Operations
1,694 rows from 542 repositories
Business operations, project management and internal process.
What Operations skills agree on
525 skill files read, by 483 of the 484 authors on this shelf whose files we hold, 2026-08-07
The middle one of the 525 measured here is ~1.5k tokens long, counted with cl100k_base
Counted by distinct author, so one author publishing three of these counts once. Where a claim sits in fewer files than authors, that is said: a claim held by forty authors across three files is one file people copied, not forty people who agreed. Near-identical wordings are grouped and the other wordings are shown, so the grouping is yours to check.
What they tell the agent to do
- Collect monitoring data throughout the simulation14 of 483 in 6 filesalso worded as collect data throughout simulation; collect data throughout the simulation
- Set the random seed for reproducibility14 of 483 in 6 filesalso worded as set the random seed; set random seed for reproducibility
- Validate simulations against analytical solutions12 of 483 in 4 filesalso worded as validate against analytical solutions; validate simple cases against analytical solutions
- Avoid Python blocking calls in processes10 of 483 in 3 filesalso worded as avoid blocking calls in processes; avoid blocking calls in simulation processes
- Clarify goals, constraints, and inputs11 of 483 in 2 files
- Implement contract tests for integration points11 of 483 in 2 filesalso worded as Implement contract tests for integrations
- Implement strangler fig infrastructure with API gateway11 of 483 in 2 filesalso worded as Implement strangler fig infrastructure
- Audit modernized components for security vulnerabilities11 of 483 in 2 filesalso worded as Audit modernized components for security
- Use resource context managers for automatic cleanup9 of 483 in 2 files
- Maintain consistent time units9 of 483 in 2 filesalso worded as stay consistent with time units
- Synthesize outputs into an executive report8 of 483 in 2 filesalso worded as synthesize script outputs into executive report format
- Ensure every action item includes owner and due date8 of 483 in 7 filesalso worded as assign an owner and due date to every action item; list action items with owner and due date
- Search for existing resources before creating new ones7 of 483 in 3 filesalso worded as search for existing artifacts before creating; search for existing resources before creating
- Validate outcomes against success criteria8 of 483 in 1 file
- Analyze the legacy codebase for technical debt8 of 483 in 1 file
What they tell it not to do
- Do not use for continuous simulations13 of 483 in 5 files
- Do not trigger events more than once13 of 483 in 5 filesalso worded as never trigger an event more than once
- Do not use for pure mathematical optimization13 of 483 in 5 filesalso worded as do not use for pure optimization; do not use for pure mathematical optimisation
- Do not use when task is unrelated to legacy modernization11 of 483 in 2 filesalso worded as Do not use when task is unrelated to modernization
- Never ask questions7 of 483 in 3 filesalso worded as do not ask leading questions; Never skip questions
- Never hardcode tool slugs6 of 483 in 2 filesalso worded as do not hardcode tool slugs
- Do not use vanity metrics6 of 483 in 5 filesalso worded as do not use vanity metrics lacking real customer value; Do not use vanity metrics like signups or likes
- Do not fabricate missing information5 of 483also worded as Do not fabricate missing details; Do not fabricate missing owners or due dates
- Do not treat output as substitute for environment-specific validation8 of 483 in 1 file
- Do not proceed if required inputs or safety boundaries are missing8 of 483 in 1 file
What they expect to be installed
- git16 of 483 in 12 files
- Task tool15 of 483 in 4 files
- simpy14 of 483 in 6 files
- python313 of 483 in 7 files
- simpy.rt13 of 483 in 5 files
- grep12 of 483
- SciPy9 of 483 in 2 files
- Playwright8 of 483 in 4 files
- jq8 of 483
- project_health_dashboard.py8 of 483 in 2 files
What they ask it to produce
- Simulation statistics reports14 of 483 in 6 filesalso worded as statistics reports; simulation reports
- CSV exports of monitored data14 of 483 in 6 filesalso worded as csv data exports; exported CSV data
- Visual dependency map13 of 483 in 4 filesalso worded as Dependency map
- Portfolio health dashboard11 of 483 in 4 filesalso worded as portfolio dashboard; Health dashboard
- Stakeholder map11 of 483also worded as stakeholder-map.md; stakeholder-map.json
- Executive summary9 of 483 in 3 files
- Standard operating procedure document9 of 483also worded as Structured Standard Operating Procedure document; standard operating procedure document updates
- Test coverage report11 of 483 in 2 files
When Operations authors say to reach for one
The situations these authors wrote into their own files, counted out of the same 483 authors, with the skills that name each one
- Modeling discrete-event systems13 of 483 in 5 files
- Simpy
- Alterlab simpy
- Scientific pkg simpy
- and 14 more on this shelf
- Performing capacity planning12 of 483 in 4 files
- Simpy
- Scientific pkg simpy
- Operations playbook
- and 13 more on this shelf
- Simulating network traffic11 of 483 in 3 files
- Simpy
- Scientific pkg simpy
- and 13 more on this shelf
- Working on legacy code modernization workflow tasks11 of 483 in 2 files
- Framework migration legacy modernize
- and 17 more on this shelf
- Vendor review5 of 483 in 2 files
- Vendor management
- and 6 more on this shelf
- User asks for stakeholder communications5 of 483
- User requests stakeholder update5 of 483
- Persona project manager
- Stakeholder update
- Write research plan
- and 2 more on this shelf
- Request to create a status update5 of 483
- Stakeholder comms
- Pm stakeholder communication
- Stakeholder update
- Sgui stakeholder update
- and 1 more on this shelf
How Operations skills are built
1,533 skill directories by 475 authors, read from their repositories’ own file trees 2026-08-05
The middle bundle among those shipping files is 3 files, 19.7 KB beside SKILL.md
Counted by distinct author, same as above, so one author publishing forty template copies counts once. SKILL.md itself is not counted as a file, so a single-file skill is one where that file is the whole skill.
