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Verification before completion
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/ | 10k | 9 repos | ~1.6k | Automated safety check: Pass | No licence | today |
| 2 | Verifies a delivery end to end by driving the real product on a CLI, web, desktop or iOS Simulator surface, capturing evidence and publishing a round with the lh CLI. | lobehub/ | 83k | — | ~9.7k | Automated safety check: Pass | Apache-2.0 | today |
| 3 | 3.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 repo | ~1.1k | Automated safety check: Pass | MIT | 29 days ago |
| 4 | Keeps an agent focused on the requested work by applying a five-step ladder that checks for direct solutions, real gaps and speculative defenses before adding anything. | lennney/ | 2.5k | 1 repo | ~2k | Automated safety check: Pass | MIT | yesterday |
| 5 | A skill your agent uses when about to claim work is complete, fixed, or passing, before committing or creating PRs - requires running verification commands and confirming output before making any… | farm-fe/ | 5.6k | 46 repos | ~1k | Automated safety check: Pass | MIT | 16 days ago |
| 6 | Adds short, pointed workplace reminders drawn from two Chinese essays on corporate culture, nudging the agent to prove results with evidence instead of polished reports. | tanweai/ | 20k | — | ~556 | Automated safety check: Pass | MIT | 29 days ago |
| 7 | Proves a Codewhale change in the real product: a stamped release build, an atomic local install, fresh-shell verification and manual QA that automated gates cannot cover. | codewhale-hq/ | 41k | — | ~1.3k | Automated safety check: Pass | MIT | today |
| 8 | Explains why editing CUTLASS fused-MHA headers in ONNX Runtime can leave stale CUDA kernels after an incremental build, and how to force and verify a real rebuild. | microsoft/ | 22k | — | ~1.3k | Automated safety check: Pass | MIT | today |
| 9 | Records an annotated screen recording of the agent testing an app hands-on, then posts the video and a results summary to the PR and tracker issue. | michaelshimeles/ | 1.3k | 1 repo | ~3.9k | Automated safety check: Pass | No licence | 4 days ago |
| 10 | 10.Atomicmail Read and write email through the Atomic Mail from an AI agent. | Atomic-Mail/ | 266 | 1 repo | ~2k | Automated safety check: Pass | MIT | 10 days ago |
| 11 | 11.Precheck PR Self-check your branch before creating a PR — catch dead code, prevent new model-specific Python examples, verify accuracy/perf claims, validate PR title format, and confirm merge readiness. | vllm-project/ | 7.1k | — | ~1.4k | Automated safety check: Pass | Apache-2.0 | today |
| 12 | The binding directive for ultrawork mode: evidence-first delivery, a light or heavy process tier, and constant use of memory during the work. | code-yeongyu/ | 3.7k | — | ~6.9k | Automated safety check: Pass | MIT | today |
| 13 | 13.Drawio AWS A skill your agent uses when the user asks for an AWS architecture diagram — VPC/networking, event-driven, landing zone, multi-AZ, serverless pipeline, or any diagram built with AWS service icons. | sparklabx/ | 652 | 1 repo | ~1.6k | Automated safety check: Pass | MIT | 6 days ago |
| 14 | Delivers a change in thin vertical slices, each implemented, tested, verified and committed before the next, using vertical, contract-first or risk-first slicing. | addyosmani/ | 103k | 1 repo | ~2.3k | Automated safety check: Pass | MIT | 5 days ago |
| 15 | Pushes an agent to keep verifying and changing approach after repeated failures, using a diagnosis line, evidence-based completion and confirmation before risky edits. | tanweai/ | 20k | — | ~502 | Automated safety check: Pass | MIT | 29 days ago |
| 16 | Executes a written implementation plan task by task in the current session, with a progress ledger, test-first gates and one fresh-context review at the end. | jnMetaCode/ | 8.3k | — | ~2.5k | Automated safety check: Pass | MIT | 4 days ago |
