Phase 07 · Operate
Operate
The Operate phase is where a developer keeps a live product healthy and cheap to run - error tracking, monitoring and observability, infrastructure and cost, and iteration and experiments. Skillselion ranks the AI-coding skills, MCP servers and workflows to stay on top of production, by real adoption.
5,546 AI-coding tools are ranked for the Operate phase - skills, MCP servers, marketplaces and workflows for Claude Code, Codex and Cursor, ordered by real adoption. Updated July 28, 2026.
The top-ranked Operate-phase tools right now are improve-codebase-architecture, azure-diagnostics, appinsights-instrumentation.
Ranked shortlists: Best marketplaces · Best MCP servers · Best plugins · Best skills
1Improve Codebase ArchitectureSafely deepen clusters of shallow modules into cohesive, testable units while respecting their external dependencies.Testing & Review550k190k
2Azure DiagnosticsSystematically diagnose and resolve production issues on Microsoft Azure using official Microsoft guidance.Dev Tools479k1.3k
11Lark Workflow Meeting SummaryAutomatically collect, organize, and summarize Lark meetings from a chosen date range into structured weekly reports.Automation383k15.8k
13AgentspaceInstantly turn any local folder their AI coding agent is working in into a live, shareable URL that updates in real time.Automation-341k12
18Caveman CompressShrink CLAUDE.md, todo lists, and preference files so agents stay under token budgets while keeping every technical detail intact.Automation262k93.2k
20Caveman StatsSee exact token usage and cost savings from Caveman mode without relying on model estimates.Docs & Planning215k93.2k
21Paperclip BoardLets a non-technical owner run an AI-agent company conversationally: onboarding, hiring agents, monitoring tasks and budgets, and reviewing work product through Paperclip.AI & Agents214k9
22PaperclipLets a Claude agent talk to Paperclip's control plane to check assignments, update task status, delegate work, run recurring routines, and follow company governance.AI & Agents214k9
24Dispatching Parallel AgentsDispatch multiple independent tasks to specialized agents that run concurrently with isolated context.AI & Agents147k262k
25Sentry CliCapture errors, upload source maps, manage releases, and query events directly from the terminal or CI without leaving their workflow.Dev Tools114k0
26Convex Performance AuditDiagnose why a Convex-powered feature is slow, expensive, or throwing OCC conflicts.Backend & Data91.6k41
27Convex Migration HelperSafely plan and execute Convex database schema and data migrations using the widen-migrate-narrow pattern.Backend & Data91.2k41
28Firebase CrashlyticsSet up Firebase Crashlytics, integrate crash reporting into mobile or web apps, and retrieve crash data for debugging production issues.Dev Tools73.7k389
29Audit WebsiteRun comprehensive audits that surface SEO, performance, security, technical, and content issues with LLM-optimized reports and health scores.Security65.2k85
30Google Agents Cli ObservabilityAutomatically log every agent conversation, tool call, and LLM judgment into BigQuery for later analysis and dashboarding.Dev Tools63k5.4k
31Orca CliSafely drive an Orca editor from inside coding agents without breaking worktree state or terminal ownership.Dev Tools61.3k29.9k
32Infsh CliManage infrastructure and cloud resources via terminal commands and shell scripting.Dev Tools50.1k658
33Golang ObservabilityAdd production-grade observability to Go services with structured logging, metrics, tracing, and dashboards.Automation33.7k2.7k
34Self Improving AgentTurn every tool call and session into structured learning that continuously improves their agent's decision-making and output quality.AI & Agents32.4k65
35Firecrawl Dashboard ReportingPull clean, structured metrics from analytics dashboards and internal web tools without manual copying.Docs & Planning29.6k100
36Gws Workflow Weekly DigestGet a concise weekly digest of meetings attended and unread email volume without opening multiple Google apps.Docs & Planning25.4k30k
42Opencli BrowserLet their coding agent control a real Chrome browser for tasks like form filling, logged-in flows, data extraction, or page inspection.Dev Tools16.1k27.2k
43Postgresql OptimizationGet expert guidance on PostgreSQL-specific features, query patterns, indexing strategies, and advanced data types when building data-heavy applications.Backend & Data14.1k37.1k
44Cloudflare OneGet accurate, up-to-date guidance when designing, configuring, troubleshooting, or reviewing Cloudflare One Zero Trust and SASE deployments.Security13.4k2.5k
45Cloudflare One MigrationsGenerate accurate migration plans when moving corporate network security, access, and gateway policies from Zscaler, Palo Alto, or legacy VPN stacks into Cloudflare OMonitoring & Cloud13.1k2.5k
46HealthSystematically evaluate the health and readiness of their agent skills, MCP servers, and coding workflows before committing them to active use.Automation11.9k6.6k
47Kpi Dashboard DesignGet department-specific KPI lists and dashboard layout examples that can be turned into analytics views or agent monitoring interfaces.Docs & Planning11.9k38.3k
48CoinglassGive their AI coding agents real-time access to crypto derivatives market data such as funding rates, open interest, long/short ratios, liquidations, and futures OHLC hBackend & Data11.3k18
49Stock AnalysisQuickly pull structured financial data and multi-dimensional analysis on stocks or cryptocurrencies before making product or investment decisions.Backend & Data11.1k39
50StatusInstantly check the live status of any long-running parallel research task by its run ID.Automation10.7k61
51ResultRetrieve the final output of a long-running parallel research task by its run ID.Automation10.6k61
54Ponytail DebtSurface every deliberate technical shortcut marked with a ponytail: comment before it quietly becomes permanent technical debt.Testing & Review8.6k89.9k
55RememberExplicitly save insights, decisions, and learnings into persistent long-term agent memory during development.AI & Agents8.3k25.8k
59Google Cloud Waf Cost OptimizationReceive targeted, Well-Architected Framework-based cost optimization recommendations for Google Cloud workloads.Monitoring & Cloud8k15.3k
60Gke BasicsPlan, create, and configure production-ready Google Kubernetes Engine clusters following Google's golden-path Autopilot defaults.Monitoring & Cloud7.9k15.3k
Common questions about the Operate phase
What are the best tools for the Operate phase?
improve-codebase-architecture, azure-diagnostics, appinsights-instrumentation lead the 5,546 AI-coding tools ranked for the Operate phase, ordered by real adoption - installs first, then GitHub stars.
How many Operate-phase tools does Skillselion track?
5,546 - spanning skills, MCP servers, marketplaces and workflows for Claude Code, Codex and Cursor, each screened against one quality bar and ranked by adoption.
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