Recommend the right agents and skills for any task. Covers both heavyweight agents (Task tool) and lightweight skills (Skill tool). Triggers on: which agent, which skill, what tool should I use, help me choose, recommend agent, find the right tool.
npx skills add https://github.com/aiskillstore/marketplace --skill tool-discovery
Recommend the right agents and skills for any task.
Is this a reference/lookup task?
├── YES → Use a SKILL (lightweight, auto-injects)
└── NO → Does it require reasoning/decisions?
├── YES → Use an AGENT (heavyweight, spawns subagent)
└── MAYBE → Check catalogs below
Rule: Skills = patterns/reference. Agents = decisions/expertise.
| Skill | Triggers |
|-------|----------|
| file-search | fd, rg, fzf, find files |
| find-replace | sd, batch replace |
| code-stats | tokei, difft, line counts |
| data-processing | jq, yq, json, yaml |
| structural-search | ast-grep, sg, ast pattern |
| git-ops | git, gh, lazygit, delta, commit, PR, release, rebase |
| python-env | uv, venv, pyproject |
| go-ops | golang, go, goroutine, channel, context, errgroup, go test |
| rust-ops | rust, cargo, ownership, tokio, serde, trait, Result, Option |
| typescript-ops | typescript, type system, generics, utility types, Zod |
| docker-ops | docker, Dockerfile, docker-compose, multi-stage build |
| ci-cd-ops | github actions, CI, CD, pipeline, release, workflow |
| api-design-ops | api design, gRPC, GraphQL, REST advanced, protobuf |
| rest-ops | http methods, status codes |
| sql-ops | cte, window functions |
| postgres-ops | postgresql, postgres, EXPLAIN ANALYZE, vacuum, pgbouncer, JSONB, RLS, replication |
| sqlite-ops | sqlite, aiosqlite |
| tailwind-ops | tailwind, tw classes, dark mode, responsive |
| mcp-ops | mcp server, fastmcp, tool handler, transport |
| react-ops | react, hooks, useState, next.js, RSC, zustand |
| vue-ops | vue, composition api, pinia, nuxt, script setup |
| javascript-ops | javascript, node, esm, async/await, event loop |
| astro-ops | astro, islands, content collections, partial hydration |
| laravel-ops | laravel, eloquent, artisan, sanctum, pest |
| payloadcms-ops | payload, payload cms, headless cms, collections |
| craftcms-ops | craft, craftcms, twig, matrix fields |
| asus-router-ops | asus router, asuswrt, merlin, network hardening |
| nginx-ops | nginx, reverse proxy, ssl, load balancer, proxy_pass |
| cloudflare-ops | cloudflare, workers, KV, D1, R2, pages, wrangler, edge |
| cypress-ops | cypress, e2e, component testing, custom commands, stubbing |
| bash-ops | bash, shell scripting, traps, CI scripts, defensive scripting |
| claude-code-ops | claude code extensions, skills, agents, hooks, MCP, plugins |
| auth-ops | jwt, oauth2, session, rbac, passkey, mfa, login |
| monitoring-ops | prometheus, grafana, opentelemetry, SLO, alerting |
| debug-ops | debug, crash, memory leak, race condition, bisect |
| perf-ops | performance, profiling, flamegraph, bundle size, load test, benchmark |
| migrate-ops | migrate, upgrade, breaking changes, codemod, version upgrade |
| refactor-ops | refactor, extract, code smell, dead code, rename, restructure |
| scaffold | scaffold, boilerplate, project template, init project, new project |
| log-ops | JSONL, log analysis, parse logs, lnav, log search, timeline |
| Agent | Triggers |
|-------|----------|
| firecrawl-expert | web scraping, crawling, anti-bot |
| project-organizer | restructure, organize, cleanup |
| git-agent | commit, push, PR (dispatched by git-ops) |
| Explore | "where is", "find" |
| Plan | design, architect |
For Cloudflare/Workers, Cypress/E2E, shell scripting, Claude Code extension work, and CMS/device domains (Payload, Craft, Asus routers), use the matching -ops skill (cloudflare-ops, cypress-ops, bash-ops, claude-code-ops, payloadcms-ops, craftcms-ops, asus-router-ops). For language/framework work (Python, TypeScript, React, Postgres, etc.), use the matching -ops skill — or dispatch general-purpose with an instruction to read that skill's SKILL.md first.
Skills:
Skill tool → skill: "file-search"
Agents:
Task tool → subagent_type: "firecrawl-expert"
→ prompt: "Your task"
| Task | Skill First | Agent If Needed |
|------|-------------|-----------------|
| "How to write a CTE?" | sql-ops | — |
| "Optimize this query" | postgres-ops | — |
| "Find files named X" | file-search | Explore |
| "Set up Python project" | python-env | — |
| "What HTTP status for X?" | rest-ops | — |
| "React Server Components?" | react-ops | — |
| "Vue 3 composable pattern" | vue-ops | — |
| "Configure nginx SSL" | nginx-ops | — |
| "JWT vs session auth" | auth-ops | — |
| "Set up Prometheus" | monitoring-ops | — |
| "Debug memory leak" | debug-ops | — |
| "Scrape a blocked site" | jina-ops | firecrawl-expert |
For complete catalogs, load:
./references/agents-catalog.md - All agents with capabilities./references/skills-catalog.md - All skills with detailsCreate new skills, modify and improve existing skills, and measure skill performance. Use when users want to create a skill from scratch, edit, or optimize an existing skill, run evals to test a skill, benchmark skill performance with variance analysis, or optimize a skill's description for better triggering accuracy.
Guide for creating effective skills. This skill should be used when users want to create a new skill (or update an existing skill) that extends Claude's capabilities with specialized knowledge, workflows, or tool integrations.
Guide for creating effective skills. This skill should be used when users want to create a new skill (or update an existing skill) that extends Claude's capabilities with specialized knowledge, workflows, or tool integrations.
Replace with description of the skill and when Claude should use it.
Use when facing 2+ independent tasks that can be worked on without shared state or sequential dependencies
This skill should be used when the user wants to "create a skill", "add a skill to plugin", "write a new skill", "improve skill description", "organize skill content", or needs guidance on skill structure, progressive disclosure, or skill development best practices for Claude Code plugins.
Helps users discover and install agent skills when they ask questions like "how do I do X", "find a skill for X", "is there a skill that can...", or express interest in extending capabilities. This skill should be used when the user is looking for functionality that might exist as an installable skill.
Use when creating new skills, editing existing skills, or verifying skills work before deployment
Take aiskillstore/tool-discovery from the repository into ~/.claude/skills for personal
use, or into .claude/skills inside a project.
The agent identifies a skill by the name field in its header. Two skills with the
same name cannot sit side by side — one of them will be ignored.