Uhlelo
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Amamodeli angama-380+
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Imodeli:
+ GPT-5, Claude, Gemini
Ncamashi ikhodi (noma ulayishe ifayela) futhi uthole ama-docstrings angaphakathi, amazwana awaziyo, kanye ne-README ekhethiwe - kukhetho lwakho lwe-5 styles (Google, NumPy, reST / Sphinx, JSDoc, plain). I-Qwen 3 Coder etholakalayo ngezansi kwe-pool yansuku zonke; i-premium Claude/GPT-5 iphatha amafayela ade kakhulu kahle kunale DocStringGenerator noma Mintlify Writer.
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Ama-token aphansi.
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Kuqedwa isicelo sakho...
Dala uxwebhu lwekhodi nge-AI emahhala. Ama-docstrings, amazwana, nama-API docs.
Indlela Yokusetshenziswa Uhlelo
1
Faka umngenisi wakho
Bhala umbhalo, ulayishe ifayela, noma uchaza ofuna ukukwenza. Akukho akhawunti edingekayo.
2
Chofoza ukwakha
I-AI yethu isebenza isicelo sakho emaminithini usebenzisa amamodeli avulekile angcono kakhulu.
3
Layisha phezulu futhi uhlukanise
Layisha phezulu, kopela, noma uhlukanise imiphumela yakho. Imahhala ukusetshenziswa komuntu siqu nokwebhizinisi.
Sebenzisa lesi sisetshenziswa nge-API
Yenza lokhu sixhobo sisebenze ngokuzenzakalela kusuka kukhodi yakho. I-REST ehambisanayo ne-OpenAI, ukuqinisekisa i-token ye-bearer, akukho SDK edingekayo. Izindleko ze-token zifana ne-web interface.
curl -X POST https://api.free.ai/v1/chat/ \
-H "Authorization: Bearer sk-free-..." \
-H "Content-Type: application/json" \
-d '{"model": "qwen-coder", "messages": [{"role": "user", "content": "Write a Python function that reverses a string."}]}'Uhlelo — FAQ
Ncamashi umsuka (noma ulayishe ifayela kuze kube yi-500KB) bese uthola ikhodi efanayo nezinhlamvu zedoc, amazwana awaziyo, kanye - ngokuzikhethela - i README.md ne-API.md. Khetha enye yezinhlobo ze-5 ze-docstring (Google / NumPy / reST-Sphinx / JSDoc-TSDoc / plain) kanye ne-5 ye-output scopes (izinhlamvu zedoc kuphela, +inline, +README, +API ref, iphakethe eligcwele). Ingxenye yekhodi ihlala ifana ne-byte-by-byte; izinhlamvu zedoc kuphela kanye namazwana afakwa.
I-Mintlify Writer iyi-VSCode emahhala eyenza kuphela ama-docstrings eline-line - akukho README, akukho API ref. I-DocuWriter.ai ikhokhisa i- $ 19 / mo ye-unlimited ne-gates style-switching ngemuva kwe-tiers ekhokhelwe. I-Tabnine ingeza izinkundla ezincane ezingenalutho njengengxenye ye- $ 12 / mo Pro plan. Free.ai ihamba nge-token pool yansuku zonke ngaphandle kokubhalisela ngenyanga, ixhasa zonke izitayela ze-5 kwi-tier yamahhala, futhi ingakhipha i-README + i-API egcwele ebhekiswe kuyo enye i-shot engingayenza i-IDE plugins.
Hayi — indlela yokucela ivimbela ukushintsha igama, ukuhlela kabusha, noma ukushintsha noma iyiphi ilogi. Izinhlamvu zedocstrings kanye neziphakamiso kuphela ezishiwo. Imboniso "Yakuqala" engxenyeni yemiphumela ikuvumela ukuthi uqinisekise ngokushintsha emuva; kopela-faka inguqulo ebhalwe phansi kwifayela lakho ngokuqinisekile.
