[{"data":1,"prerenderedAt":884},["ShallowReactive",2],{"blog-\u002Fblog\u002Fbuy-vs-build-tiktok-comment-scraper":3,"blog-related-\u002Fblog\u002Fbuy-vs-build-tiktok-comment-scraper":611},{"id":4,"title":5,"author":6,"body":7,"category":595,"cover":596,"description":597,"draft":598,"extension":599,"image":595,"launchCta":595,"listingCover":595,"meta":600,"navigation":262,"ogImage":595,"path":601,"publishedAt":602,"readTime":595,"seo":603,"stem":604,"tags":605,"updatedAt":595,"__hash__":610},"blogUnlisted\u002Fblog\u002Fbuy-vs-build-tiktok-comment-scraper.md","TikTok Comment Scraper 2026: Buy vs Build the Data","The Monid Team",{"type":8,"value":9,"toc":582},"minimark",[10,14,24,29,80,84,87,99,105,111,117,120,127,131,138,143,152,162,170,174,180,188,195,346,356,360,363,486,490,493,516,523,527,530,534,537,540,544,550,559,569,578],[11,12,13],"p",{},"For comment data from TikTok videos you do not own, buy it. A do-it-yourself TikTok comment scraper spends most of its life losing to signed requests, a login wall, and proxy rotation, and it re-breaks every time the app ships an update. A metered per-call actor hands back the same comment text, author, timestamps, likes, and threaded replies with none of that upkeep on your plate. Build your own only when comments are a permanent, huge-volume core product and you will actually staff the maintenance. Everything below is the honest math behind that call.",[11,15,16,23],{},[17,18,22],"a",{"href":19,"rel":20},"https:\u002F\u002Fmonid.ai",[21],"nofollow","Monid"," is a pay-per-call data API marketplace that lets you reach hundreds of external data endpoints from one key and one wallet, paying only when a run succeeds. Two verified TikTok comment endpoints sit behind that single wallet, so you can price the buy route in an afternoon before you commit an engineer to the build route.",[25,26,28],"h2",{"id":27},"tldr","TL;DR",[30,31,32,36,39,54,62,71],"ul",{},[33,34,35],"li",{},"Buy for comment data from videos you do not own. The DIY route wins only at extreme, steady volume where marginal cost per call is the whole ballgame.",[33,37,38],{},"A DIY scraper fights request signing (X-Bogus and device signing), an anti-bot login wall, and proxy rotation, and it breaks again on every TikTok app update.",[33,40,41,42,47,48,53],{},"The ",[17,43,46],{"href":44,"rel":45},"https:\u002F\u002Fapify.com\u002Fscraptik\u002Ftiktok-api",[21],"ScrapTik actor"," on ",[17,49,52],{"href":50,"rel":51},"https:\u002F\u002Fapify.com",[21],"Apify"," returns top-level comments and threaded replies from just a video ID, billed a fraction of a cent per call.",[33,55,56,61],{},[17,57,60],{"href":58,"rel":59},"https:\u002F\u002Ftikhub.io",[21],"TikHub"," runs the same job on the same wallet, so you can switch or cross-check providers without signing a second contract.",[33,63,64,65,70],{},"The official ",[17,66,69],{"href":67,"rel":68},"https:\u002F\u002Fdevelopers.tiktok.com\u002Fproducts\u002Fresearch-api\u002F",[21],"TikTok Research API"," is approval-gated and will not hand an arbitrary public comment section to a general pipeline.",[33,72,73,74,79],{},"Managed cost magnitude and live prices are at ",[17,75,78],{"href":76,"rel":77},"https:\u002F\u002Fmonid.ai\u002Ftools",[21],"monid.ai\u002Ftools",".",[25,81,83],{"id":82},"what-actually-breaks-a-diy-tiktok-comment-scraper","What actually breaks a DIY TikTok comment scraper?",[11,85,86],{},"The demo is easy. You open a video, watch the comment request fire in your network tab, copy it into code, and get one page back. Then it dies, and here is the part the demo never shows you.",[11,88,89,93,94,98],{},[90,91,92],"strong",{},"Request signing."," TikTok's comment endpoints expect signed parameters (the ",[95,96,97],"code",{},"X-Bogus"," family and device-level signing) computed by obfuscated client code. Reproducing that signing outside the app is the entire hard problem, and it is a moving target the vendor deliberately reshapes.",[11,100,101,104],{},[90,102,103],{},"The anti-bot wall."," Unsigned or suspicious traffic gets a login prompt, a