[{"data":1,"prerenderedAt":349},["ShallowReactive",2],{"project-48023496":3},{"id":4,"name":5,"line":6,"line_source":7,"title":8,"url":9,"domain":9,"maker":10,"posted_at":11,"year":12,"points":13,"comments":14,"rank_in_year":15,"shown_in_year":16,"top":17,"tier":18,"category":19,"subcategory":20,"format":21,"keywords":22,"reception":28,"sentiment":29,"stance_mix":30,"scored_comments":35,"aspects":36,"strip":43,"post_text":45,"what":46,"said":69,"maker_in_thread":175,"shape":184,"grid":188,"attempts":310,"same_week":311,"maker_shows":219,"maker_hidden":340,"reader_version":341,"card":342},"48023496","Airbyte Agents","context for agents across multiple data sources","title","Show HN: Airbyte Agents – context for agents across multiple data sources",null,"mtricot",1777993398,2026,156,48,409,4366,10,"notable","ai","agent data layer","api",[23,24,25,26,27],"ai agents","mcp","data connectors","context store","agentic search","curious",0.125,{"positive":31,"neutral":32,"mixed":33,"critical":34},8,27,0,4,39,{"idea":37,"design":40,"performance":41,"privacy":42},{"positive":38,"critical":39},5,3,{"positive":33,"critical":33},{"positive":33,"critical":33},{"positive":33,"critical":33},[38,39,33,39,33,44,33,39,38,39,39,39,33,38,39,39,39,38,39,33,39,39,39,39,39,38,33,39,44,33,39,38,38,39,44,44,39,39,39,39],1,"I’m Michel, co-founder and CEO of Airbyte (https:\u002F\u002Fairbyte.com\u002F). We’ve spent the last six years building data connectors. Today we're launching Airbyte Agents (https:\u002F\u002Fdocs.airbyte.com\u002Fai-agents\u002F), a unified data layer for agents to discover information and take action across operational systems.\n\nHere’s a quick walkthrough: https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=ZosDytyf1fg\n\nAs agents move into real workflows, they need access to more tools (e.g. Slack, Salesforce, Linear). That means a ton of API plumbing: authentication, pagination, filters, handling schema, and matching entities across systems.\n",{"problem":47,"audience":53,"pricing":9,"motivation":61,"time_to_build":9,"stack":65,"openness":66,"stage":67,"team_size":68},{"value":48,"source":49,"evidence":50},"Agents waste many API calls and tokens discovering and matching data across systems before reasoning","maker",[51],{"id":52},"post",{"value":54,"source":49,"evidence":55},"People building AI agents that need data from business tools",[56,57],{"id":52},{"id":58,"by":59,"text":60},"48023903","aaronsteers","AJ here, from Airbyte. Yes, we've definitely found that some API data models are easier for models to navigate than others. The largest factors of Agent inefficiency we've…",{"value":62,"source":49,"evidence":63},"Agents migrated to new SDK took 47 steps, were slow and wrong, so they built a context layer",[64],{"id":52},[],"unknown","launched","company",{"praise":70,"objections":87,"requests":113,"questions":131,"alternatives":161},[71],{"value":72,"source":73,"evidence":74},"Congratulations and interest in the launch; Airbyte's connector expertise seen as a good fit","commenter",[75,79,83],{"id":76,"by":77,"text":78},"48028308","nerdright","This is such a great direction airbyte is taking and congrats to the lunch! I think you're very well-positioned for this opportunity than most people realize, given your…",{"id":80,"by":81,"text":82},"48036100","dennispi","We built something similar an A\u002FB testing framework that measures Unblocked's impact on real AI coding agents. It spawns agent CLIs (Claude Code, Codex, Cursor, GitHub Copilot)…",{"id":84,"by":85,"text":86},"48034010","thecopy","Super interesting idea! Congrats on the launch. Context is definitely something that is lacking in my experience. Im always frustrated