[{"data":1,"prerenderedAt":763},["ShallowReactive",2],{"blog-\u002Fblog\u002Fi-read-10k-amazon-reviews-so-you-dont-have-to":3,"blog-related-\u002Fblog\u002Fi-read-10k-amazon-reviews-so-you-dont-have-to":493},{"id":4,"title":5,"author":6,"body":7,"category":476,"cover":477,"description":478,"draft":479,"extension":480,"image":476,"launchCta":476,"meta":481,"navigation":482,"ogImage":476,"path":483,"publishedAt":484,"readTime":476,"seo":485,"stem":486,"tags":487,"updatedAt":476,"__hash__":492},"blogUnlisted\u002Fblog\u002Fi-read-10k-amazon-reviews-so-you-dont-have-to.md","I Read 10k Amazon Reviews So I Did Not Have To","Zongrong Li",{"type":8,"value":9,"toc":462},"minimark",[10,15,82,85,90,131,135,138,141,145,150,159,167,175,179,236,244,248,263,266,321,328,355,358,365,369,372,375,378,382,390,394,397,400,403,406,410,420,432,441,447,451,458],[11,12,14],"p",{"style":13},"font-size:18px !important;line-height:1.65 !important;margin:0 0 24px;color:inherit;","Copy this line to your agent to pull thousands of Amazon reviews and find the recurring complaint.",[16,17,22],"pre",{"className":18,"code":19,"language":20,"meta":21,"style":21},"language-sh shiki shiki-themes material-theme-lighter material-theme material-theme-palenight","set up https:\u002F\u002Fmonid.ai\u002FSKILL.md and use apify \u002Faxesso_data\u002Famazon-reviews-scraper to pull reviews by ASIN and surface the top complaints\n","sh","",[23,24,25],"code",{"__ignoreMap":21},[26,27,30,34,38,41,44,47,50,53,56,59,62,65,68,70,73,76,79],"span",{"class":28,"line":29},"line",1,[26,31,33],{"class":32},"s2Zo4","set",[26,35,37],{"class":36},"sfazB"," up",[26,39,40],{"class":36}," https:\u002F\u002Fmonid.ai\u002FSKILL.md",[26,42,43],{"class":36}," and",[26,45,46],{"class":36}," use",[26,48,49],{"class":36}," apify",[26,51,52],{"class":36}," \u002Faxesso_data\u002Famazon-reviews-scraper",[26,54,55],{"class":36}," to",[26,57,58],{"class":36}," pull",[26,60,61],{"class":36}," reviews",[26,63,64],{"class":36}," by",[26,66,67],{"class":36}," ASIN",[26,69,43],{"class":36},[26,71,72],{"class":36}," surface",[26,74,75],{"class":36}," the",[26,77,78],{"class":36}," top",[26,80,81],{"class":36}," complaints\n",[11,83,84],{},"You do not have to read 10,000 Amazon reviews to know what buyers actually hate about a product. I pulled that many in an afternoon from one endpoint, ran them through a star filter and a quick sentiment pass, and the real complaint fell out in about twenty minutes of reading the summary instead of a week of reading tabs. Monid is a pay-per-call data API marketplace: one key and one wallet reach hundreds of external data endpoints across scraping, enrichment, social data, and search, with the price shown before anything runs. This is how a purchase decision I kept avoiding turned into a script.",[86,87,89],"h2",{"id":88},"tldr","TL;DR",[91,92,93,113,122,125,128],"ul",{},[94,95,96,97,106,107,112],"li",{},"I was choosing between two competing gadgets and drowning in reviews, so I stopped scrolling and pulled the reviews as data with ",[98,99,103],"a",{"href":100,"rel":101},"https:\u002F\u002Fapify.com\u002Faxesso_data\u002Famazon-reviews-scraper",[102],"nofollow",[23,104,105],{},"apify \u002Faxesso_data\u002Famazon-reviews-scraper"," on ",[98,108,111],{"href":109,"rel":110},"https:\u002F\u002Fmonid.ai",[102],"Monid",".",[94,114,115,116,121],{},"The endpoint returns each review's full text, rating, verified-purchase flag, helpful votes, date, and media, plus the aggregated rating distribution, by ASIN and in batches. Billed per result (magnitude only at ",[98,117,120],{"href":118,"rel":119},"https:\u002F\u002Fmonid.ai\u002Ftools",[102],"monid.ai\u002Ftools",").",[94,123,124],{},"Roughly 10k reviews across the two ASINs landed in the low single-digit dollars, not a subscription.",[94,126,127],{},"The insight was not in the 1-star pile everyone reads. It was a recurring gripe buried in the 3-star verified reviews.",[94,129,130],{},"Honest caveats live at the end: weight verified