“Claude powers the intelligence behind Giselle's AI workflows. We leverage the full Claude family — Haiku for fast, cost-effective tasks on our free tier, Sonnet for balanced everyday workflows, and Opus for the most demanding reasoning challenges. Extended Thinking lets our workflows reason through multi-step problems, while multimodal capabilities enable understanding PDFs and images. The API's reliability and Claude's unique ability to follow complex instructions make it perfect for orchestrating sophisticated AI workflows. Thank you for building AI that truly thinks!”
LLM APIMaker says so +1 · source ↗
Claude
Anthropic's Claude models via API, strong at coding, long documents and tool use.
Works with AI agents:llms.txtBuilt into Lovable, ReplitThe Claude API is Anthropic's developer interface to its Claude models. You send text, images and PDFs and get text back, so you can add chat, document analysis, coding help or agents that call your own tools to a product. It's a separate account and bill from the Claude chat app.
The core is the Messages API: you send the conversation so far, a system prompt and optional tool definitions, and Claude replies with text or with tool calls that your code runs before sending the results back. The API keeps no conversation state between calls; you resend the history each time. Keys belong to workspaces inside an organization. Official SDKs cover Python, TypeScript (Node.js, Deno, Bun and browsers), C#, Go, Java, PHP and Ruby, plus an ant CLI.
What matters for a small team: prompt caching for long repeated context, structured outputs, extended or adaptive thinking, citations and PDF input, and the Message Batches API for bulk jobs. On top of that, the Claude Agent SDK runs the agent loop in your own process, and Managed Agents runs it on Anthropic's infrastructure. Besides Anthropic's own API, the models are available on Amazon Bedrock, Google Cloud and Microsoft Foundry.
Limits: the models are closed and run only on Anthropic's or those cloud partners' infrastructure. On Anthropic's own API, inference can be pinned to the US, but there's no EU option yet: workspace data is stored only in the US.
Where it fits
How Claude itself is built
1 tools, from its own code, website and Product Hunt page.
Who uses it
251 makers' products, each linked to the source that shows it, and 285 open-source projects that declare it in their code.
“Reliable SOTA AI models.”
LLM APIMaker says so +1 · source ↗“We chose Claude because it is strong at understanding long, messy context and producing thoughtful, natural writing. That makes it especially useful for email workflows that depend on full threads, meeting notes, and CRM history.”
LLM APIMaker says so +1 · source ↗“We're piloting Anthropic's new Fast Edit mode for Claude 3.5 Sonnet with a small set of Zed users.”
LLM APIMaker says so +1 · source ↗“Claude powers our agents, including the coding agent that opens PRs”
LLM APIMaker says so +1 · source ↗“We use Claude models for parts of automated scenario generation, evaluation and building some of our pre-defined metrics”
LLM APIMaker says so +1 · source ↗“Modelence App Builder is powered by Opus - world's leading coding model”
LLM APIMaker says so +1 · source ↗“One of our LLM providers, using multiple for different tasks, along with our own agent skills”
LLM APIMaker says so +1 · source ↗“Orchestrator synthesis, email scoring, coaching tips, meeting prep, weekly summaries”
LLM APIMaker says so +1 · source ↗“Claude's advanced language understanding capabilities have been instrumental in shaping THEO's context-aware AI interactions and megaprompts in chains.”
LLM APIMaker says so +1 · source ↗“Claude writes the replies that actually sound like our users. Best-in-class at tone, instruction-following, and staying safe on untrusted email content. It's why "drafts in your voice" works.”
LLM APIMaker says so +1 · source ↗“• Best at following nuanced design/editing instructions; fewer retries when transforming real React/Tailwind code. • High context windows make full-repo understanding practical for Onlook’s AI edits. • Reliable tool use and harmlessness out of the box reduces guardrail code we’d otherwise write. • Net: higher quality code changes without needing large amounts of prompt engineering.”
LLM APIMaker says so · source ↗“You can select Claude from Anthropic, arguably the smartest models, to power the AI agents you build on MindPal!”
LLM APIMaker says so · source ↗“Superb for long-context reasoning and agent supervision.”
LLM APIMaker says so · source ↗“One of the models power our agent”
LLM APIMaker says so · source ↗“The LLM engine that made it possible for the SWE agent to efficienly use tools, decide steps to be taken, and code geneartion.”
LLM APIMaker says so · source ↗“Claude powers some of the most nuanced and context-aware conversations in FirstQuadrant. A foundational model that we deeply rely on.”
LLM APIMaker says so · source ↗“Claude powers our AI optimization”
LLM APIMaker says so · source ↗“The brain behind our security agents. Claude Opus reasons through code like a senior pentester — finding exploit chains, not just pattern matching. Massive context window + reliable API. Nothing else comes close.”