| 17 | 17.Drawio Azure A skill your agent uses when the user asks for an Azure architecture diagram — VNet/networking, App Service, AKS, landing zone, multi-region, or any diagram built with Azure service icons. | sparklabx/ | 652 | 1 repo | ~1.6k | Automated safety check: Pass | MIT | 6 days ago |
| 18 | Confirms that a change to PlotJuggler 4 really works in the running app by proving the rebuild, launching with real data and measuring the result. | PlotJuggler/ | 6.2k | — | ~956 | Automated safety check: Pass | MPL-2.0 | 7 days ago |
| 19 | Runs the Antigravity CLI headlessly with the agy command to analyze a repository or carry out a coding task, then checks its JSON result and the diff. | CherryHQ/ | 52k | — | ~531 | Automated safety check: Pass | AGPL-3.0 | today |
| 20 | 20.Task Creator SkillsBench task authoring — walk a contributor from idea to submission-ready task following CONTRIBUTING.md and the task-implementation rubric. | benchflow-ai/ | 353 | — | ~4.5k | Automated safety check: Pass | Apache-2.0 | 2 days ago |
| 21 | Researches code with evidence: traces callers, imports and cross-repo links, diagnoses failures and reports findings with exact file and line references and a confidence label. | bgauryy/ | 949 | — | ~1.5k | Automated safety check: Pass | MIT | 5 days ago |
| 22 | 22.Review PR Review pull requests and local branches for vllm-project/vllm-omni with a frozen snapshot, module-design ownership, feature-design overlays, targeted validation, and concise evidence-backed findings. | vllm-project/ | 7.1k | — | ~3.8k | Automated safety check: Pass | Apache-2.0 | today |
| 23 | A skill your agent uses when an AI agent wants to participate in the Haidian Centennial Jing-Zhang AI Innovation Belt open call, follow changing materials and community discussion, generate or… | open-city-ai/ | 415 | — | ~9.4k | Automated safety check: Pass | No licence | 1 mo ago |
| 24 | A skill your agent uses when about to claim a result, effect, significance, or that an analysis reproduces, before reporting or writing it up - requires running the analysis fresh and reading the… | K-Dense-AI/ | 348 | 1 repo | ~1.5k | Automated safety check: Pass | Unknown | 25 days ago |
| 25 | 25.Drawio Bpmn A skill your agent uses when the user asks for a BPMN diagram, swimlane diagram, business process map, or workflow diagram with roles/lanes and phases. | sparklabx/ | 652 | 1 repo | ~1.7k | Automated safety check: Pass | MIT | 6 days ago |
| 26 | Decomposes a complex feature into tasks, dispatches parallel specialist agents with durable state, and supervises verification, QA review and retries. | first-fluke/ | 1.3k | — | ~4.1k | Automated safety check: Pass | MIT | today |
| 27 | Adds a second, stronger model that the main agent consults before major decisions, when stuck and before finishing, controlled by /advisor commands. | cursor/ | 10k | — | ~2.6k | Automated safety check: Notes | No licence | today |
| 28 | 28.Docs Guard Checks generated or edited documentation against the source code, flagging invented symbols, outdated samples and unverifiable claims before publishing. | amElnagdy/ | 1.3k | — | ~2.1k | Automated safety check: Pass | MIT | 3 mo ago |
| 29 | A gate before merge: verify runs the real app against the spec, and review has a different model do a senior code review, without editing code. | jsmastery-pro/ | 1.4k | — | ~1.1k | Automated safety check: Notes | MIT | 1 mo ago |
| 30 | Coordinates and recovers multi-stage Light research projects from a single passport file, with checkpoints, stale-work tracking and rerouting only when you approve. | Light0305/ | 641 | — | ~3.8k | Automated safety check: Pass | MIT | 3 mo ago |
| 31 | Runs an evidence-bound audit, daily or weekly review through the requirement-ledger CLI, binding scope and authority first and blocking the final report until a handoff check passes. | adand-91/ | 125 | — | ~1.5k | Automated safety check: Pass | MIT | 22 days ago |
| 32 | A skill your agent uses when the user asks for a Databricks lakehouse architecture diagram — medallion architecture (Bronze/Silver/Gold), Delta Lake, Unity Catalog, workspace deployment… | sparklabx/ | 652 | 1 repo | ~1.6k | Automated safety check: Pass | MIT | 6 days ago |
