0xDarkMatter/tool-discovery

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