when an agent cannot answer…",[88,95,106],{"value":89,"source":49,"evidence":90},"Benchmarks are self-run by the builder, so bias is a concern",[91,92],{"id":52},{"id":93,"by":10,"text":94},"48023759","Just want to call out a couple of nuances in our methodology. In general, we tried our best to do apples-to-apples comparisons where we could, and gave ourselves a discount where…",{"value":96,"source":73,"evidence":97},"Skills may already solve the problem; SaaS API tollgates may block replication",[98,102],{"id":99,"by":100,"text":101},"48031500","Tsarp","Doesn't Skills solve all of this? OpenClaw, Hermes and other agents have already made skill adoption mainstream? Are you guys still seeing a future where people are dumping…",{"id":103,"by":104,"text":105},"48032521","ck_one","More and more SaaS companies like ServiceNow or Hubspot are creating new tollgates for agent api calls. How do you think will this impact Airbyte Agents? I guess that replicating…",{"value":107,"source":73,"evidence":108},"Seen as just an ETL pipeline rebranded as an agent",[109],{"id":110,"by":111,"text":112},"48036953","afxuh","Congrats, you built an ETL pipeline and called it an agent. The industry has come full circle.",[114,124],{"value":115,"source":73,"evidence":116},"Support for direct SQL access to the Context Store",[117,121],{"id":118,"by":119,"text":120},"48033031","andai","The prompts you mentioned here sound like SQL. Is there any way to run actual SQL on these systems? Is \"agents need to poke around endlessly\" a symptom of the fact that there…",{"id":122,"by":59,"text":123},"48038559","Helpful feedback, thank you! And your instincts are spot on. As of now, we have API based search, with filter predicates and field selection in JSON. While we haven't published…",{"value":125,"source":73,"evidence":126},"Parquet file download option from APIs",[127],{"id":128,"by":129,"text":130},"48027944","carefulfungi","There are a lot of APIs like this that I really wish would expose downloading a parquet file instead of trying to implement server-side filtering and reporting query features.",[132,143,151],{"value":133,"source":73,"evidence":134},"How is stale data handled when operational data changes",[135,139],{"id":136,"by":137,"text":138},"48073604","SachitRafa","How would you know if the agent is not querying stale data here ?",{"id":140,"by":141,"text":142},"48028404","dubovskiyIM","Your observation of 47 steps is very good to show the situation, probably, this connected with schema navigation, not with data fetching. I think this is very good place to…",{"value":144,"source":73,"evidence":145},"How encryption, confidentiality and data authorization are handled",[146,147],{"id":84,"by":85,"text":86},{"id":148,"by":149,"text":150},"48045016","smadam9","What are the main differences to Glean? My company is evaluating Glean and I feel like Airbyte is a strong alternative (at least for some use cases). How does Airbyte handle data…",{"value":152,"source":73,"evidence":153},"How the Context Store selects fields and handles indexing",[154,158],{"id":155,"by":156,"text":157},"48029053","jessewmc","Looks interesting! If I'm reading correctly, the indexing (Context Store) is neutral\u002Funopinionated? How does it select fields for indexing? Have you done any testing on guided…",{"id":159,"by":59,"text":160},"48030844","Hi, @jessewmc. Thanks for your reply. Regarding your points: > If I'm reading correctly, the indexing (Context Store) is neutral\u002Funopinionated? How does it select fields for…",[162,166,171],{"value":163,"source":73,"evidence":164},"Glean",[165],{"id":148,"by":149,"text":150},{"value":167,"source":49,"evidence":168},"Vendor MCP servers