captcha, or an empty body that looks like success but carries nothing. You end up writing detection code to tell \"no comments\" apart from \"you got blocked,\" which are not the same failure.",[11,106,107,110],{},[90,108,109],{},"Proxy rotation."," One IP pulling thousands of comment pages gets rate-limited fast, so you buy a residential proxy pool, add rotation and retry, and now you are running proxy infrastructure to read a public comment section.",[11,112,113,116],{},[90,114,115],{},"The update treadmill."," Every point that works today is coupled to the current app build. A TikTok release can change the signing scheme or a field name, and your scraper returns garbage until someone notices and re-reverses it. That someone is on payroll every week, not just the week you wrote the first version.",[11,118,119],{},"A metered actor absorbs all four of those. The provider reverse-engineers the signing, runs the proxy pool, watches for app changes, and repairs the parser, and you send a video ID.",[11,121,122],{},[123,124],"img",{"alt":125,"src":126},"The DIY path is a repeating break and repair loop of request signing, anti-bot walls, proxies, and app updates, while the buy path is one straight line from a video id to comments","\u002Fimg\u002Fblog\u002Fbuy-vs-build-tiktok-comment-scraper-fig-build-vs-buy-loop.png",[25,128,130],{"id":129},"how-do-you-buy-comment-data-instead-of-building-it","How do you buy comment data instead of building it?",[11,132,133,134,137],{},"Discovery and inspection are free on Monid, so an agent or a human can confirm the input shape and the current price before spending anything. Only a ",[95,135,136],{},"run"," bills.",[139,140,142],"h3",{"id":141},"for-agents","For agents",[11,144,145,146,151],{},"Grab an API key at ",[17,147,150],{"href":148,"rel":149},"https:\u002F\u002Fapp.monid.ai\u002F",[21],"app.monid.ai",", then paste this to your agent and hand it the key:",[153,154,159],"pre",{"className":155,"code":157,"language":158},[156],"language-text","set up https:\u002F\u002Fmonid.ai\u002FSKILL.md\n","text",[95,160,157],{"__ignoreMap":161},"",[11,163,164,165,79],{},"It learns the whole discover, inspect, run workflow itself. More details in the ",[17,166,169],{"href":167,"rel":168},"https:\u002F\u002Fmonid.ai\u002Fdocs\u002Fguide\u002Fquickstart-skill",[21],"agent quickstart",[139,171,173],{"id":172},"for-humans","For humans",[153,175,178],{"className":176,"code":177,"language":158},[156],"npm install -g @monid-ai\u002Fcli\nmonid keys add --label main --key \u003Cyour-api-key>\n",[95,179,177],{"__ignoreMap":161},[11,181,182,183,79],{},"More details in the ",[17,184,187],{"href":185,"rel":186},"https:\u002F\u002Fmonid.ai\u002Fdocs\u002Fguide\u002Fquickstart-cli",[21],"CLI quickstart",[11,189,190,191,194],{},"The only input the comment call needs is the ",[95,192,193],{},"aweme_id",", the run of digits at the end of any TikTok video URL. Inspect the endpoint for free, then run one page:",[153,196,200],{"className":197,"code":198,"language":199,"meta":161,"style":161},"language-bash shiki shiki-themes material-theme-lighter material-theme material-theme-palenight","# managed: ScrapTik on Apify, flat per call (aweme_id is the number in the video URL)\nmonid run -p apify -e \u002Fscraptik\u002Ftiktok-comments-scraper-api \\\n  -i '{\"listComments_awemeId\":\"7127359192452599042\",\"listComments_count\":50}' -w\n\n# threaded replies to one comment\nmonid run -p apify -e \u002Fscraptik\u002Ftiktok-comments-scraper-api \\\n  -i '{\"commentReplies_awemeId\":\"7127359192452599042\",\"commentReplies_commentId\":\"6999860547420766982\",\"commentReplies_count\":50}' -w\n\n# same job, a different provider on the same wallet: TikHub\nmonid run -p tikhub -e \u002Fapi\u002Fv1\u002Ftiktok\u002Fweb\u002Ffetch_post_comment \\\n  --query '{\"aweme_id\":\"7127359192452599042\",\"count\":50}' -w\n","bash",[95,201,202,211,238,257,264,270,287,301,306,312,331],{"__ignoreMap":161},[203,204,207],"span",{"class":205,"line":206},"line",1,[203,208,210],{"class":209},"sHwdD","# managed: ScrapTik on