The shape
- SKILL.md is the whole skill209 of 475 authors, 787 of 1,533 skills
- files ship beside it266 of 475 authors, 746 of 1,533 skills
- executable scripts ship inside86 of 475 authors, 221 of 1,533 skills
The folders they converge on
- references/182 of 475 authors, 517 of 1,533 skills
- scripts/78 of 475 authors, 197 of 1,533 skills
- agents/43 of 475 authors, 146 of 1,533 skills
- assets/37 of 475 authors, 75 of 1,533 skills
- evals/29 of 475 authors, 49 of 1,533 skills
- examples/22 of 475 authors, 65 of 1,533 skills
kubesphere/kubesphere/skills/frontend-forge-fe-operations Skill
no license17,025★ repoThe container platform tailored for Kubernetes multi-cloud, datacenter, and edge management ⎈ 🖥 ☁️
Ai governance reviewer carl ditzler
lawve-ai/awesome-legal-skills/skills/ai-governance-reviewer-carl-ditzler Skill
no license641★ repoA curated list of awesome Agent Skills for automating legal work
jabrena/plinth/skills/001-commands-inventory Skill
423★ repoPlinth is an AI-native engineering toolkit for modern Java enterprise SDLC, built around reusable Commands, Agents, Skills, and MCP Servers.
notque/vexjoy-agent/skills/business/business-ops Skill
415★ repoVexJoy AI Agent with Intelligent Routing - /do routes plain-English requests to the right specialist agent and gates the work with reviews, tests, and a learning loop.
harness/harness-skills/skills/ai-operations Skill
83★ repoA collection of structured AI agent skills that enable Claude Code, Cursor, GitHub Copilot, and other AI coding assistants to create, operate, debug, and govern Harness CI/CD workflows through natural language.
zw008/VMware-AIops/skills/vmware-aiops Skill
68★ repoVMware vCenter/ESXi AI-powered monitoring and operations. Two skills: vmware-monitor (read-only, safe) and vmware-aiops (full operations) | Claude Code Skill
Wuesteon/lean-memory/io.github.Wuesteon/lean-memory MCP server
47★ repoEmbedded, local-first agent memory: one SQLite file per namespace, no server, no cloud.
ubie-oss/n8n-cli/.claude/skills/n8n-cli Skill
45★ repoA standalone CLI tool for n8n
robustagile/six-sigma-in-r-skill/skills/six-sigma-r Skill
12★ repoAI skill for Claude Code and Codex that helps agents write correct R for Six Sigma and SPC work, including control charts, capability analysis, hypothesis tests, and ANOVA, with a method-selection layer that recommends the right technique from a plain-English problem description.
hurttlocker/token-lean/skills/token-lean Skill
8★ repoThe decisions-only orchestration discipline for AI agent fleets. One markdown skill, any model — Claude Code, Codex, Cursor, anything that reads markdown.
asarnaout/lean-context/plugins/lean-context/skills/lean-context Skill
5★ repoA Claude Code plugin that distills verbose tech docs meant for human readers into terse, agent-optimized context files.
Ronkupper/PRISM Skill
5★A framework for LLM-orchestrated research and audits. Multi-prompt, multi-session, context-disciplined.
gala-rong/life-role-inventory Skill
5★生涯與生活角色盤點——不預設角色清單的結構化訪談 Claude Skill：角色從你的敘說中浮現，收斂成一張可驗證的現況地圖。A Claude Skill for structured life-role inventory interviews (zh-TW).