purchases, dedupe, and never trust the headline star average alone.",[86,132,134],{"id":133},"the-afternoon-i-stopped-scrolling","The afternoon I stopped scrolling",[11,136,137],{},"Here is the pain, and you know it. I was about to spend real money on one of two near-identical gadgets, and both sat around a 4.4 with thousands of reviews each. So I did what everyone does. I opened the reviews, sorted by most recent, then by most helpful, then read 1-stars because that is where the truth supposedly lives. Two hours in I had eleven tabs open, a vague bad feeling about both products, and no actual decision. The star average tells you a thing is fine. It does not tell you why the unhappy people are unhappy, and it definitely does not tell you whether their reason applies to how you will use the thing.",[11,139,140],{},"The problem is not a lack of information. It is the opposite. The signal I wanted, the one complaint that shows up again and again from people who actually bought it, was sitting in a haystack I was trying to read by hand, one page at a time. That is a job for code, not for my afternoon.",[86,142,144],{"id":143},"set-up-once","Set up once",[146,147,149],"h3",{"id":148},"for-agents","For agents",[11,151,152,153,158],{},"Grab an API key at ",[98,154,157],{"href":155,"rel":156},"https:\u002F\u002Fapp.monid.ai\u002F",[102],"app.monid.ai",", then paste this to your agent and hand it the key:",[16,160,165],{"className":161,"code":163,"language":164},[162],"language-text","set up https:\u002F\u002Fmonid.ai\u002FSKILL.md\n","text",[23,166,163],{"__ignoreMap":21},[11,168,169,170,112],{},"It learns the whole discover, inspect, run workflow itself. More details in the ",[98,171,174],{"href":172,"rel":173},"https:\u002F\u002Fmonid.ai\u002Fdocs\u002Fguide\u002Fquickstart-skill",[102],"agent quickstart",[146,176,178],{"id":177},"for-humans","For humans",[16,180,184],{"className":181,"code":182,"language":183,"meta":21,"style":21},"language-bash shiki shiki-themes material-theme-lighter material-theme material-theme-palenight","npm install -g @monid-ai\u002Fcli\nmonid keys add --label main --key \u003Cyour-api-key>\n","bash",[23,185,186,201],{"__ignoreMap":21},[26,187,188,192,195,198],{"class":28,"line":29},[26,189,191],{"class":190},"sBMFI","npm",[26,193,194],{"class":36}," install",[26,196,197],{"class":36}," -g",[26,199,200],{"class":36}," @monid-ai\u002Fcli\n",[26,202,204,207,210,213,216,219,222,226,229,233],{"class":28,"line":203},2,[26,205,206],{"class":190},"monid",[26,208,209],{"class":36}," keys",[26,211,212],{"class":36}," add",[26,214,215],{"class":36}," --label",[26,217,218],{"class":36}," main",[26,220,221],{"class":36}," --key",[26,223,225],{"class":224},"sMK4o"," \u003C",[26,227,228],{"class":36},"your-api-ke",[26,230,232],{"class":231},"sTEyZ","y",[26,234,235],{"class":224},">\n",[11,237,238,239,112],{},"More details in the ",[98,240,243],{"href":241,"rel":242},"https:\u002F\u002Fmonid.ai\u002Fdocs\u002Fguide\u002Fquickstart-cli",[102],"CLI quickstart",[86,245,247],{"id":246},"the-pull","The pull",[11,249,250,251,256,257,262],{},"The endpoint that did the reading is ",[98,252,254],{"href":100,"rel":253},[102],[23,255,105],{},", maintained by scraping specialists on ",[98,258,261],{"href":259,"rel":260},"https:\u002F\u002Fapify.com",[102],"Apify",". It takes an ASIN and hands back each review with its full body text, star rating, title, date, verified-purchase flag, helpful-vote count, any attached photos, and the aggregated rating distribution. It also takes a batch of ASINs, which is the whole reason a two-product comparison is one job instead of two.",[11,264,265],{},"I always sanity-check a source before I trust it, so I pulled twenty reviews first and read them against the live listing:",[16,267,269],{"className":181,"code":268,"language":183,"meta":21,"style":21},"monid run -p apify -e \u002Faxesso_data\u002Famazon-reviews-scraper \\\n  -i '{\"asin\": \"B0EXAMPLE1\", \"domainCode\": \"com\", \"maxReviews\": 20}' -w\n# -> COMPLETED: 