Erayga muhiimka ah

Soo saar ereyga ugu macno badan iyo erayada ka mid ah qoraal kasta oo dheer (maqaal, blog post, transcript, sharaxaadda alaabta). Shan qaabab soo saar: (1) ereyada muhiimka ah ee SEO oo leh raadinta-doonista, (2) mawduucyada heer sare + mawduucyada, (3) magacyada magacyada - dadka / meelaha / ururada, (4) tag-style-ka hooseeya-hyphen-joojiyey tags, (5) ereyga indekska jaamacadeed. Natiijooyinka lagu qiyaasay 0-100 by TF-IDF, kala duwanaanshaha raw, ama muhiimadda semantic. Soo saar sida CSV, TXT, ama JSON.

Haa - a 1,500-erey qoraalka soo saaro in ~ 350 calaamadaha ku saabsan default Qwen 3 30B tusaale, raaxo leh gudaha 6,000 aan la aqoon ama 30,000 signed-up maalin kasta. No diiwaangelinta loo baahan yahay ee aad soo saarka koowaad.

Waxyaabahaas waxay ka soo qaadaan xogta raadinta-waxqabadka ku nool ee ereyada muhiimka ah ee aad siiso ($ 99 + / mo). Farsamadan waxay ka dhigeysaa mid ka soo horjeedda - waxay ka soo qaadataa ereyada muhiimka ah ee murashaxiinta ka mid ah waxyaabahaaga oo ay u kala saaraan doonista raadinta.

Saddex qaabab scoreing: (1) TF-IDF (default) abaalmarino erayo labadaba caadi ah oo ku qoran qoraalkan iyo qaali ah ee guud English - ugu fiican ee SEO maxaa yeelay kuwaas oo ah shuruudaha kala duwan. (2) Raw frequency tirada dhacdooyinka toosan - ugu fiican marka aad rabto inaad aragto waxa aad ku dhahdo ugu badan. (3) Semantic muhiimadda dhibcood by xidhiidhka la warqadaha ugu weyn ee cilmi-baarista xitaa haddii eraygu u muuqataa mar kaliya - ugu fiican ee isku xirnaanta topical.

N-gram waa isku xirka isku xiran ee N-ereyga. "beddelka cimilada" waa 2-gram. "moodalka aqoonta abuurka ah" waa 3-gram. Isku beddel chips si aad u soo saarto oo kaliya 1-grams (ereyga kaliya sida "photosynthesis"), 2-grams (ereyga madaxa sida "carbon footprint"), ama 3-grams (long-tail sida "carbon footprint calculator").

Haa - liiska joojinta default tirtirto "iyo", "oo ah", "waa", iwm. in 14 luqadood. Waxaad ku dari kartaa stopwords custom ka "Waddadii in ay ka baxaan" goobta - faa'iido u leh in ay xakameeyaan magacaaga shirkaddaada, koodhadhka alaabta, ama boilerplate legalese in kale oo ay ka adkaan doonaan natiijada.

Google waxay ku kala saaraan su'aalaha si loo gaaro isticmaale: warbixin ("maxaa X"), navigational ("Nike dukaanka rasmiga ah"), ganacsi ("Best Running shoes 2026"), transactional ("buy air max online"). Qalabka tags your keywords soo bixi la doonayo in aad u badan tahay si aad u ogaato haddii aad qoraalkaagu waa in ay kaalinta cilmi-baarayaasha, iibsadayaasha, ama soo-dhaweynta gaadiidka tooska ah.

99 luqadaha ka dib markii Qwen 2.5 qaabka hooseeya. Tayada ugu sarreysa ee Ingiriisiga, Isbaanishka, Faransiiska, Portuguese, Jarmalka, Shiinaha, Japanese. hoose-madal luqadaha shaqada laakiin 3-gram soo saarida waxaa laga yaabaa in ay ka yar tahay mid ku kalsoonaan karo - dib u dhaca 1 + 2-grams ee Carabiga, Hindi, Turkiga, iwm.

UI runs mid qoraal ah mar kasta. For bulk soo saarida wire the /v1/chat/ API in a Python script - ku soo noqnoqoto ka badan CMS dhoofinta, POST jirka maqaalka kasta, JSON dump. Bearer auth, 1,000 wicitaanada/saacadaha on xisaabaadka bilaashka ah, xaddidan sare ee pro. Docs at /api/.

RAKE iyo YAKE waa algorithms classic lexical - degdeg laakiin daciif ah on nuance semantic (ay ka maqan yihiin "tech startup" haddii qoraalka uu leeyahay "tech startup" laakiin aan "tech" oo keliya). KeyBERT isticmaalaa BERT embeddings - tayo semantic wanaagsan laakiin degdeg ah oo u baahan in la rakibo. TextRank waa graph-ku saleysan. Tilmaamkeena wuxuu isticmaalaa 7B-parameter LLM oo ka mid ah dhammaan kuwa kor ku xusan zero-shot iyo sidoo kale raadinta-doonista-doonista - ka degdeg badan oo ka mid ah wicitaan kasta laakiin zero setup, bilaash ah, iyo ML injineernimada loo baahan yahay.

In frequency iyo TF-IDF qaabab, haa - keyword kasta oo ka soo baxa qoraalka asalka ah oo ku qoran ama la yar yar isbeddelka inflection. In semantic-waxtar ah qaabka qaabka waxaa laga yaabaa in ay soo celiyaan version-dhaqaale la xakameeyay ("pulmonology" xitaa haddii qoraalka aad ku sheegayso "dhakhtarka wadnaha booqasho").

Haa - POST in /v1/chat/ la mid ah nidaamka soo jeedinta ah ee boggani dhisayo (wax ka ogow template asalka u ah soo jeedinta saxda ah). JSON dhisan ku soo laabto. Wanaagsan u content-strategy dashboards ama plugins CMS. Bearer auth, xaddidaadaha bilood kasta. Docs at /api/.