Yakha Izindlela Ezingcono Zokusebenza Ngokubhala Ikhodi usebenzisa i-MCode Stack

Yini i-MCode Stack?

I-MCode Stack iqoqo elinomthombo ovulekile lama-workflow, amakhono, namalisti okuhlola asetshenziswa yithimba le-MiniMax Code. Iguqula imikhuba yobunjiniyela esebenzayo ibe amafayela e-SKILL.md asebenzisekayo angafakwa ngokuqondile ku-MiniMax Code.

Le repository ayilona iqoqo elijwayelekile lama-prompt noma uhlu olungaguquki lwezinqubo ezinhle. Izinsiza zayo zibhekana nezinqumo eziphindaphindekayo ekuthuthukisweni kwangempela okusizwa yi-AI: ukuthi umsebenzi kufanele unikezwe nini ku-subagent, ukuthi umongo uphathwa kanjani, ukuthi imiyalo kufanele isebenze isikhathi esingakanani, ukuthi isimo sigcinwa kanjani phakathi kwama-session, nokuthi ikhodi ebhalwe yi-AI ibuyekezwa kanjani ngokuzimela.

I-MCode Stack iqukethe ama-workflow namakhono, hhayi ikhodi yomthombo ye-MiniMax Code uqobo.

Izici Ezisemqoka

• Amakhono asebenzisekayo: Biza ikhono ngegama noma uvumele i-agent ukuthi ililayishe ngokusekelwe encazelweni yalo.
• Amalisti okuhlola asebenzisanayo: Vumela i-agent ukuthi ihlole iphrojekthi into ngayinye, noma uzifundele wena izinhlobo zombhalo osobala.
• Ama-workflow abhaliwe: Funda ukuthi ababambiqhaza ngabanye basebenzisa kanjani i-MiniMax Code emsebenzini wabo wansuku zonke.
• Ukupakishwa kwama-plugin: Faka i-stack yonke njenge-plugin eyodwa ye-MiniMax Code.
• Ukusekelwa kwe-marketplace: Faka i-repository njenge-marketplace futhi uphathe ama-stack njengama-plugin afakekayo lapho leso sici sitholakala.
• Ifomethi ephathekayo: Ifomethi evamile ye-SKILL.md ivumela amakhono amaningi ukuthi asebenze namanye ama-agent asekela amakhono.

Okumbozwa yi-Ronny Stack

I-stack yokuqala nephelele kakhulu yi-stacks/ronny. Amakhono ayo angu-15 ahlelwe azungeze izigaba ezivamile zomsebenzi wobunjiniyela.

• Ukuhlela nokuhlukanisa: Nquma ukuthi kufanele usebenzise nini ama-subagent, hlukanisa izinguquko ezinkulu zibe ama-pull request amancane, bese ubhala izincazelo eziwusizo zezinguquko.
• Umongo namathuluzi: Hlola izindleko zamathuluzi bese ukhomba okuqukethwe okufakwa kuzo zonke izicelo.
• Ama-session amade nemiyalo: Phatha i-compaction, imemori, ukudluliselwa komsebenzi, imiyalo ye-shell, nemisebenzi esebenza ngemuva.
• Ukubuyekeza: Yenza ukubuyekeza okuzimele, hlola impilo yekhodi, bhala imibono yokubuyekeza, bese uphendula impendulo.
• Ukuhlola nokulungisa okuphuthumayo: Yenza ukuhlola okulawulwayo nge-harness, buyekeza izindlela ezilandelwe yi-agent, futhi uphathe izinguquko eziphuthumayo ngokuphepha.

Faka Ikhono Elilodwa

Ukufaka ikhono elilodwa kuyindlela enhle yokuhlola i-MCode Stack ngaphandle kokunika amandla iqoqo lonke. Isibonelo esilandelayo sifaka i-long-command-check kuwo wonke amaphrojekthi.

git clone https://github.com/MiniMax-AI/mcode-stack.git ~/mcode-stack
mkdir -p ~/.agents/skills
cp -R ~/mcode-stack/stacks/ronny/skills/long-command-check ~/.agents/skills/

Qala i-session entsha ye-MiniMax Code bese ufaka:

/skills

Ikhono elifakiwe kufanele livele ohlwini. Liqalise ngokuqondile usebenzisa:

/long-command-check

Ungachaza futhi umsebenzi ofanele bese uvumela i-agent ukuthi ilayishe ikhono encazelweni yalo.

Khetha Uhla Lwemibhalo Lwephrojekthi Noma Lomhlaba Wonke Lwamakhono

I-MiniMax Code ithola amakhono ezindaweni eziningana. Ikhono ngalinye kufanele libe nohla lwemibhalo oluncane lwalo oluqukethe ifayela le-SKILL.md.

