Keywords

Soo saar ereyga ugu macno badan iyo erayada ka mid ah qoraal kasta oo dheer (maqaal, blog post, qoraal, sharaxaada alaabta). Shan hab oo soo saar ah: (1) ereyada muhiimka ah ee SEO oo leh raadinta-doonista, (2) mawduucyada heer sare + mawduucyada, (3) magacyada magacyada - dadka / meelaha / ururada, (4) tag-style-lowcase-hyphen-joined tags, (5) ereyga liiska tacliinta. Natiijooyinka lagu qiyaasay 0-100 by TF-IDF, tirada caadiga ah, ama muhiimadda macnaheedu. Soo saar sida CSV, TXT, ama JSON.

Haa - 1,500-word maqaalka soo saaro in ~ 350 calaamadaha ku saabsan default Qwen 3 30B tusaale, raaxo leh gudaha 2,500 aan la aqoon ama 10,000 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 hababka scoreing: (1) TF-IDF (default) abaalmarino erayo labadaba ku badan yahay in warqadan iyo qaali ah guud ahaan Ingiriisiga — ugu fiican ee SEO tan iyo kuwani waa shuruudaha kala duwanaansho. (2) Frequency Raw tirada dhacdooyinka toosan — ugu fiican marka aad rabto inaad aragto waxa aad ugu badan tahay. (3) Semantic muhiimadda dhibcaha by xidhiidhka la warqadaha qormada ugu weyn xitaa haddii eraygu kaliya mar u muuqataa — ugu fiican ee isku xirnaan topical.

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

Haa - default stoplist tirtirtaa "," "iyo", "oo ah", "waa", iwm. in 14 luqadood. Waxaad ku dari kartaa stopwords custom ka "Word si ay u xaddidaan" goobta - faa'iido u ah in ay xakameeyaan magacaaga ganacsi, codes alaabta, ama boilerplate legalese in kale ay ka adkaan doontaa natiijada.

Google waxay ku kala saartaa su'aalaha iyadoo loo eegayo sababta isticmaaleha: macluumaad ("maxaa X ah"), marin u helka ("nike dukaanka rasmiga ah"), ganacsi ("kaadhka ugu fiican ee 2026"), lacag bixinta ("ku iibso hawada max online"). Qalabka ayaa ku calaamadiya ereyada muhiimka ah ee aad soo saartay si aad u ogaato haddii maqaalkaagu uu u baahan yahay inuu u kala saaro cilmi-baarayaasha, iibsadayaasha, ama raadinta taraafikada tooska ah.

99 luqadood oo ka socda Qwen 2.5. Tayada ugu sarreysa ee Ingiriisiga, Isbaanishka, Faransiiska, Portugese, Jarmalka, Shiinaha, Japan. Luuqadaha hoose-madal shaqada laakiin 3-gram soo saarka waxaa laga yaabaa in ay ka yar tahay la aamini karo — dib u dhaca 1 + 2-grams for Arabic, Hindi, Turkish, iwm

UI socda mid qoraal ah mar kasta. For wax soo saarka ballaaran wire / 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 / saacaddii on xisaabaadka bilaash ah, xaddidan sare ee pro. Docs at / api /.

RAKE iyo YAKE waa algorithms classic lexical - degdeg ah laakiin daciif ah on nuance macno (ay ka maqnaan "tech startup" haddii dukumintiga uu leeyahay "tech startup" laakiin ma aha "tech" oo keliya). KeyBERT isticmaalaa BERT embeddings - tayo macno 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-qaabeynta - ka degdeg badan oo loogu talagalay 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 qoraal ah ama la isbeddelka inflection ugu yar. In semantic-waxtar ah qaabka qaabka waxaa laga yaabaa in ay soo celiyaan version-qaab-qaab ("pulmonology" xitaa haddii qoraalka aad ku sheegto "dhakhtarka wadnaha booqasho").

Haa — POST in / v1 / chat / la isku mid ah nidaamka soo jeedinta boggani dhisayaa (ilaalinta template asalka u ah soo jeedinta saxda ah). Ku soo laabtay qaabaysan JSON. Wanaagsan u content-strategy dashboards ama CMS plugins. Bearer auth, xaddidaadaha bille. Docs at / api /.