Apify, flat per call (aweme_id is the number in the video URL)\n",[203,212,214,218,222,225,228,231,234],{"class":205,"line":213},2,[203,215,217],{"class":216},"sBMFI","monid",[203,219,221],{"class":220},"sfazB"," run",[203,223,224],{"class":220}," -p",[203,226,227],{"class":220}," apify",[203,229,230],{"class":220}," -e",[203,232,233],{"class":220}," \u002Fscraptik\u002Ftiktok-comments-scraper-api",[203,235,237],{"class":236},"sTEyZ"," \\\n",[203,239,241,244,248,251,254],{"class":205,"line":240},3,[203,242,243],{"class":220},"  -i",[203,245,247],{"class":246},"sMK4o"," '",[203,249,250],{"class":220},"{\"listComments_awemeId\":\"7127359192452599042\",\"listComments_count\":50}",[203,252,253],{"class":246},"'",[203,255,256],{"class":220}," -w\n",[203,258,260],{"class":205,"line":259},4,[203,261,263],{"emptyLinePlaceholder":262},true,"\n",[203,265,267],{"class":205,"line":266},5,[203,268,269],{"class":209},"# threaded replies to one comment\n",[203,271,273,275,277,279,281,283,285],{"class":205,"line":272},6,[203,274,217],{"class":216},[203,276,221],{"class":220},[203,278,224],{"class":220},[203,280,227],{"class":220},[203,282,230],{"class":220},[203,284,233],{"class":220},[203,286,237],{"class":236},[203,288,290,292,294,297,299],{"class":205,"line":289},7,[203,291,243],{"class":220},[203,293,247],{"class":246},[203,295,296],{"class":220},"{\"commentReplies_awemeId\":\"7127359192452599042\",\"commentReplies_commentId\":\"6999860547420766982\",\"commentReplies_count\":50}",[203,298,253],{"class":246},[203,300,256],{"class":220},[203,302,304],{"class":205,"line":303},8,[203,305,263],{"emptyLinePlaceholder":262},[203,307,309],{"class":205,"line":308},9,[203,310,311],{"class":209},"# same job, a different provider on the same wallet: TikHub\n",[203,313,315,317,319,321,324,326,329],{"class":205,"line":314},10,[203,316,217],{"class":216},[203,318,221],{"class":220},[203,320,224],{"class":220},[203,322,323],{"class":220}," tikhub",[203,325,230],{"class":220},[203,327,328],{"class":220}," \u002Fapi\u002Fv1\u002Ftiktok\u002Fweb\u002Ffetch_post_comment",[203,330,237],{"class":236},[203,332,334,337,339,342,344],{"class":205,"line":333},11,[203,335,336],{"class":220},"  --query",[203,338,247],{"class":246},[203,340,341],{"class":220},"{\"aweme_id\":\"7127359192452599042\",\"count\":50}",[203,343,253],{"class":246},[203,345,256],{"class":220},[11,347,41,348,351,352,355],{},[95,349,350],{},"-w"," flag waits inline and prints the result. The first call returns top-level comments, each with text, author, like count, and timestamp. The second pulls threaded replies for one comment you chose, so you only pay for reply depth on the threads that earn it. The third does the identical job through TikHub. Two providers, one wallet, no second signup. That is the point managed buys you that a build never can: if one provider degrades after a TikTok update, you fail over by changing the ",[95,353,354],{},"-p"," flag, not by re-hiring for a reverse-engineering project.",[25,357,359],{"id":358},"buy-vs-build-compared-fairly","Buy vs build, compared fairly",[11,361,362],{},"The DIY route is not a strawman. It genuinely wins on marginal cost at extreme steady volume, because your only ongoing spend is proxies and servers. Here is the whole picture, rival by rival.",[364,365,366,385],"table",{},[367,368,369],"thead",{},[370,371,372,376,379,382],"tr",{},[373,374,375],"th",{},"Axis",[373,377,378],{},"DIY scraper",[373,380,381],{},"ScrapTik on Apify via Monid",[373,383,384],{},"TikHub via Monid",[386,387,388,402,415,433,446,459,472],"tbody",{},[370,389,390,394,397,400],{},[391,392,393],"td",{},"What breaks it",[391,395,396],{},"Signing changes, anti-bot wall, IP bans, app updates",[391,398,399],{},"Provider handles it; you inspect fields",[391,401,399],{},[370,403,404,407,410,413],{},[391,405,406],{},"Setup",[391,408,409],{},"Reverse-engineer signing, build proxy pool, parser",[391,411,412],{},"One key, one endpoint, a video ID",[391,414,412],{},[370,416,417,420,423,430],{},[391,418,419],{},"Returns replies?",[391,421,422],{},"Only if