OCDS German Procurement Search
qune-tech/ocds-mcp/io.github.qune-tech/ocds-mcp MCP server
5★ repoSearch and match German public procurement tenders (OCDS) from your local LLM.
VersoXBT/claude-recommended-skills/business-process-automation Skill
3★ repo9 Claude Code skills recommended by Anthropic team — production-ready skills for code review, CI/CD, debugging, scaffolding, data analysis, infrastructure ops, and more. Based on 'Lessons from Building Claude Code' by Thariq @ Anthropic.
KKenny0/git-daily-note-updater-skill Skill
no license3★根据 Git 提交历史自动生成结构化的（Obsidian ）日报内容
adamlinscott/claude-skills/skills/assumption-inventory Skill
3★ repoOpen-source Claude Code skills that bring planning, building, and verification gates to agentic coding workflows.
jgorostegui/notion-agent-cli/skills/notion-agent-cli Skill
3★ repoA Claude Code plugin that adds task-level Notion actions with markdown-first I/O for faster, lower-friction agent workflows
senu-nk/project-manager/skills/project-manager Skill
2★ repoTurn vague ideas into developer-ready specs and vertical-slice build plans — one question at a time. A gated, resumable interview that adapts its depth to project complexity. It never invents requirements: unknowns become traceable Open Questions tied directly to affected build slices. Delivered as a Claude Code skill.
Gonzih/land-acquisition-intel/skills/land-acquisition-intel Skill
no license2★ repoLand acquisition intelligence skill for Claude — score parcels for datacenters, warehouses, solar farms, and industrial sites using free ArcGIS/OSM data
Maxbase91/procurement-skills/bid-compass Skill
2★ repoOpen-source Claude Agent Skills for procurement: contract redlining, spend analysis, RFP, vendor validation, and tone
pamiray-m/product-completion-wrap Skill
2★Claude Code skill that turns a mostly-done codebase into an evidence-backed release candidate — 21 release gates covering security, legal, SEO, payments, testing & ops
yanyuliu01/interactive-report/.claude/skills/interactive-report Skill
2★ repoTurn any analysis into a magazine-quality interactive HTML document. A Claude Code skill.一句话生成claude风格hmtl网页，报告、分析都可用
Aidress skill find verified inventory management agent
Aidress-ai/aidress-skill-find-verified-inventory-management-agent Skill
2★Find a Verified Inventory Management Agent. Agent discovery, trust verification, and capability routing powered by Aidress — the coordination registry for autonomous AI agents. Use for logistics agent discovery, trust verification, and capability routing — via Aidress (https://api.aidress.ai).
AIops-tools/Proxmox-AIops/skills/proxmox-aiops Skill
2★ repoStandalone governed Proxmox VE ops — 23 MCP tools with built-in audit/budget/undo/risk-tier harness
r-irbe/proof-skills/skills/_overrides/lean-bisect Skill
2★ repoAPM-installable agent skills for Lean 4 and Mathlib4 — proof tactics, math domains, review and research workflows, generic tooling.
thespamer/claude-skill-ma-engineer Skill
no license1★M&A Engineer Agent Skill for Claude Code — 9 DD workstreams with Python automation
scagogogo/versions-skills/skills/cli-operations Skill
1★ repoAI-native version number toolkit in Go — Skills + MCP + SDK + CLI. Parse, compare, sort, group, check constraints & range-query version numbers. Works with Claude Code, Codex, Cursor, Windsurf, Cline, VS Code Copilot.
suprenvb/plumbline Skill
1★Honesty-first full-stack product partner skill for Claude Code: verify against reality, hunt silent failures, audit coverage, build-vs-buy.
sarveshtalele/aspx-analysis-skill/.claude/skills/aspx-analyzer Skill
no license1★ repozavora-ai/skill-erp-operations Skill
no license1★Order-to-cash ERP skill for AI agents — sales orders, procurement, inventory, and invoicing across SAP/NetSuite/Odoo/Zoho/Dynamics via mcp-erp (34 tools)
sgui/sgui-stakeholder-update Skill
1★Stakeholder update skill for PO/BA/PM: reframe raw status by audience, cadence, and channel with so what + the ask.
zavora-ai/skill-logistics-shipping Skill
no license1★Multi-carrier logistics skill for AI agents — shipments, rate comparison, tracking, and route optimization via mcp-logistics
zavora-ai/skill-banking-operations Skill
no license1★Banking intelligence skill for AI agents — accounts, transactions, anomaly detection, and payments across Plaid, Mono, and Open Banking via mcp-banking
Skill customer service operations
zavora-ai/skill-customer-service-operations Skill
no license1★Churn-aware customer service skill for AI agents — KB-first resolution, health-driven routing, and proactive retention via mcp-customer-service on ADK-Rust Enterprise
zavora-ai/skill-hris-people-operations Skill
no license1★HR operations skill — employees, leave, payroll, org chart via mcp-hris
zavora-ai/skill-sales-operations Skill
no license1★Enterprise sales skill — proposals, CPQ, sequences, e-signatures, forecasting via mcp-sales (PandaDoc, Apollo, Calendly, Stripe)
DannyBruno/plint/examples/bad_agent/skills/general Skill
1★ repoStatic + runtime linter for LLM agent prompts, skills, and tool definitions. Model-aware policy for Claude, GPT, OpenRouter.