such as Gong, Zendesk, Linear and Salesforce",[169,170],{"id":52},{"id":93,"by":10,"text":94},{"value":172,"source":73,"evidence":173},"Unblocked MCP server",[174],{"id":80,"by":81,"text":82},{"comments":39,"answered":33,"key":176},[177,180,181],{"id":178,"text":179},"48030542","Let me see what's up and fix that!",{"id":93,"text":94},{"id":182,"text":183},"48031576","Great to see you here!",{"commenters":185,"max_depth":38,"maker_replies":39,"first_comment_mins":186,"lifespan_hours":187},29,12,204,[189,193,197,200,203,207,209,213,214,217,222,224,226,227,231,233,234,237,239,242,243,245,246,248,250,253,254,257,258,260,262,266,267,270,274,277,279,282,286,288,290,292,294,296,298,300,302,306,308],[190,33,38,191,192,33],"48025464","project\u002Fpositive\u002Fidea","swyx",[194,33,39,195,196,33],"48030760","maker\u002Fneutral\u002Fnone","jeanlaf",[198,33,33,199,192,33],"48044642","commenter\u002Fneutral\u002Fnone",[201,33,39,202,59,33],"48030773","project\u002Fneutral\u002Fidea",[204,33,33,205,206,33],"48036958","other\u002Fneutral\u002Fidea","sails",[208,33,33,199,59,33],"48051365",[210,44,44,211,212,33],"48029859","maker\u002Fcritical\u002Fnone","slurpyb",[178,44,33,195,10,44],[215,44,39,195,216,33],"48037848","davinchia",[218,219,38,220,221,33],"48025669",2,"project\u002Fpositive\u002Fnone","jscheel",[223,219,39,195,59,33],"48030614",[155,39,39,225,156,33],"project\u002Fneutral\u002Fdesign",[159,39,39,225,59,33],[228,39,39,229,230,33],"48064787","project\u002Fneutral\u002Fperformance","juancs",[80,34,33,232,81,33],"other\u002Fneutral\u002Fnone",[76,38,38,191,77,33],[235,38,38,236,59,33],"48030677","maker\u002Fpositive\u002Fnone",[118,238,39,225,119,33],6,[240,238,39,225,241,33],"48033541","sho",[122,238,39,225,59,33],[84,244,38,191,85,33],7,[103,31,39,202,104,33],[247,31,39,202,59,33],"48051439",[93,249,33,229,10,44],9,[251,17,39,225,252,33],"48023678","ecares",[58,17,39,225,59,33],[255,17,39,225,256,33],"48025460","woeirua",[128,17,33,232,129,33],[259,17,39,202,59,33],"48030696",[261,17,39,202,59,33],"48030726",[263,264,38,236,265,33],"48027322",11,"ritonlajoie",[182,264,33,236,10,44],[268,186,33,232,269,33],"48031350","xcf_seetan",[271,272,39,202,273,33],"48130540",13,"zitoshi",[110,275,44,276,111,33],14,"project\u002Fcritical\u002Fidea",[278,275,33,199,216,33],"48040841",[148,280,39,281,149,33],15,"project\u002Fneutral\u002Fprivacy",[283,284,38,191,285,33],"48027860",16,"pjm331",[287,284,39,202,59,33],"48030664",[289,284,38,191,285,33],"48038645",[291,284,39,202,59,33],"48051610",[99,293,44,276,100,33],17,[295,293,39,202,59,33],"48031636",[297,293,44,276,100,33],"48037615",[299,293,39,202,59,33],"48038353",[136,301,39,225,137,33],18,[303,304,39,202,305,33],"48030449",19,"tomrod",[307,304,39,202,59,33],"48030890",[140,309,39,225,141,33],20,[],[312,317,322,326,331,335],{"id":313,"name":314,"points":315,"category":316},"47972511","WhatCable",566,"hardware",{"id":318,"name":319,"points":320,"category":321},"48038257","Hallucinopedia",317,"creative",{"id":323,"name":324,"points":325,"category":321},"48026342","PaletteInspiration",215,{"id":327,"name":328,"points":329,"category":330},"48037724","Tilde.run",205,"dev_tools",{"id":332,"name":333,"points":334,"category":19},"47995037","ml-sharp-web",185,{"id":336,"name":337,"points":338,"category":339},"48038019","Templatical",169,"productivity",false,"v2",{"id":343,"name":5,"line":6,"ai":340,"cat":19,"year":12,"points":13,"comments":14,"rec":28,"s":344,"top":17,"kw":345,"maker":10,"domain":346,"tier":18,"attempts":33,"strip":347,"url":-1,"mix":348,"praise":72,"objection":89,"sub":20},48023496,0.13,[23,24,25,26,27],"","5303010353330533353033333503103553113333",[31,32,33,34],1794036700482]