you build a second signed path",[391,424,425,426,429],{},"Yes, ",[95,427,428],{},"commentReplies_*"," call",[391,431,432],{},"Depends on route; inspect first",[370,434,435,438,441,444],{},[391,436,437],{},"Proxy + signing burden",[391,439,440],{},"All yours, forever",[391,442,443],{},"None",[391,445,443],{},[370,447,448,451,454,457],{},[391,449,450],{},"Maintenance",[391,452,453],{},"Staffed, weekly, unpredictable",[391,455,456],{},"None on your side",[391,458,456],{},[370,460,461,464,467,470],{},[391,462,463],{},"Cost shape",[391,465,466],{},"Fixed infra plus salary, low marginal per call",[391,468,469],{},"Flat per call, a fraction of a cent",[391,471,469],{},[370,473,474,477,480,483],{},[391,475,476],{},"Best fit",[391,478,479],{},"Comments as permanent huge-volume core product",[391,481,482],{},"Bursty research, comment mining, per-video sweeps",[391,484,485],{},"Same, plus a cross-check or failover provider",[25,487,489],{"id":488},"what-does-a-comment-sweep-actually-cost","What does a comment sweep actually cost?",[11,491,492],{},"Managed billing here is per call, at a fraction of a cent, and each call returns a full page of comments. So the bill tracks pages, not comments. Reason it out per step:",[30,494,495,501,507],{},[33,496,497,500],{},[90,498,499],{},"One video, a few hundred comments, 50 per page."," That is a handful of calls, which lands in single-digit cents total. Add reply pulls on ten hot threads and you are still in cents.",[33,502,503,506],{},[90,504,505],{},"A research batch of a hundred videos."," Still a few calls each, so the whole batch is single-digit dollars for thousands of comments.",[33,508,509,512,513,515],{},[90,510,511],{},"A DIY comparison."," Your per-call marginal cost can be lower, but you carry fixed proxy spend plus the salary of whoever keeps the signing alive. Divide that fixed cost across your monthly call volume. Below a very high, very steady volume, the managed per-call price is cheaper all-in, because you are not paying an engineer to fight ",[95,514,97],{}," on a slow week. Above it, DIY marginal cost eventually wins, which is the honest case for building.",[11,517,518,519,522],{},"The per-call price shows before every run and is listed at ",[17,520,78],{"href":76,"rel":521},[21],", with no subscription and no per-vendor minimum underneath it.",[25,524,526],{"id":525},"one-honest-caveat","One honest caveat",[11,528,529],{},"Public scraping only sees public comments. Deleted comments, hidden comments, and comments on private accounts return nothing, and that is correct behavior, not a bug to code around. Coverage and field names also shift as TikTok changes and as each provider updates, so do not trust this post over your own run. Sample one video before you scale a batch: pull a page, eyeball the text and like counts against what the app shows, and only then wire in the rest of your list.",[25,531,533],{"id":532},"when-should-you-actually-build-it-yourself","When should you actually build it yourself?",[11,535,536],{},"Build when all three are true: comment ingestion is a permanent core product (not a research project with an end date), the volume is huge and steady enough that managed per-call pricing dominates your bill, and you will fund the ongoing reverse-engineering headcount to keep signing alive through every TikTok update. Miss any one of those, especially the third, and a home-grown scraper becomes a slowly rotting liability that a metered actor would have replaced for cents.",[11,538,539],{},"For everyone else, and that is most comment work (competitor research, sentiment on a launch, FAQ mining, moderation snapshots), buying is the correct default. You get comment text, authors, timestamps, likes, and threaded replies from a video ID, and you spend your engineering time on the analysis instead of the plumbing.",[25,541,543],{"id":542},"faq","FAQ",[11,545,546,549],{},[90,547,548],{},"Is a TikTok comment scraper legal to run?","\nThis is about public comments only, the ones any logged-out visitor can read. Deleted, hidden, and private-account