aiskillstore 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