Litokomane tsa Kode
Ho sebelisoa ka khoebo
380+ li-models
Ha ho letšoao la metsi
Ha ho hlokahale ho ngolisoa
Mofuta:
+ GPT-5, Claude, Gemini
Kopa khoutu (kapa kenya faele)'me u fumane li-docstrings tse kopanetsoeng, litlhaloso tse tsebahalang tsa mofuta, le README e sa tšoaneng - ka ho khetha li-styles tsa 5 (Google, NumPy, reST / Sphinx, JSDoc, tse tloaelehileng). Qwen 3 Coder e bolokiloe ka ntle ho pool ea letsatsi le letsatsi; premium Claude/GPT-5 e sebetsana le lifaele tse telele ka ho fetisisa ho feta DocStringGenerator kapa Mintlify Writer.
Litsela tse latelang
Likhetho tse tsoetseng pele
Bo_lemo
Tokens e tlase.
Fumana Token e eketsehileng
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Ngola mahala
Ho sebetsana le kopo ea hau...
E etsa litokomane tsa kotloloho ka AI e mahala. Docstrings, litlhaloso, le litokomane tsa API.
Mokhoa oa ho sebelisa Litokomane tsa Kode
1
Ke eng eo u e kentseng?
Tlatsa mongolo, kenya faele, kapa hlalosa seo u se batlang. Ha ho hlokahale ak'haonte.
2
Tobetsa ho theha
AI ea rona e sebetsana le kopo ea hau ka metsotsoana ka ho sebelisa li-models tse ntlehali tsa open-source.
3
Tlosa & & arolelana
Kopitsa, kenya kapa arolelana litlamorao tsa hau. Haholo-holo bakeng sa ho sebelisana le batho ba bang le ho rekisa.
Senya sesebelisoa ka API
E-ba le sesebelisoa sena ka ho iketsetsa ho tloha ho kotloloho. OpenAI-compatible REST endpoint, Bearer-token auth, ha ho hlokahale SDK e eketsehileng. Litheko tsa token li lumellana le interface ea webosaeteng.
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."}]}'Li-Tools tsa AI tse Bulehileng tse Bulehileng
Litokomane tsa Kode — FAQ
Ntlafatsa sehlooho (kapa kenya faele ho fihlela ho 500KB)'me u fumane khoutu e tšoanang le li-docstrings, litlhaloso tse tsebahalang tsa mofuta, le - ka ho khetha - README.md le ho ngola ho API.md. Khetha e' ngoe ea li-docstrings tse 5 (Google / NumPy / reST-Sphinx / JSDoc-TSDoc / plain) le li-output scopes tse 5 (docstrings feela, +inline, +README, +API ref, pack e felletseng). Bophelo ba kotloloho bo lula bo le teng ka byte-by-byte; li-docstrings le litlhaloso feela li kenyelelitsoe.
DocuWriter.ai e lefa $ 19 / mo bakeng sa ho se be le moeli le ho fetola setaele ka morao ho li-tiers tse lefelloeng. Tabnine e eketsa litlhaloso tse khuts'oane ka har'a li-tiers tsa eona tsa $ 12 / mo Pro. Free.ai e tsamaea ka har'a pool ea token ea letsatsi le letsatsi ntle le ho ingolisa ka khoeli, e tšehetsa li-styles tsohle tsa 5 ka har'a tier e mahala,'me e ka hlahisa README + ho ngola ho felletseng ho API ka ho tšoaea e le' ngoe eo li-plugins tsa IDE li ka e etsang.
Ha ho joalo — sistimi e laela ho se sebelise lebitso le lecha, ho hlophisa ka mokhoa o mocha, kapa ho fetola litlhohonolofatso. Li-docstrings le litlhaloso feela li tla etsoa. "Original" e bonts'itsoeng ka pane ea liphetho e u lumella ho netefatsa ka ho khutlela morao; kopitsa-pepa mofuta o ngotsoeng ka litokomane ho faele ea hau ka botsitso.
Google bakeng sa liprojekte tsa Python tse ncha ka 2018+ (mkdocs / pdoc e etsa ka mokhoa o hloekileng). NumPy bakeng sa Python ea litsebi (matplotlib, scikit-learn convention). reST / Sphinx bakeng sa liprojekte tsa Python tse fetileng tse teng ho Sphinx autodoc. JSDoc / TSDoc bakeng sa JavaScript / TypeScript (e sebetsa le VSCode IntelliSense le TypeDoc). Plain ha u batla lebokose le lenyenyane la litlhaloso ka mosebetsi le ho se na li-blocks tse tloaelehileng.