comments return nothing by design. Follow the platform terms and applicable law for your use, and keep to public data.",[11,551,552,555,556,558],{},[90,553,554],{},"Can I get threaded replies, not just top-level comments?","\nYes. Replies are a separate call keyed on the parent comment ID plus the video's ",[95,557,193],{},", so you pull reply depth only on the threads you choose and never pay for it on low-signal comments.",[11,560,561,564,565,568],{},[90,562,563],{},"Why not just use the official TikTok API?","\nThe ",[17,566,69],{"href":67,"rel":567},[21]," is approval-gated and aimed at qualifying institutions, and there is no supported route that hands a general pipeline the public comment section of an arbitrary video. That access gap is exactly what the metered actors fill.",[11,570,571,574,575,79],{},[90,572,573],{},"How much does the managed route cost?","\nPer call, a fraction of a cent, and each call returns a full page, so a whole video's comments is usually single-digit cents and a research batch is single-digit dollars for thousands of comments. The live price shows before every run at ",[17,576,78],{"href":76,"rel":577},[21],[579,580,581],"style",{},"html pre.shiki code .sHwdD, html code.shiki .sHwdD{--shiki-light:#90A4AE;--shiki-light-font-style:italic;--shiki-default:#546E7A;--shiki-default-font-style:italic;--shiki-dark:#676E95;--shiki-dark-font-style:italic}html pre.shiki code .sBMFI, html code.shiki .sBMFI{--shiki-light:#E2931D;--shiki-default:#FFCB6B;--shiki-dark:#FFCB6B}html pre.shiki code .sfazB, html code.shiki .sfazB{--shiki-light:#91B859;--shiki-default:#C3E88D;--shiki-dark:#C3E88D}html pre.shiki code .sTEyZ, html code.shiki .sTEyZ{--shiki-light:#90A4AE;--shiki-default:#EEFFFF;--shiki-dark:#BABED8}html pre.shiki code .sMK4o, html code.shiki .sMK4o{--shiki-light:#39ADB5;--shiki-default:#89DDFF;--shiki-dark:#89DDFF}html .light .shiki span {color: var(--shiki-light);background: var(--shiki-light-bg);font-style: var(--shiki-light-font-style);font-weight: var(--shiki-light-font-weight);text-decoration: var(--shiki-light-text-decoration);}html.light .shiki span {color: var(--shiki-light);background: var(--shiki-light-bg);font-style: var(--shiki-light-font-style);font-weight: var(--shiki-light-font-weight);text-decoration: var(--shiki-light-text-decoration);}html .default .shiki span {color: var(--shiki-default);background: var(--shiki-default-bg);font-style: var(--shiki-default-font-style);font-weight: var(--shiki-default-font-weight);text-decoration: var(--shiki-default-text-decoration);}html .shiki span {color: var(--shiki-default);background: var(--shiki-default-bg);font-style: var(--shiki-default-font-style);font-weight: var(--shiki-default-font-weight);text-decoration: var(--shiki-default-text-decoration);}html .dark .shiki span {color: var(--shiki-dark);background: var(--shiki-dark-bg);font-style: var(--shiki-dark-font-style);font-weight: var(--shiki-dark-font-weight);text-decoration: var(--shiki-dark-text-decoration);}html.dark .shiki span {color: var(--shiki-dark);background: var(--shiki-dark-bg);font-style: var(--shiki-dark-font-style);font-weight: var(--shiki-dark-font-weight);text-decoration: var(--shiki-dark-text-decoration);}",{"title":161,"searchDepth":213,"depth":213,"links":583},[584,585,586,590,591,592,593,594],{"id":27,"depth":213,"text":28},{"id":82,"depth":213,"text":83},{"id":129,"depth":213,"text":130,"children":587},[588,589],{"id":141,"depth":240,"text":142},{"id":172,"depth":240,"text":173},{"id":358,"depth":213,"text":359},{"id":488,"depth":213,"text":489},{"id":525,"depth":213,"text":526},{"id":532,"depth":213,"text":533},{"id":542,"depth":213,"text":543},null,"\u002Fimg\u002Fblog\u002Fbuy-vs-build-tiktok-comment-scraper.png","A TikTok comment scraper you build fights signed requests, anti-bot walls, and proxy rotation. Here is when to buy a metered comments API instead, and when to