20 reviews with full text + verified flag,\n#    plus the aggregated rating distribution, billed per result\n",[23,270,271,291,308,315],{"__ignoreMap":21},[26,272,273,275,278,281,283,286,288],{"class":28,"line":29},[26,274,206],{"class":190},[26,276,277],{"class":36}," run",[26,279,280],{"class":36}," -p",[26,282,49],{"class":36},[26,284,285],{"class":36}," -e",[26,287,52],{"class":36},[26,289,290],{"class":231}," \\\n",[26,292,293,296,299,302,305],{"class":28,"line":203},[26,294,295],{"class":36},"  -i",[26,297,298],{"class":224}," '",[26,300,301],{"class":36},"{\"asin\": \"B0EXAMPLE1\", \"domainCode\": \"com\", \"maxReviews\": 20}",[26,303,304],{"class":224},"'",[26,306,307],{"class":36}," -w\n",[26,309,311],{"class":28,"line":310},3,[26,312,314],{"class":313},"sHwdD","# -> COMPLETED: 20 reviews with full text + verified flag,\n",[26,316,318],{"class":28,"line":317},4,[26,319,320],{"class":313},"#    plus the aggregated rating distribution, billed per result\n",[11,322,323,324,327],{},"The text matched the listing, the verified flags lined up, the star distribution matched the headline. A free ",[23,325,326],{},"monid inspect -p apify -e \u002Faxesso_data\u002Famazon-reviews-scraper"," had already shown me the schema and the per-result price, so I knew the shape of the bill before I opened the tap. Then I opened it, both ASINs, deep, and grabbed the Run IDs to pull the JSON down.",[16,329,331],{"className":181,"code":330,"language":183,"meta":21,"style":21},"monid runs get -r 01HXYZ... -o reviews.json\n",[23,332,333],{"__ignoreMap":21},[26,334,335,337,340,343,346,349,352],{"class":28,"line":29},[26,336,206],{"class":190},[26,338,339],{"class":36}," runs",[26,341,342],{"class":36}," get",[26,344,345],{"class":36}," -r",[26,347,348],{"class":36}," 01HXYZ...",[26,350,351],{"class":36}," -o",[26,353,354],{"class":36}," reviews.json\n",[11,356,357],{},"Roughly 10k reviews across the two products. Total cost was low single-digit dollars, which is less than the coffee I drank deciding not to read them.",[11,359,360],{},[361,362],"img",{"alt":363,"src":364},"Before and after split. On the left in red: me scrolling Amazon reviews for days across a dozen browser tabs, deciding on gut feel. On the right in green: one Apify reviews call on Monid feeds a star and keyword filter, then a sentiment pass, and out comes the single recurring complaint.","\u002Fimg\u002Fblog\u002Fi-read-10k-amazon-reviews-so-you-dont-have-to-fig-1.png",[86,366,368],{"id":367},"letting-the-model-do-the-reading","Letting the model do the reading",[11,370,371],{},"Ten thousand rows of JSON is not reading material either, so I let code and a model do the part I am bad at. Two moves did almost all the work.",[11,373,374],{},"First, filter before you think. The endpoint filters server-side by star rating and by keyword, and it flags verified purchases, so I dropped everything to verified 1, 2, and 3-star reviews. That cut the pile by most of its volume and all of its noise. The 5-star reviews are a wall of \"love it, fast shipping\" that tells you nothing about the product, and per-result billing means a tighter filter is also a smaller bill, so precision and cost pull the same direction here.",[11,376,377],{},"Second, a quick sentiment and clustering pass. I fed the filtered bodies to a model with one instruction: group the complaints, count them, and quote the most common one. No fancy pipeline, just asking the thing that reads fast to read fast.",[86,379,381],{"id":380},"the-complaint-i-actually-found","The complaint I actually found",[11,383,384,385,389],{},"I expected the answer to be in the 1-star pile. It was not. The 1-stars were the usual mix of shipping damage and buyer's remorse, the stuff that says more about the delivery than the design. The real signal was in the verified ",[386,387,388],"strong",{},"3-star"," reviews, the people who mostly liked the product and mentioned one flaw almost in passing. Clustered together, the same specific mechanical failure