Ea - khetha "Docstrings + README.md" kapa "Full pack" scope. README e kenyelletsa lebitso la projeke, tagline e le 'ngoe, ho kenya molaoli (pip / npm / cargo / go-get e fumanoeng ho tloha ho puo), 30-second quickstart, ho ngola API ea bohlokoa, le sebaka sa laesense. Bakeng sa kopitsa e ngata ea ho rekisa README, keketseho ea / code / readme / sesebelisoa sa rona ka mor'a.
Litlhaku tsa ho ngola API (Markdown) li bonts'a li-symbols tsohle tsa sechaba tse hlophisitsoeng ka faele/klase le ho ngola, sepheo, liparameter, ho khutla, le ho ngola mohlala — li loketse ho ngolisoa ho 'docs/' foldara, ReadTheDocs, kapa sebaka sa GitHub Pages. Li-docstrings tse kopantsoeng li phela ka kotloloho ho kotloloho. Khetha "Full pack" ho li fumana ka nako e le ngoe.
Qwen 3 Coder (default, pool mahala) sebetsa ~ 95% ea lifaele ka tlase ho 200 lihlooho tse hantle. DeepSeek R1 bakeng sa lihlooho moo u batlang ho nahana ka ho hlaka ka lihlooho tse ka morao docstring lokela ho re. Premium Claude Sonnet 4 / GPT-5 bakeng sa litokomane tsohle-pakete e tsamaea ka holimo 1,000 lihlooho — ba boloka tlhaloso e kholo le ho hlahisa moralo o tsitsitseng ho feta ho feta lihlooho.
Ee — ha "Enya tlhaiso-leseling ea mofuta" e khethiloe, moralo o sebelisa litlhaku tsa mofuta o teng moo ho leng teng'me o lekanya litšobotsi tse loketseng ho tloha ho ts'ebeliso moo ho seng joalo. Litšobotsi tse kopantsoeng li kenngoa ka ho hlakileng ho docstring (sehlooho sa Argus / @param tag) hore li ka lula li ka hlahlojoa. Litlhaku tsa kotloloho tsa kotloloho ha li kenyelletsoe ke sena — sebelisa /code/refactor/ le "Sehlopheng sa polokeho" e le sepheo sa seo.
Ka ho ngola, beha ho fihlela ho li-characters tse 12,000 (~180 lines). Bakeng sa liprojekte tse nang le lifaele tse ngata, kenya faele ka faele (kodi e ts'oanang ka mokhoa ona, ebe o tobetsa "Bokella liteko" ho fumana liteko bakeng sa mofuta o ngotsoeng). kapa o sebelise API bakeng sa mesebetsi ea batch — POST ho /v1/chat/ ka li-loop.
Kode e romelloa ho moelelo, e sebetsanoa,'me e tlosoa. Ha e boloke, ha e sebelisetsoe ho ithuta. Bakeng sa boinotšing bo phahameng ho khetha Qwen 3 Coder — e bolokiloe ka GPUs tsa rona, kodene ea hau ha e tlohele Free.ai infrastructure. Li-models tsa premium tsa kantle (Claude, GPT-5) li romelloa ka har'a bafani ba tsona ka har'a maemo a bona a ho sebetsana le data.
Python, JavaScript, TypeScript, Java, C ++, C, C #, Go, Rust, Ruby, PHP, Swift, Kotlin, Shell / Bash, SQL, HTML / CSS - 16+ ka ho khetha, ka ho fumana ka ho toba bakeng sa tsohle tse ling tseo mohopolo o li tsebang (Lua, Elixir, Haskell, Scala, Dart, R, MATLAB, Perl).
Ee — POST ho /v1/chat/ le lets'olo la sistimi ea litokomane (style + scope + extras) le kodi e le moqoqo oa mosebelisi. E ka sebelisoa ho plugga litokomane ho ea ka mohato oa CI kapa ho kenya hook pele. Bona /api/ bakeng sa li-snippets.
U tla lekola eng ka sesebelisoa sena?
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