m0
Superagent skill skills/m0.md — Skill Registry & Reflection Loop (v3)
SKILL.mdskills/superagent/m0/SKILL.md
GitHubskills/m0.md — Skill Registry & Reflection Loop (v3)
Called from AGENTS.md on every session start. Read this first, then route.
REGISTRY
Scan table. Match intent. Load matched skill(s) on demand. Do NOT preload skill files — token cost.
ID | DOMAIN | KEYWORDS (high-weight)
----|-------------------------------------|------------------------------------------------
m1 | Monetization & value generation | monetize, pricing, jual, jualan, cuan, funnel
m2 | Infrastructure & deployment | VPS, deploy, SSH, nginx, docker, systemd
m3 | Content creation & distribution | viral, hook, caption, thread, naskah, konten
m4 | Process orchestration & bots | telegram bot, cron, webhook, n8n, automate, otomatis
m5 | Data transformation & insight | spreadsheet, excel, csv, dataset, snapshot, laporan
m6 | Protocol binding & service bridge | API, REST, webhook, midtrans, integrasi
m7 | Inference systems & AI builder | LLM, prompt, claude API, openrouter, kimi, agent, add model, tambah model, registry model
m8 | File & artifact production | PDF, DOCX, XLSX, PPTX, generate file, dokumen
m9 | Interface construction | landing page, react, tailwind, frontend, UI
m10 | Web3 / crypto operations | wallet, airdrop, on-chain, RPC, ethers, viem, mint
m11 | Security audit & review | audit, vulnerability, exploit, scam check, malicious
m12 | Batch / parallel operations | batch, parallel, bulk, mass, queue, worker, snapshot
m13 | Universal NFT minter (any contract) | mint, opensea, manifold, zora, seadrop, NFT, claim, drop
m14 | Daily assistant: briefing & alerts | briefing, ringkasan harian, alert, kabarin kalau, pantau harga, alarm
m15 | Daily assistant II: watchdog/vault/multimodal/triage | watchdog, restart kalau mati, simpen alamat, macro, voice note, screenshot, triage
m16 | Software engineering & coding | coding, bikin app, backend, API server, database, testing, scaffold, refactor, golang, rust, fastapi
m17 | Power pack: planner/swarm/automation/backtest/dashboard/voice | rencanain, workflow, otomatis kalau, backtest, dashboard, ngomong, swarm, tim agent
m18 | Creative & media generation | comfyui, manim, excalidraw, ascii video, slide, design system, diagram, deck
m19 | Desktop & physical control | isaac sim, omniverse, robot, macos control, applescript, scene, usd, mobility, ros2
m20 | Humanizer & brand voice | humanizer, brand voice, ai tone, manusiawi, rewrite nada, voice profile
m21 | Enterprise & defensive ops | KQL, azure, log analytics, sentinel, HIDS, auto firewall, block ip, intrusion
m22 | Scientific & deep research | deep research, AI-Q, tooluniverse, hipotesis, citations, riset ilmiah, eksperimen
m23 | Executive function & neurodivergent | task breakdown, executive function, ADHD, overwhelmed, fokus, context switch, prioritas
m24 | MCP-builder & prompt engineering | MCP server, bikin MCP, FastMCP, prompt engineering, fix prompt, audit prompt
m25 | Compliance, CI/CD & code migration | compliance, regulasi, GDPR, SOC2, CI/CD, pipeline, code migration, port bahasa
m26 | Product & spec workflows | PRD, to-issues, grill me, spec, user story, TDD, internal comms
m27 | Content strategy & social media | content calendar, content strategy, content pillar, carousel, reels, platform adapter, scroll-stopper
m28 | Copywriting & writing mastery | AIDA, PAS, CHEF, copywriting framework, SEO writing, storytelling, localization, multilingual
m29 | Content research, analytics & pipeline | competitor analysis, trend research, social listening, audience insight, content pipeline, A/B caption, best time post
m30 | Client Revenue Engine (bulk gig, API-first) | client revenue, garapan, bulk gig, harvest, scrape API, anti-browser, mass akun, otomasi job klien, ekstrak data
m31 | Airdrop Intelligence (eligibility/sybil/claim/exit) | eligibility airdrop, skor airdrop, layak airdrop, sybil, anti-sybil, claim window, jadwal claim, kalender airdrop, vesting unlock, exit plan, kapan jual token
m32 | CTF / Whitehat toolkit | CTF, capture the flag, whitehat, bug bounty, decode flag, crypto challenge, caesar, xor cipher, hash identify, forensics, HTB, THM
m33 | Pre-TGE Alpha Radar (deteksi airdrop dini) | alpha airdrop, pre-TGE, points program, testnet incentivized, radar airdrop, proyek belum ada token, worth difarming
m34 | Farming Portfolio & ROI Optimizer | ROI farming, portfolio airdrop, untung rugi farming, gas vs hasil, farm mana lanjut, drop farming, wallet nganggur
m35 | Auto Guide Studio (panduan otomatis) | bikin panduan airdrop, tutorial airdrop, guide step by step, artikel airdrop, embed referral
m36 | Tokenomics & Unlock Pressure Engine | unlock token, vesting, cliff, kalender unlock, sell pressure, tokenomics, jual sebelum unlock
m37 | Anti-Scam Sentinel (brand protection) | situs palsu, domain palsu, typosquat, phishing airdrop, scam check, warning scam, drainer