showed up over and over, described a dozen different ways. It was the exact failure mode that would hit how I planned to use it. I bought the other one. That single derived insight, the recurring 3-star gripe, is the thing no star average and no amount of scrolling would have handed me.",[86,391,393],{"id":392},"the-honest-caveats","The honest caveats",[11,395,396],{},"I would be lying if I said the numbers read themselves, so three things I do not skip.",[11,398,399],{},"Weight the verified-purchase flag. An unverified 1-star is noise until proven otherwise, and treating it equally is how you talk yourself out of a good product.",[11,401,402],{},"Dedupe before you count. Copy-paste reviews and near-identical bodies inflate a complaint that is really one angry person with a keyboard. A cheap similarity pass on the text kills most of it.",[11,404,405],{},"Never trust the headline star average alone. A 4.4 is an average of two very different stories, and the distribution plus the 3-star text is where the buying decision actually lives.",[86,407,409],{"id":408},"faq","FAQ",[11,411,412,415,416,419],{},[386,413,414],{},"Do I need Amazon's official API or a seller account?","\nNo. You integrate Monid once and fund one pay-as-you-go wallet. The provider on ",[98,417,261],{"href":259,"rel":418},[102]," owns the Amazon access, proxies, and parser upkeep, and you get full review text the official Product Advertising API does not return.",[11,421,422,425,426,431],{},[386,423,424],{},"Can I compare two products in one pull?","\nYes. ",[98,427,429],{"href":100,"rel":428},[102],[23,430,105],{}," takes a batch of ASINs, so a head-to-head is one call and one bill, with per-review text and verified flags for each.",[11,433,434,437,438,112],{},[386,435,436],{},"How much did 10k reviews cost?","\nBilling is per result, so a twenty-row spot check is a fraction of a cent and a full two-product sweep lands in the low single-digit dollars, always shown before the run. Current prices are at ",[98,439,120],{"href":118,"rel":440},[102],[11,442,443,446],{},[386,444,445],{},"Can an agent do the whole thing?","\nYes. Because Monid ships as an MCP server, I handed a later comparison to an agent as \"pull verified 1 to 3-star reviews for these ASINs and cluster the complaints,\" and it ran the endpoint and handed back the summary.",[86,448,450],{"id":449},"try-it-on-the-thing-you-keep-almost-buying","Try it on the thing you keep almost buying",[11,452,453,454,112],{},"Take the product you have been avoiding a decision on. Inspect the endpoint for free, pull twenty reviews, and check them against the listing by hand. If they match, and they will, filter to verified 1 to 3-star, cluster the text, and read the summary instead of the tabs. It costs pocket change to stop scrolling, at ",[98,455,457],{"href":109,"rel":456},[102],"monid.ai",[459,460,461],"style",{},"html pre.shiki code .s2Zo4, html code.shiki .s2Zo4{--shiki-light:#6182B8;--shiki-default:#82AAFF;--shiki-dark:#82AAFF}html pre.shiki code .sfazB, html code.shiki .sfazB{--shiki-light:#91B859;--shiki-default:#C3E88D;--shiki-dark:#C3E88D}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);}html pre.shiki code .sBMFI, html code.shiki .sBMFI{--shiki-light:#E2931D;--shiki-default:#FFCB6B;--shiki-dark:#FFCB6B}html pre.shiki code .sMK4o, html code.shiki .sMK4o{--shiki-light:#39ADB5;--shiki-default:#89DDFF;--shiki-dark:#89DDFF}html pre.shiki code .sTEyZ, html code.shiki .sTEyZ{--shiki-light:#90A4AE;--shiki-default:#EEFFFF;--shiki-dark:#BABED8}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}",{"title":21,"searchDepth":203,"depth":203,"links":463},[464,465,466,470,471,472,473,474,475],{"id":88,"depth":203,"text":89},{"id":133,"depth":203,"text":134},{"id":143,"depth":203,"text":144,"children":467},[468,469],{"id":148,"depth":310,"text":149},{"id":177,"depth":310,"text":178},{"id":246,"depth":203,"text":247},{"id":367,"depth":203,"text":368},{"id":380,"depth":203,"text":381},{"id":392,"depth":203,"text":393},{"id":408,"depth":203,"text":409},{"id":449,"depth":203,"text":450},null,"\u002Fimg\u002Fblog\u002Fi-read-10k-amazon-reviews-so-you-dont-have-to.png","How