diagnose and fix build errors for the active app. 8 ★ 85 Start Project RyanLisse/mexc-sniper-bot Execute project tasks in batches using specialized agents and validation workflow 8 ★ 86 Run Bridge 0xHoneyJar/loa-freeside Autonomous excellence loop with iterative Bridgebuilder review 7 ★ 87 Bmad Bmm Epic Pipeline faiscadev/fila Autonomous orchestrator that chains execute-epic, epic-review, retrospective, and correct-course in a continuous loop until all e… 6 ★ 88 Execute Prp StreetOfCode/streetofcode-web Implement a feature using using the PRP file. 6 ★ 89 Implement Tasks robinbortlik/tempo Now that we have a spec and tasks list ready for implementation, we will proceed with implementation of this spec by following th… 6 ★ 90 Cub:Run lavallee/cub You are launching cub's autonomous task execution loop. Determine the right flags from the user's input. 5 ★ 91 Hexrun Diplow/hexframe Coordinates use format userId,groupId:path (e.g., abc123,0:6). 5 ★ 92 Implement juan294/cc-rpi Implement the plan at: $ARGUMENTS 5 ★ 93 Verify Insightpulseai/odoo You are the VERIFIER agent. 5 ★ 94 Babysit Pr movito/adversarial-workflow Monitor a PR through bot reviews, triage threads, fix issues, and repeat until clean 4 ★ 95 Commit And Push Gusto/embedded-react-sdk This command commits current work in progress and pushes it to github 4 ★ 96 Do Plan mauricioacp/zambia You are an experienced, pragmatic software project manager who previously worked as an engineer. Your job is to craft a clear, de… 4 ★ 97 Finish Pr talmolab/sam-track Finalize the current PR: commit remaining changes, ensure CI passes, update PR description, and squash merge. 4 ★ 98 Fix Types utkuatasoy/dotfiles Run uv run pyrefly check . to check for type errors and warnings in the codebase. 4 ★ 99 Github Issue andrem-sec/psc-comet File a structured GitHub issue — reads the actual template at runtime, auto-gathers context, enforces one concept per issue 4 ★ 100 Monitor Pr blooop/bencher Monitor the pull request for CI failures and review comments, then fix any issues. 4 ★ Showing the top 100 of 295 — browse and filter all agentic loops.
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Frequently asked questions
What are the best engineering loops for coding agents?
Ranked by GitHub stars, the current top engineering loops are: The 100% test coverage loop (2.2k ★), The architecture satisfaction loop (2.2k ★), The architecture-preserving code refactor loop (2.2k ★), The autonomy-loop builder-reviewer loop (2.2k ★), The Clodex adversarial-review loop (2.2k ★).
How do I install a engineering loop?
Loops are workflow patterns, not packages: open the loop's page, copy its prompt or setup, and run it with your agent. Each page includes the full loop definition and source.
How many engineering loops are listed here?
295 engineering loops are currently tracked, with metrics (stars, downloads, last-update dates) sourced from GitHub and package registries and refreshed continuously.