build.",false,"md",{},"\u002Fblog\u002Fbuy-vs-build-tiktok-comment-scraper","2026-08-05",{"title":5,"description":597},"blog\u002Fbuy-vs-build-tiktok-comment-scraper",[606,607,608,609],"tiktok","web-scraping","buy-vs-build","social","YR-th2c4Qn-MFdW728i0aaSQHAzSBj5hsh1Tk8IR8w0",[612,674,745,811],{"id":613,"title":614,"author":595,"body":615,"category":595,"cover":659,"description":161,"draft":598,"extension":599,"image":595,"launchCta":660,"listingCover":595,"meta":663,"navigation":262,"ogImage":595,"path":664,"publishedAt":665,"readTime":595,"seo":666,"stem":667,"tags":668,"updatedAt":595,"__hash__":673},"blog\u002Fblog\u002Fakta-pro-is-now-available-on-monid.md","Introducing private markets\ndata for agents",{"type":8,"value":616,"toc":655},[617,621,629,632,636,642,649,652],[25,618,620],{"id":619},"what-is-aktapro","What is akta.pro",[11,622,623,628],{},[17,624,627],{"href":625,"rel":626},"https:\u002F\u002Fwww.akta.pro\u002F",[21],"akta.pro"," is a private company data and signals API for\nAI agents. Company Database covers 20M+ companies with 75+ structured fields\neach. News Signals delivers deduplicated, entity-resolved company news,\nindustry news, and signals on open-ended topics, all scored for impact and\nsentiment.",[11,630,631],{},"Private-company research is usually scattered across databases, news feeds,\nreview sites, and web search. akta.pro turns that into structured API calls, so\nan agent gets the right company context and keeps moving.",[25,633,635],{"id":634},"what-is-monid","What is Monid",[11,637,638,641],{},[17,639,22],{"href":19,"rel":640},[21]," is the tool layer for agents. It lets agents connect\nto all the tools and APIs they need, without managing signups, API keys, or\nsubscriptions.",[11,643,644,645,79],{},"Today, Monid provides tools for social media scraping, web search, image and\nmusic generation, people data search, weather APIs, ",[17,646,648],{"href":76,"rel":647},[21],"and more",[650,651],"hr",{},[11,653,654],{},"On Monid, akta.pro becomes available as part of that same layer. Your agent can\nrequest private-company context, call akta.pro through Monid, receive structured\nmarket data, and continue the task. Private markets research should feel like\nany other tool call: describe the company or sector, get the signal, keep\nbuilding.",{"title":161,"searchDepth":213,"depth":213,"links":656},[657,658],{"id":619,"depth":213,"text":620},{"id":634,"depth":213,"text":635},"\u002Fimg\u002Fblog\u002Fakta-pro-is-now-available-on-monid-v2.png",{"label":661,"command":662},"Give your agent this line to get started.","set up https:\u002F\u002Fmonid.ai\u002FSKILL.md and use akta.pro to research recent news, company enrichment, and alternative signals for Databricks",{},"\u002Fblog\u002Fakta-pro-is-now-available-on-monid","2026-07-07",{"title":614,"description":161},"blog\u002Fakta-pro-is-now-available-on-monid",[669,670,671,672],"agents","partner-tools","private-markets","data","O4dkV8gr2QQIxBfEJlNKN7ZJ5UZ0QKKBSuZMxv4fISo",{"id":675,"title":676,"author":595,"body":677,"category":595,"cover":734,"description":735,"draft":598,"extension":599,"image":595,"launchCta":595,"listingCover":595,"meta":736,"navigation":262,"ogImage":595,"path":737,"publishedAt":738,"readTime":595,"seo":739,"stem":740,"tags":741,"updatedAt":595,"__hash__":744},"blog\u002Fblog\u002Fyour-claude-code-can-now-make-phone-calls.md","Your Claude Code can now make phone calls",{"type":8,"value":678,"toc":730},[679,683,694,698,706,709,711,716,722,724,727],[11,680,682],{"style":681},"font-size:18px !important;line-height:1.65 !important;margin:0 0 24px;color:inherit;","Copy this line to your agent to make your first phone call.",[153,684,688],{"className":685,"code":686,"language":687,"meta":161,"style":161},"language-sh shiki shiki-themes material-theme-lighter material-theme material-theme-palenight","set up https:\u002F\u002Fmonid.ai\u002FSKILL.md and use Saperly to call my phone number to confirm the connection works\n","sh",[95,689,690],{"__ignoreMap":161},[203,691,692],{"class":205,"line":206},[203,693,686],{},[25,695,697],{"id":696},"what-is-saperly","What is Saperly",[11,699,700,705],{},[17,701,704],{"href":702,"rel":703},"https:\u002F\u002Fsaperly.com\u002F",[21],"Saperly"," is