I pulled roughly 10k Amazon reviews in an afternoon with one pay-per-call endpoint on Monid, then let filters and a model find the one complaint that mattered.",false,"md",{},true,"\u002Fblog\u002Fi-read-10k-amazon-reviews-so-you-dont-have-to","2026-07-17",{"title":5,"description":478},"blog\u002Fi-read-10k-amazon-reviews-so-you-dont-have-to",[488,489,490,491],"amazon","web scraping","ecommerce","apify","aEBDP7ISKMmY57M8knBELEojLx2zT5Le4a3jo3soO1o",[494,556,624,690],{"id":495,"title":496,"author":476,"body":497,"category":476,"cover":541,"description":21,"draft":479,"extension":480,"image":476,"launchCta":542,"meta":545,"navigation":482,"ogImage":476,"path":546,"publishedAt":547,"readTime":476,"seo":548,"stem":549,"tags":550,"updatedAt":476,"__hash__":555},"blog\u002Fblog\u002Fakta-pro-is-now-available-on-monid.md","Introducing private markets\ndata for agents",{"type":8,"value":498,"toc":537},[499,503,511,514,518,524,531,534],[86,500,502],{"id":501},"what-is-aktapro","What is akta.pro",[11,504,505,510],{},[98,506,509],{"href":507,"rel":508},"https:\u002F\u002Fwww.akta.pro\u002F",[102],"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.",[11,512,513],{},"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.",[86,515,517],{"id":516},"what-is-monid","What is Monid",[11,519,520,523],{},[98,521,111],{"href":109,"rel":522},[102]," 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.",[11,525,526,527,112],{},"Today, Monid provides tools for social media scraping, web search, image and\nmusic generation, people data search, weather APIs, ",[98,528,530],{"href":118,"rel":529},[102],"and more",[532,533],"hr",{},[11,535,536],{},"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":21,"searchDepth":203,"depth":203,"links":538},[539,540],{"id":501,"depth":203,"text":502},{"id":516,"depth":203,"text":517},"\u002Fimg\u002Fblog\u002Fakta-pro-is-now-available-on-monid-v2.png",{"label":543,"command":544},"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":496,"description":21},"blog\u002Fakta-pro-is-now-available-on-monid",[551,552,553,554],"agents","partner-tools","private-markets","data","yZnqIVof0gIpw9VH6HcE3rzit5OdTvPyC6k--T1kYa8",{"id":557,"title":558,"author":476,"body":559,"category":476,"cover":613,"description":614,"draft":479,"extension":480,"image":476,"launchCta":476,"meta":615,"navigation":482,"ogImage":476,"path":616,"publishedAt":617,"readTime":476,"seo":618,"stem":619,"tags":620,"updatedAt":476,"__hash__":623},"blog\u002Fblog\u002Fyour-claude-code-can-now-make-phone-calls.md","Your Claude Code can now make phone calls",{"type":8,"value":560,"toc":609},[561,564,573,577,585,588,590,595,601,603,606],[11,562,563],{"style":13},"Copy this line to your agent to make your first phone call.",[16,565,567],{"className":18,"code":566,"language":20,"meta":21,"style":21},"set up https:\u002F\u002Fmonid.ai\u002FSKILL.md and use Saperly to call my phone number to confirm the connection works\n",[23,568,569],{"__ignoreMap":21},[26,570,571],{"class":28,"line":29},[26,572,566],{},[86,574,576],{"id":575},"what-is-saperly","What is Saperly",[11,578,579,584],{},[98,580,583],{"href":581,"rel":582},"https:\u002F\u002Fsaperly.com\u002F",[102],"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.",[11,586,587],{},"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.",[86,589,517],{"id":516},[11,591,592,523],{},[98,593,111],{"href":109,"rel":594},[102],[11,596,597,598,112],{},"Today, Monid provides tools for social media scraping, web search, image \u002F\nmusic \u002F 3d model generation, people data search, weather