Amal目录 amaphrojekthi athile:

• .minimax/skills/
• .claude/skills/
• .agents/skills/

Amal目录 omhlaba wonke:

• ~/.agents/skills/
• ~/.claude/skills/
• ~/.codex/skills/

Sebenzisa uhla lwemibhalo lwephrojekthi lapho ikhono kufanele lisebenze kuphela ku-repository eyodwa. Sebenzisa uhla lwemibhalo lomhlaba wonke lapho ufuna litholakale kuwo wonke amaphrojekthi.

Faka I-Stack Ephelele Njenge-Plugin

Ukuze usebenzise i-Ronny stack yonke endaweni yakho, qala ngokuthola uhla lwemibhalo lwama-plugin lwe-MiniMax Code:

mcode plugin marketplace list

Kopisha uhla lwemibhalo oluphelele lwe-stacks/ronny uye ohlwini lwemibhalo lwendawo lwama-plugin oluboniswe yilowo myalo. Bese uvula i-/plugins ku-MiniMax Code bese ucindezela u-Ctrl+R ukuze uvuselele iphaneli.

I-plugin yasendaweni ifakwa ngokushesha lapho uhla lwayo lwemibhalo selukhona. Kuphaneli yama-plugin, cindezela i-Space ukuze uyinike amandla noma uyikhubaze.

Umyalo we-mcode plugin add ufaka kuphela kukhathalogi esemthethweni. Awamukeli i-URL ye-GitHub noma indlela yasendaweni.

Faka Nge-Marketplace

I-repository ingasebenza futhi njenge-marketplace yama-plugin. Ku-MiniMax Code desktop, vula i-Plugins, khetha Add marketplace, bese ufaka:

MiniMax-AI/mcode-stack

I-stack ngayinye izobe isivela njenge-plugin engafakwa, ibuyekezwe, noma ikhishwe. Ukusekelwa kwe-marketplace kusatshalaliswa kancane kancane, ngakho le nketho kungenzeka ingakabonakali kuzo zonke izinguqulo ze-MiniMax Code.

Sebenzisa Ikhathalogi ku-Claude Code

Ikhathalogi efanayo yama-plugin ingangezwa ku-Claude Code:

/plugin marketplace add MiniMax-AI/mcode-stack
/plugin install ronny@mcode-stack

Ukuhambisana kungahluka kuye ngekhono, kodwa ifomethi eyabiwe ye-SKILL.md yakhelwe ukusebenza kuwo wonke ama-agent asekela amakhono.

Izibonelo Zokusetshenziswa Okuyisisekelo

Hlola Umyalo Osebenza Isikhathi Eside

Ngaphambi kokuqala i-build, i-test, i-migration, noma umsebenzi wangemuva ongathatha isikhathi, biza:

/long-command-check

Ikhono lisebenzisa ukuhlolwa kwamaphuzu ayishumi emiyalweni emide ye-shell nasemisebenzini esebenza ngemuva. Sebenzisa okutholwe kulokho ukuhlola ukuze unqume ukuthi umyalo kufanele usebenze kanjani nokuthi ukuqhubeka kwawo kufanele kuqashwe kanjani.

Nquma Ukuthi Uzosebenzisa I-Subagent Yini

Uma umsebenzi ungahlukaniswa ube izingxenye ezisebenza ngokufana kodwa ungaqiniseki ukuthi ukunikeza omunye kuzokusiza yini, sebenzisa:

/subagent-split-check

Leli khono lisiza ukunquma ukuthi umsebenzi kufanele unikezwe i-subagent noma uhlale ku-loop enkulu. Lisekela umgomo obanzi we-repository wokuphatha i-context ngaphambi kokwengeza amanye ama-agent.

Lungiselela Ukudluliselwa Kweseshini

Emsebenzini okufanele uqhubeke eseshinini entsha, sebenzisa:

/handoff-doc

Idokhumenti yokudlulisa ekhiqizwayo isiza enye iseshini ukuthi iqhubeke nomsebenzi inesimo esidingekayo. Yihlanganise ne-/long-session-check lapho unquma ukuthi kufanele ufingqe, ubhale ulwazi efayeleni, unciphise iseshini yamanje, noma uqale phansi.