phone infrastructure for AI agents. It gives\nan agent a real phone number with voice, SMS, routing, spend controls, and\ncompliance built in, without making the builder manage carrier accounts or\ntelephony paperwork.",[11,707,708],{},"Your agent can confirm an appointment, follow up on a lead, check availability,\nor route a conversation without leaving the workflow it is already running.",[25,710,635],{"id":634},[11,712,713,641],{},[17,714,22],{"href":19,"rel":715},[21],[11,717,718,719,79],{},"Today, Monid provides tools for social media scraping, web search, image \u002F\nmusic \u002F 3d model generation, people data search, weather APIs, ",[17,720,648],{"href":76,"rel":721},[21],[650,723],{},[11,725,726],{},"On Monid, Saperly becomes available as part of that same layer. Your agent can\nrequest a phone call, use Saperly through Monid, receive the result, and keep\ngoing. Calling should feel like any other tool call: describe the outcome, let\nthe agent handle the phone work, and continue the task.",[579,728,729],{},"html .light .shiki span {color: var(--shiki-light);background: var(--shiki-light-bg);font-style: var(--shiki-light-font-style);font-weight: var(--shiki-light-font-weight);text-decoration: var(--shiki-light-text-decoration);}html.light .shiki span {color: var(--shiki-light);background: var(--shiki-light-bg);font-style: var(--shiki-light-font-style);font-weight: var(--shiki-light-font-weight);text-decoration: var(--shiki-light-text-decoration);}html .default .shiki span {color: var(--shiki-default);background: var(--shiki-default-bg);font-style: var(--shiki-default-font-style);font-weight: var(--shiki-default-font-weight);text-decoration: var(--shiki-default-text-decoration);}html .shiki span {color: var(--shiki-default);background: var(--shiki-default-bg);font-style: var(--shiki-default-font-style);font-weight: var(--shiki-default-font-weight);text-decoration: var(--shiki-default-text-decoration);}html .dark .shiki span {color: var(--shiki-dark);background: var(--shiki-dark-bg);font-style: var(--shiki-dark-font-style);font-weight: var(--shiki-dark-font-weight);text-decoration: var(--shiki-dark-text-decoration);}html.dark .shiki span {color: var(--shiki-dark);background: var(--shiki-dark-bg);font-style: var(--shiki-dark-font-style);font-weight: var(--shiki-dark-font-weight);text-decoration: var(--shiki-dark-text-decoration);}",{"title":161,"searchDepth":213,"depth":213,"links":731},[732,733],{"id":696,"depth":213,"text":697},{"id":634,"depth":213,"text":635},"\u002Fimg\u002Fblog\u002Fyour-claude-code-can-now-make-phone-calls.png","Saperly is now available on Monid. Your agent can now make phone calls for you.",{},"\u002Fblog\u002Fyour-claude-code-can-now-make-phone-calls","2026-07-05",{"title":676,"description":735},"blog\u002Fyour-claude-code-can-now-make-phone-calls",[669,670,742,743],"voice","phone","dsWjw0JsQtHMikOzWGENatLXsS_ifoiP2158S9eC41M",{"id":746,"title":747,"author":595,"body":748,"category":595,"cover":800,"description":801,"draft":598,"extension":599,"image":595,"launchCta":595,"listingCover":595,"meta":802,"navigation":262,"ogImage":595,"path":803,"publishedAt":804,"readTime":595,"seo":805,"stem":806,"tags":807,"updatedAt":595,"__hash__":810},"blog\u002Fblog\u002Fintroducing-suzanne-chatgpt-for-3d-models.md","Introducing\nClaude for 3D models",{"type":8,"value":749,"toc":796},[750,753,762,766,774,777,779,784,789,791,794],[11,751,752],{"style":681},"Copy this line to your agent to generate your 3D model.",[153,754,756],{"className":685,"code":755,"language":687,"meta":161,"style":161},"set up https:\u002F\u002Fmonid.ai\u002FSKILL.md and create a 3D model for a rabbit\n",[95,757,758],{"__ignoreMap":161},[203,759,760],{"class":205,"line":206},[203,761,755],{},[25,763,765],{"id":764},"what-is-suzanne","What is Suzanne",[11,767,768,773],{},[17,769,772],{"href":770,"rel":771},"https:\u002F\u002Fwww.suzanne3d.com",[21],"Suzanne"," is an AI-native 3D modeling tool that turns a prompt into a\nusable 3D asset. Instead of opening a modeling tool, blocking out forms,\nadding