APIs, ",[98,599,530],{"href":118,"rel":600},[102],[532,602],{},[11,604,605],{},"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.",[459,607,608],{},"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":21,"searchDepth":203,"depth":203,"links":610},[611,612],{"id":575,"depth":203,"text":576},{"id":516,"depth":203,"text":517},"\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":558,"description":614},"blog\u002Fyour-claude-code-can-now-make-phone-calls",[551,552,621,622],"voice","phone","X0vLpqb1Vn9mIFY4XAQ16a67_nbOfiZV8NEdV12nu1A",{"id":625,"title":626,"author":476,"body":627,"category":476,"cover":679,"description":680,"draft":479,"extension":480,"image":476,"launchCta":476,"meta":681,"navigation":482,"ogImage":476,"path":682,"publishedAt":683,"readTime":476,"seo":684,"stem":685,"tags":686,"updatedAt":476,"__hash__":689},"blog\u002Fblog\u002Fintroducing-suzanne-chatgpt-for-3d-models.md","Introducing\nClaude for 3D models",{"type":8,"value":628,"toc":675},[629,632,641,645,653,656,658,663,668,670,673],[11,630,631],{"style":13},"Copy this line to your agent to generate your 3D model.",[16,633,635],{"className":18,"code":634,"language":20,"meta":21,"style":21},"set up https:\u002F\u002Fmonid.ai\u002FSKILL.md and create a 3D model for a rabbit\n",[23,636,637],{"__ignoreMap":21},[26,638,639],{"class":28,"line":29},[26,640,634],{},[86,642,644],{"id":643},"what-is-suzanne","What is Suzanne",[11,646,647,652],{},[98,648,651],{"href":649,"rel":650},"https:\u002F\u002Fwww.suzanne3d.com",[102],"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.",[11,654,655],{},"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.",[86,657,517],{"id":516},[11,659,660,523],{},[98,661,111],{"href":109,"rel":662},[102],[11,664,526,665,112],{},[98,666,530],{"href":118,"rel":667},[102],[532,669],{},[11,671,672],{},"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.",[459,674,608],{},{"title":21,"searchDepth":203,"depth":203,"links":676},[677,678],{"id":643,"depth":203,"text":644},{"id":516,"depth":203,"text":517},"\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":626,"description":680},"blog\u002Fintroducing-suzanne-chatgpt-for-3d-models",[687,551,688],"3d","creative-tools","_S0uHM_dNVZKt_1ohYV4hn2Fm6SMxsDxzSezZf6lYFQ",{"id":691,"title":692,"author":476,"body":693,"category":476,"cover":752,"description":753,"draft":479,"extension":480,"image":476,"launchCta":476,"meta":754,"navigation":482,"ogImage":476,"path":755,"publishedAt":756,"readTime":476,"seo":757,"stem":758,"tags":759,"updatedAt":476,"__hash__":762},"blog\u002Fblog\u002Fminimax-is-now-available-on-monid.md","MiniMax is now available on Monid",{"type":8,"value":694,"toc":747},[695,698,707,711,719,723,726,728,734,740,742,745],[11,696,697],{"style":13},"Copy this line to your agent to create music.",[16,699,701],{"className":18,"code":700,"language":20,"meta":21,"style":21},"set up https:\u002F\u002Fmonid.ai\u002FSKILL.md and create a song with MiniMax Music 2.6\n",[23,702,703],{"__ignoreMap":21},[26,704,705],{"class":28,"line":29},[26,706,700],{},[86,708,710],{"id":709},"minimax-music-26","MiniMax Music 2.6",[11,712,713,718],{},[98,714,717],{"href":715,"rel":716},"https:\u002F\u002Fwww.minimax.io",[102],"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.",[86,720,722],{"id":721},"minimax-text-to-image-image-01","MiniMax Text-to-Image image-01",[11,724,725],{},"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.",[86,727,517],{"id":516},[11,729,730,733],{},[98,731,111],{"href":109,"rel":732},[102]," 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.",[11,735,736,737,112],{},"Today, Monid provides tools for social media scraping, web search, image and music generation, people data search, weather APIs, ",[98,738,530],{"href":118,"rel":739},[102],[532,741],{},[11,743,744],{},"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.",[459,746,608],{},{"title":21,"searchDepth":203,"depth":203,"links":748},[749,750,751],{"id":709,"depth":203,"text":710},{"id":721,"depth":203,"text":722},{"id":516,"depth":203,"text":517},"\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":692,"description":753},"blog\u002Fminimax-is-now-available-on-monid",[551,688,760,761],"image-generation","music-generation","OYTt4aBpVNeb9nNuUTkZhyl8yzm6h4v8c8tMHC9NmFg",1784441553728]