Google yezinhlelo ze-Python ezintsha ngo-2018+ (mkdocs / pdoc ziyibonise ngokuhlanzekile). NumPy ye-Python yesayensi (matplotlib, scikit-ukufunda ingqungquthela). reST / Sphinx yezinhlelo ze-Python ezidala ezikhona ku-Sphinx autodoc. JSDoc / TSDoc ye-JavaScript / TypeScript (isebenza ne-VSCode IntelliSense ne-TypeDoc). Ilula uma ufuna umgwaqo owodwa wempendulo encane ngemisebenzi futhi akukho ama-blocks asemthethweni.
Yebo — khetha "Docstrings + README.md" noma "Full pack" scope. I README ifaka igama lephrojekthi, umgwaqo owodwa tagline, kufaka umyalo (pip / npm / cargo / go-get ehlobene nesilimi), 30-sekondi quickstart, i-API ebalulekile ukubiza, kanye nelayisense placeholder. For richer marketing-grade README copy, chain into our /code/readme/ tool after.
Ukwexwayisa kwe-API (Markdown) kukhombisa wonke amaphawu asemthethweni ahlukaniswe ngehele/isigaba ngosayizi, inhloso, amapharamitha, ukubuyela, kanye nesibonelo socingo — sikulungele ukucofa kufolda ye-`docs/`, ReadTheDocs, noma i-GitHub Pages site. Ama-docstrings angaphakathi elinezinhlamvu ziphila kwikhodi ngokwayo. Khetha "Iphakethe eligcwele" ukuthola zombili ngasikhathi sinye.
Qwen 3 Coder (iphutha, i-pool emahhala) iphatha ~95% yamafayela ngaphansi kwama-200 ama-line kahle. DeepSeek R1 amafayela lapho ufuna khona ukucabanga okunzulu mayelana nama-edge cases i-docstring kufanele iphawule. I-Premium Claude Sonnet 4 / GPT-5 yedokhumende lephakheji lonke ihamba ngaphezulu kwama-line angama-1,000 — igcina i-context enkulu futhi ikhiqize uhlobo oluqhubekayo phakathi kwamafayela.
Yebo — lapho "Engeza ulwazi lohlobo" lihlolwe imodeli isebenzisa uhlobo olukhona lweziphawuli lapho lukhona futhi lisho izinhlobo ezifanele kusuka kokusetshenziswa lapho kungasebenzi. Uhlobo olusholwayo lubekwe ngokucacile kwi-docstring (Ingxenye ye-Args / @param tag) ukuze zihlale zibuyekezwa. Ikhodi eliyiqiniso leziphawuli alishiywanga yilesi sisetshenziswa — sebenzisa /code/refactor/ nge-"Type safety" inhloso yalo.
Ucingo ngalunye, cindezela kuze kube ngu-12,000 amaphawu (~180 ama-line). Amaphrojekthi wefayela amaningi, sebenzisa ifayela-nge-fayela (ukulandelana kwekhodi efanayo kusetshenziswa lesi sisetshenziswa, bese ucindezela "Yenza ukuhlolwa" ukuthola ukuhlolwa kwe-version ebhalwe phansi). Noma sebenzisa i-API yemisebenzi eminingi — POST to /v1/chat/ in a loop.
Ikhowudi ithunyelwe kwimodeli, iqhubekelwe phambili, futhi ikhishwe. Ayigcinwanga, ayisebenziswa ukuqeqeshwa. Ukuvikelwa okuphezulu khetha Qwen 3 Ikhodi — i-hosted-yodwa kuma-GPUs ethu, ikhodi yakho ayishiyeki Free.ai infrastructure. Imodeli yepremium yangaphandle (Claude, GPT-5) ihamba ngemikhawulo yabo abahlinzeki ngaphansi kwezimo zabo zokuphatha idatha.
Python, JavaScript, TypeScript, Java, C ++, C, C #, Go, Rust, Ruby, PHP, Swift, Kotlin, Shell / Bash, SQL, HTML / CSS - 16+ ku-picker, ngokuthola okuzenzakalelayo kwanoma yini enye imodeli eyaziwayo (Lua, Elixir, Haskell, Scala, Dart, R, MATLAB, Perl).
Yebo — POST ku /v1/chat/ nge-documentation system prompt (style + scope + extras) kanye nekhodi njenge-user message. Esetshenziswa ukuxhuma i-documentation ku-CI step noma ku-pre-commit hook. Bona /api/ ngezinhlamvu.
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