m38 | Contract-Change & Claim-Address Watcher | kontrak berubah, proxy upgrade, claim address, aman claim gak, watch kontrak, cek sebelum claim
m39 | Community Intelligence (dengerin komunitas) | topik trending komunitas, sentimen komunitas, FUD, analisis chat, pertanyaan member, ide konten komunitas
m40 | Omni-Repurpose Engine (1 konten → semua) | repurpose konten, ubah jadi thread, carousel IG, script tiktok, script youtube, multi platform
m41 | Video Script-to-Screen Pipeline | bikin video, script video, storyboard, voiceover, subtitle, srt, reels, youtube video
m42 | Hook A/B Lab + Performance Predictor | hook, judul konten, headline, a/b test judul, stop scroll, prediksi engagement, varian judul
m43 | CTF Web Exploitation (sub of m32) | CTF web, SQLi, SSTI, SSRF, IDOR, XXE, JWT, deserialization, prototype pollution, race condition
m44 | CTF Binary Exploitation / pwn (sub m32) | CTF pwn, buffer overflow, ret2win, ret2libc, format string, heap, ROP, pwntools, GOT leak
m45 | CTF Reverse Engineering (sub of m32) | CTF reverse, angr, symbolic execution, Ghidra, radare2, decompile, keygen, deobfuscation
m46 | CTF Cryptography (sub of m32) | CTF crypto, RSA attack, Wiener, Hastad, common modulus, Coppersmith, padding oracle, nonce reuse
m47 | CTF Forensics & Stego (sub of m32) | CTF forensics, stego, pcap, memory dump, volatility, binwalk, exiftool, zsteg, steghide
m48 | CTF Prompt-Injection/LLM (sub of m32) | CTF prompt injection, LLM red-team, jailbreak, Gandalf, Lakera, Mosscap, OWASP LLM01, extract system prompt
H1 | Swap & sell via aggregator | swap, 1inch, jupiter, jual token, sell, DEX
H2 | Cross-chain bridge | bridge, LayerZero, stargate, LI.FI, across, hop
H3 | DeFi (lending/staking/perp) | aave, lido, GMX, hyperliquid, pendle, defi
H4 | Token launch & NFT mint sniping | snipe, honeypot, PairCreated, GoPlus, sniping
H5 | Whale & mempool tracking | mempool, whale, nansen, arkham, smart money, tracker
H6 | NFT buy/sell (marketplace) | beli NFT, blur, magic eden, tensor, reservoir, listing
H7 | Web3 sign-in & typed signing | SIWE, walletconnect, EIP-712, ENS, permit, EIP-1271
H8 | Browser dApp automation | buka dapp, browser, playwright, navigate, connect wallet, isi form
H9 | Universal contract read/write | baca/tulis kontrak, read/write, call fungsi, ABI, inspect, proxy, eksekusi
H10 | Crypto dev: deploy/compile/test | deploy kontrak, compile, forge, solidity, test, verify, CREATE2, bikin token
x1 | Internal capability refinement | improve system, self-audit, upgrade brain
x2 | Deep decomposition & strategy | strategy, architecture, decompose, plan, design system
x3 | Fault diagnosis & resolution | error, bug, debug, gagal, rusak, stack trace
x4 | Self-improvement & autonomous fix | self improve, belajar, makin pinter, auto fix, upgrade diri, learn
x5 | Agentic eval & self-critique | eval, self-critique, variance, konsistensi, flaky, regression, ukur
x6 | Systematic debug & auto-debug loop | systematic debug, RCA, root cause, hypothesis, intermittent, reproduce
x7 | Problem shaping & decision support | problem shaping, brainstorming, sign-off, framing, vague goal, uncertainty
Skill marketplace (skills.sh) — opsional, PARANOID
Skill pihak ketiga masuk lewat tools/skill_market.py → quarantine, BUKAN auto-aktif.
Wajib audit (m11) → operator pindah ke skills/ → skill_integrity.py generate (re-lock).
Tidak pernah auto-install + auto-activate. Sama prinsip x4: friksi = fitur.
ROUTING
0 matches: answer from core knowledge — load nothing
1 match: load full skill file
2+ matches: pick PRIMARY (highest score), load it fully
pull SUPPORTING (>50% of primary's score) section-by-section
ambiguous tie: ask once — "Fokus ke [A] atau [B] dulu?"
H-skill hit: load skills/hermes/DISPATCH.md FIRST, then specific reference
Hermes routing
H1-H7 are NOT standalone files. They map to skills/hermes/references/*.md:
H1 → hermes/references/swap.md
H2 → hermes/references/bridge.md
H3 → hermes/references/defi.md
H4 → hermes/references/sniping.md
H5 → hermes/references/monitoring.md (advanced sections 8-11)
H6 → hermes/references/nft.md
H7 → hermes/references/web3_connect.md
Load hermes/DISPATCH.md once per session if any H-skill fires (caches env var check + safety rails). Then load specific reference. Combine with m10/m12/m13 if task overlaps.
REFLECTION LOOP
Runs silently after every output. Non-negotiable.
✅ Immediately executable / usable as-is?
✅ Anything the operator will need next that's missing?
✅ Generic advice — could be replaced with operator-specific code?
✅ Faster or cleaner path missed?
✅ Did I include the run command / deploy step?
✅ Token usage justified — could same value land in fewer lines?
Any fail → revise BEFORE outputting.
Upgrade exists → append: 🔧 Upgrade: [one line]
REFLECTION ESCAPE HATCH
If reflection loop catches issue but fix would 2x the response length → ship the working version, append:
🔧 Bisa di-upgrade ke [X]. Mau elaborasi?