details, and exporting by hand, you describe what you want and let\nSuzanne generate the model for you.",[11,775,776],{},"That changes who can create 3D objects. Product teams can prototype visual\nideas faster. Game builders can rough out props and characters without\nwaiting on a full art pass. Agents can generate assets as part of a larger\nworkflow, then hand those files to downstream tools for rendering, testing,\nor iteration.",[25,778,635],{"id":634},[11,780,781,641],{},[17,782,22],{"href":19,"rel":783},[21],[11,785,644,786,79],{},[17,787,648],{"href":76,"rel":788},[21],[650,790],{},[11,792,793],{},"On Monid, Suzanne becomes available as part of that same layer. Your agent can\nask for the 3D asset it needs, call Suzanne through Monid, and continue the task.\n3D creation should feel as direct as text generation: describe the thing, get\nthe artifact, keep building.",[579,795,729],{},{"title":161,"searchDepth":213,"depth":213,"links":797},[798,799],{"id":764,"depth":213,"text":765},{"id":634,"depth":213,"text":635},"\u002Fimg\u002Fblog\u002Fintroducing-suzanne-chatgpt-for-3d-models.png","Suzanne is now available on Monid. Turn any idea into a production-ready 3D model in one prompt.",{},"\u002Fblog\u002Fintroducing-suzanne-chatgpt-for-3d-models","2026-06-25",{"title":747,"description":801},"blog\u002Fintroducing-suzanne-chatgpt-for-3d-models",[808,669,809],"3d","creative-tools","zV5mdMmnQu2mh8zOiPzNuETIzf-VjeuXgK1KbRimic8",{"id":812,"title":813,"author":595,"body":814,"category":595,"cover":873,"description":874,"draft":598,"extension":599,"image":595,"launchCta":595,"listingCover":595,"meta":875,"navigation":262,"ogImage":595,"path":876,"publishedAt":877,"readTime":595,"seo":878,"stem":879,"tags":880,"updatedAt":595,"__hash__":883},"blog\u002Fblog\u002Fminimax-is-now-available-on-monid.md","MiniMax is now available on Monid",{"type":8,"value":815,"toc":868},[816,819,828,832,840,844,847,849,855,861,863,866],[11,817,818],{"style":681},"Copy this line to your agent to create music.",[153,820,822],{"className":685,"code":821,"language":687,"meta":161,"style":161},"set up https:\u002F\u002Fmonid.ai\u002FSKILL.md and create a song with MiniMax Music 2.6\n",[95,823,824],{"__ignoreMap":161},[203,825,826],{"class":205,"line":206},[203,827,821],{},[25,829,831],{"id":830},"minimax-music-26","MiniMax Music 2.6",[11,833,834,839],{},[17,835,838],{"href":836,"rel":837},"https:\u002F\u002Fwww.minimax.io",[21],"MiniMax"," Music 2.6 turns a prompt into music your agent can use right away. Describe the style, mood, lyrics, or use case, and generate a track inside the same workflow.",[25,841,843],{"id":842},"minimax-text-to-image-image-01","MiniMax Text-to-Image image-01",[11,845,846],{},"MiniMax image-01 turns text prompts into images. Ask for a concept, scene, product visual, or creative asset, and let your agent generate it through Monid.",[25,848,635],{"id":634},[11,850,851,854],{},[17,852,22],{"href":19,"rel":853},[21]," is the tool layer for agents. It lets agents connect to all the tools and APIs they need, without managing signups, API keys, or subscriptions.",[11,856,857,858,79],{},"Today, Monid provides tools for social media scraping, web search, image and music generation, people data search, weather APIs, ",[17,859,648],{"href":76,"rel":860},[21],[650,862],{},[11,864,865],{},"On Monid, MiniMax becomes part of the same tool layer your agent already uses. Describe what you need, generate the image or music, and keep building.",[579,867,729],{},{"title":161,"searchDepth":213,"depth":213,"links":869},[870,871,872],{"id":830,"depth":213,"text":831},{"id":842,"depth":213,"text":843},{"id":634,"depth":213,"text":635},"\u002Fimg\u002Fblog\u002Fminimax-is-now-available-on-monid.png","Create images and music with MiniMax models through Monid.",{},"\u002Fblog\u002Fminimax-is-now-available-on-monid","2026-06-24",{"title":813,"description":874},"blog\u002Fminimax-is-now-available-on-monid",[669,809,881,882],"image-generation","music-generation","oeapGuWpSLt-eS09sm_50DJNgQbpqB0Et-MmNTCiT0o",1786649951766]