| 33 | Turns a one-line idea into a task brief of up to 4000 characters that an autonomous agent can run through /goal, with measured baselines and cheat-resistant acceptance checks. | KKKKhazix/ | 21k | — | ~723 | Automated safety check: Pass | MIT | 7 days ago |
| 34 | Pushes an agent that keeps failing or gives up to exhaust every option, using harsh corporate-pressure wording, a diagnosis line and a proactivity checklist. | tanweai/ | 20k | — | ~3.3k | Automated safety check: Pass | MIT | 29 days ago |
| 35 | Applies a 12-stage verified workflow, from research to deploy, to non-trivial coding tasks, scaled to lightweight, standard or full mode by task size. | artemiimillier/ | 153 | — | ~3.5k | Automated safety check: Pass | MIT | 6 mo ago |
| 36 | Proves the Puppetmaster Jev transition behaves as specified: unset never uses the network, opt-in may skip the conflict auditor, and later versions only observe. | professorpalmer/ | 467 | — | ~525 | Automated safety check: Pass | MIT | today |
| 37 | Final checklist before handing work back in the herdr-auto-title repo: review the diff, run make check, apply the comment and AGENTS.md rules, then report. | kryptamine/ | 237 | — | ~605 | Automated safety check: Pass | MIT | yesterday |
| 38 | Run the infrastructure health check and fix anything that fails | diet103/ | 10k | — | ~363 | Automated safety check: Pass | MIT | 2 mo ago |
| 39 | Read-only detector that compares SPEC.md with the code and reports invariant, interface and task drift grouped by severity, without changing anything. | JuliusBrussee/ | 1.1k | — | ~666 | Automated safety check: Pass | MIT | 1 mo ago |
| 40 | 40.Drawio GCP A skill your agent uses when the user asks for a GCP or Google Cloud architecture diagram — VPC/networking, GKE, Cloud Run, landing zone, multi-region, or any diagram built with GCP service icons. | sparklabx/ | 652 | 1 repo | ~1.6k | Automated safety check: Pass | MIT | 6 days ago |
| 41 | Scores an agent's finished work with a three-stage pipeline: free mechanical checks, an advisory semantic review, and an optional multi-model consensus vote. | Q00/ | 6.2k | — | ~2.2k | Automated safety check: Pass | MIT | yesterday |
| 42 | Human handoff, Linear branch names, reviewable (non-draft) PRs, the cursor GitHub label, Claude, Greptile, and Codex review comments, preview test steps, proof of work posted on the GitHub PR, and… | langfuse/ | 36k | — | ~1.7k | Automated safety check: Pass | Unknown | today |
| 43 | 43.Fable Mode A work-discipline protocol that makes Opus 4.8 (or any non-frontier model) operate at Fable-5-grade quality. | cozytab/ | 106 | — | ~4.8k | Automated safety check: Pass | MIT | 2 mo ago |
| 44 | A skill your agent uses when the user wants to set up / scaffold / install a file-based multi-agent orchestration system in a folder. | netwaif/ | 106 | — | ~629 | Automated safety check: Pass | MIT | 1 mo ago |
| 45 | Applies Procoder's senior-developer discipline in a repository: run the commit gate, format through the binary and work through specs, plans and todos. | azrtydxb/ | 211 | — | ~3.7k | Automated safety check: Pass | Apache-2.0 | 10 days ago |
| 46 | A required checklist for after code changes: validate each changed layer, check that docs and other layers stay in sync, and test before committing or opening a PR. | ZeroDeng01/ | 1.7k | — | ~4.4k | Automated safety check: Pass | MIT | today |
| 47 | Runs a math modeling contest pipeline for CUMCM and MCM/ICM entries in Codex CLI, with git checkpoints, verified solver code and human review at each stage. | RealSeaberry/ | 257 | — | ~1.6k | Automated safety check: Pass | MIT | 27 days ago |
| 48 | Pushes an agent that keeps failing, gives up or claims unverified success into a diagnosis, evidence and verification loop, with a Pi extension for persistent mode. | tanweai/ | 20k | — | ~569 | Automated safety check: Pass | MIT | 29 days ago |