MackDing/ai-native-founder-playbook-skill/ai-native-founder-playbook Skill
1★ repoAgent Skill for AI-native startup stage gates, MVP planning, PMF diagnostics, launch operations, and scale-stage moat workflows.
Rangooo/traceable-meeting-minutes Skill
1★Evidence-first meeting minutes for AI agents: decisions, actions, numerical scope, traceability, and cross-validation.
hermes98761234/lean-loop/skills/lean-loop Skill
1★ repoCompact coding-discipline skill for AI agents on small/local models — Karpathy guidelines × Superpowers loop in <500 words
skuio/sku-skills/dist/claude/inventory/adjust-inventory Skill
1★ repoOpen-source e-commerce agent skills for the SKU.io API — authored once, generated for Claude, OpenAI, and Gemini.
AgentPilotLab/agent-lean-safe-coding Skill
no license1★Windows-safe lean coding skill and plugin package for Codex, Claude Code, and AI agents.
InitusNovus/pcan-operations-skill Skill
1★Agent skill for safe PCANBasic and python-can operations, CAN-FD timing, status handling, and recovery.
scope-bid/scope-mcp/bid.scope/claims MCP server
1★ repoInsurance claims-side vendor procurement (IMEs, IA, surveillance). Preview - V2 launches Q3 2026.
Coordinalo — Service Business Operations
danioni/coordinalo-mcp/com.coordinalo/mcp-server MCP server
1★ repoScheduling, availability, clients, billing and CRM for appointment-based services.
scagogogo/mvn-skills/plugins/maven-skills/skills/maven-operations Skill
0★ repoA Go SDK + cobra CLI + MCP server for Maven: locate, build, parse POM/settings, resolve local repo, and install Maven across Linux/macOS/Windows. AI-agent friendly.
Shopify inventory health skill
useretrace/shopify-inventory-health-skill Skill
0★Generate a Shopify inventory health report from CSV exports with reorder points, safety stock, stockout risk, and replenishment guidance.
lxedge/skills/diff-to-sop Skill
no license0★ repoNever mind why the project looks ugly, just follow the SOP, step by step, complete similar tasks.
Shopify inventory export cleaner skill
useretrace/shopify-inventory-export-cleaner-skill Skill
0★Clean messy Shopify product, order, and inventory CSV exports before re-import or downstream analysis.
GonsonInter/novel-writer-workflow/skills/novel-chapter-sop Skill
0★ repoClaude Code skills for novel writing: two-phase workflow with six composable sub-skills covering ideation, framework, chapter SOP, consistency guards, and finalization
zhujian0409/stakeholder-writeup-skills/stakeholder-writeup Skill
0★ repoClaude Code skill — turn a multi-turn technical investigation into an audience-tuned, fact-verified Markdown report (tech lead / exec / PM / customer). Verified facts only, honest-impact, explicit invocation.
brandonuttley/project-forward/skill Skill
0★ repobedouhammad/music-studio-ops Skill
0★A Claude AI skill for operations managers at small to mid-size music production studios. Covers 5 production categories, region-aware client communication, delivery pipelines, and proposal frameworks. MIT licensed.
itzTiru/claude-code-skills-fable5/cost-lean-orchestration Skill
no license0★ repoSkills I use with Claude Code every day
Johnny-Martinez/fleet-of-one-free/skills/agent-lane-operations-lite Skill
0★ repoFree starter kit for running AI coding agents with proof gates, status badges, and lane discipline. MIT.
Sofigf/continuous-improvement-opex Skill
no license0★Apify logistics and delivery routes
johnisanerd/claude-skill-logistics-and-delivery-routes/apify-logistics-and-delivery-routes Skill
no license0★ repoClaude/agent skill: travel-time and transit analysis for delivery and field-team route planning. Installs via npx skills add.
rema424/ai/skills/github-issue-operations Skill
0★ repoarpitexplores/super-industry-ops Skill
0★Portable Markdown skill for AI vibe coding with industry operations: logistics, manufacturing, procurement, production scheduling, supply chain, and operational quality.