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Tool Discovery Skill for Claude

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.

14k tokens
context cost
the whole folder, loaded on every use
7
files
ships runnable scripts
0
copies elsewhere
how many repositories repackaged it
404
stars on the repo
on the repository, not the skill itself

Install

one command, takes just this skill from the repository
npx skills add https://github.com/aiskillstore/marketplace --skill tool-discovery

What comes with it

49 835 bytes besides the instruction
assets/.gitkeep
reference.md
references/agents-catalog.md
references/skills-catalog.md
scripts/.gitkeep
skill-report.json

What it tells the agent to use

found in the instruction text
Task spawns other agents

The instruction itself

8 sections, as written by the author

Tool Discovery

Recommend the right agents and skills for any task.

Decision Flowchart

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.

Quick Skill Reference

| 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 |

Quick Agent Reference

| 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.

How to Launch

Skills:

Skill tool → skill: "file-search"

Agents:

Task tool → subagent_type: "firecrawl-expert"
         → prompt: "Your task"

Match by Task Type

| 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 |

Tips

  • Skills are cheaper - Use for lookups, patterns
  • Agents are powerful - Use for decisions, optimization
  • Don't over-recommend - Max 2-3 tools per task

Additional Resources

For complete catalogs, load:

  • ./references/agents-catalog.md - All agents with capabilities
  • ./references/skills-catalog.md - All skills with details

Other skills for the same job

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Skill Creator
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How to use it

Copy the folder

Take aiskillstore/tool-discovery from the repository into ~/.claude/skills for personal use, or into .claude/skills inside a project.

Check the name does not clash

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.