Buyekeza Usebenzisa I-Context Ehlanzekile

Sebenzisa:

/independent-review

Leli khono libuyekeza ushintsho lisebenzisa i-context ehlanzekile equkethe i-diff, imfuneko, kanye nemiphumela yokuhlolwa. Ukuze uthole ukuhlolwa okubanzi kwempilo yekhodi okuhlanganisa ukwakheka, ukusebenza, ubunkimbinkimbi, ukuhlolwa, kanye nobungozi bokuvunywa, sebenzisa:

/engineering-code-review

Amathiphu Athuthukile Okusebenza

Hlanganisa Amakhono Ngokwesigaba Sokuthuthukisa

Esikhundleni sokusebenzisa wonke amakhono kuwo wonke umsebenzi, khetha amakhono ngokuya ngesigaba samanje somsebenzi.

1. Hlela: Qala nge-subagent-split-check kanye ne-engineering-small-prs.
2. Lawula i-context: Sebenzisa i-tool-budget-audit kanye ne-context-tax-audit.
3. Gcina ukuqhubeka: Sebenzisa i-long-session-check, i-handoff-doc, kanye ne-long-command-check.
4. Buyekeza: Sebenzisa i-independent-review kanye ne-engineering-code-review, bese usebenzisa amakhono okuphawula nokuphendula ekubuyekezweni njengoba kudingeka.
5. Hlola izinguquko: Sebenzisa i-harness-experiment kanye ne-trajectory-review ukuze uhlole imiphumela kanye nendlela i-agent eyithathe.

Hlola Amafayela Okusebenza

I-stack ingaqukatha amakhono, izinhlu zokuhlola, kanye nefayela le-WORKFLOW.md. Amakhono ayizinsiza ezisebenzisekayo, kanti i-WORKFLOW.md ichaza indlela umbhali we-stack asebenza ngayo ne-agent. Funda i-workflow ngaphambi kokwamukela i-stack ephelele ukuze uqonde ukuthi izingxenye zayo zihlangana kanjani.

Gcina Izivivinyo Zilawulwa

Ikhono le-harness-experiment ligcizelela ukuhlola okuncane, ushintsho olulodwa ngesikhathi, ukuphinda ukusebenza, kanye nokuhlola imisebenzi imiphumela yayo eshintshile. Lihlanganise ne-trajectory-review ukuze uhlole indlela i-agent efinyelele ngayo kumphumela wayo, esikhundleni sokubheka kuphela ukuthi ukuhlolwa kuphumelele yini.

Hlela I-Stack Ihambisane Ne-Workflow Yakho

Le phrojekthi ibheka i-harness engineering njengomsebenzi oqhubekayo wokuthuthuka. Ungakopisha amakhono uwafake kumafolda aqondene nephrojekthi, uwaguqule ukuze ahambisane nemvelo yakho, noma uqoqe ingxenye egxile emsebenzini othile esikhundleni sokufaka konke. Gcina izinguquko zisekelwe ekusetshenzisweni kwangempela, kunokuba uguqule i-stack ibe iqoqo lama-prompt acatshangelwayo.

Nikela Nge-Stack Yakho

I-repository yamukela ama-stack asekelwe kuma-workflow angempela ansuku zonke nge-MiniMax Code noma amanye ama-agent.

1. Kopisha i-templates/stack-template/ uyifake ku-community/<your-id>/.
2. Bhala i-WORKFLOW.md echaza lokho okunika i-agent kanye nalokho oziqaphela wena.
3. Faka okungenani ikhono elilodwa noma uhlu lokuhlola olulisebenzisa ngempela.
4. Qinisekisa umnikelo usebenzisa:

node scripts/check.mjs

Vula i-pull request equkethe imiphumela yokuqinisekisa kanye nerekhodi elifushane lokusetshenziswa kwangempela. Bheka CONTRIBUTING.md ukuze uthole izimfuneko ezigcwele zokunikela.

Amanothi Welayisense

I-MCode Stack ngokuvamile iyatholakala ngaphansi kwe-MIT License ngaphandle uma i-NOTICE.md ye-stack isho okunye. Amakhono ayisithupha e-engineering-* aguqulelwe ku-Google Engineering Practices, futhi leyo nto eguquliwe isalokhu ingaphansi kwe-CC-BY 3.0.

Isiphetho

I-MCode Stack yenza imikhuba yobunjiniyela esekelwa yi-AI esivele yafakazelwa ukuthi isebenza itholakale ukuze isetshenziswe ngokuqondile. Qala ngekhono elilodwa, njenge-long-command-check, bese wamukela i-plugin stack ephelele uma i-workflow ihambisana nezidingo zakho. Ngokuhlanganisa ukuhlela, ukulawula i-context, ukuphathwa kwamaseshini, ukubuyekezwa okuzimele, kanye nezivivinyo ezilawulwayo, ungakha inqubo ehleleke kakhulu ezungeze ikhodi ebhalwe yi-AI.