LLM APIMaker says so · source ↗“Claude 3 Opus handles longer context and nuanced conversation better than most. Great for logs, long-form reasoning, and fallback flows. Best long-context memory and thoughtful responses.”
LLM APIMaker says so · source ↗“We used SDK for Anthropic's AI models.”
LLM APIMaker says so · source ↗“Routines run without anyone watching. That means the reasoning has to hold up on its own, no follow-up question to catch a mistake, no chance to rephrase and try again. Claude does the actual analysis behind every run: reading the data, working out what changed and why, and writing a result that has to be right the first time, because for most runs, no one checks it before it lands in someone's inbox.”
LLM APIMaker says so · source ↗Open source: a project that declares Claude as a dependency in its public code — verifiable, but not necessarily a live product.
What makers say
152 makers on why they use Claude, in their own words on Product Hunt.
We build QA agents, so the model has to read a messy human checklist and then actually judge a page against it. Claude was the most reliable at both: it follows long, ambiguous instructions without drifting, its vision is strong enough to catch layout and copy issues in screenshots on both mobile and desktop, and it returns structured output we can pin to a specific element instead of vague prose. Tool use held up across long agent runs, which matters when twenty agents sweep an entire site at once. It also had the lowest rate of confidently wrong findings in our testing, and false positives are what kill trust in a QA tool.
Claude powers the intelligence behind Giselle's AI workflows. We leverage the full Claude family — Haiku for fast, cost-effective tasks on our free tier, Sonnet for balanced everyday workflows, and Opus for the most demanding reasoning challenges. Extended Thinking lets our workflows reason through multi-step problems, while multimodal capabilities enable understanding PDFs and images. The API's reliability and Claude's unique ability to follow complex instructions make it perfect for orchestrating sophisticated AI workflows. Thank you for building AI that truly thinks!
giselleSep 2026 ↗I actually use both. GPT runs parts of our generation pipeline. But Claude got the reasoning layer, because every API in FetchSandbox ships a brain that has to read a real integration failure, reproduce it, and reason about whether a fix actually held. That's judgment, not autocomplete. MCP being Anthropic's protocol sealed it. FetchSandbox is MCP-native, so Claude Code users drive our tools directly with no copy-paste. Honestly, a lot of FetchSandbox got built in Claude Code too.
FetchSandboxSep 2026 ↗Relaticle's assistant needs to call 37 CRM tools in one turn and get the arguments right, and Claude has been the most reliable at that in real use. Prompt caching on our long system prompt cut cost and latency enough to run it as the default. Effort levels let us tune each turn. MCP is Anthropic's protocol, so Claude Desktop and Claude Code connect to Relaticle as first-class clients. OpenAI and Gemini stay in the model catalog as options; Claude is the default.
RelaticleSep 2026 ↗Claude's Opus and Sonnet are our primary models for agentic query - the part of Unabyss that reasons and synthesizes across a user's entire context. That's the hardest thing we ask a model to do, and Claude handles long-context reasoning and multi-step synthesis better than the alternatives we've run it against. Being multi-provider, we don't have to use Claude here - we choose to, because the output quality on this specific job is worth it.
UnabyssSep 2026 ↗Loved and watch-outs
Themes that recur in makers' words and Hacker News comments, each linked to what it summarises, with how Product Hunt tags its reviews.
- It is strong at writing code and powers many code generation and coding agent products. PHPH 2PH 3PH 4
- It stays coherent through long, multi-step reasoning and agent workflows. PHPH 2PH 3PH 4
- Its writing sounds natural and matches a user's tone rather than reading as AI-generated. PHPH 2PH 3PH 4
- Makers trust its instruction-following and safety on untrusted content. PHPH 2PH 3
- Outages are frequent, with uptime below three nines across the API and apps. HNHN 2HN 3HN 4
- API pricing is a large multiple of subscription pricing, making heavy agent use expensive. HNHN 2HN 3
- Postmortems confirmed periods of degraded output, including a lowered default reasoning effort in Claude Code. HN
- Watermarking applied to all output and hidden request marking in Claude Code upset developers. HNHN 2
Reliability and open issues
- minor Delayed credits on the Claude Platform Oct 2026
- major Elevated errors on claude.ai, Claude Code, Claude Cowork and the Claude API Sep 2026
- major Elevated errors for multiple models Sep 2026
Who switches
Public pull requests on GitHub since Oct 2024 whose title says "X to Y" — real code changes moving a project from one tool to another, by developers in general. Open a row to see the pull requests.
OpenAI API → Claude127 PRs
- Migrate AI provider from OpenAI to Anthropic Claudesawthunaing/stn-job-hunting-dashboard-with-ai · 2026-10-01
- Preserve readable context when switching owned OpenAI to ClaudeJJLiebig/codex · 2026-10-01
- Add OpenAI Codex plugin marketplace to Claude Code project settingsbrandohermoso47-rgb/cliente-vault-web-app · 2026-10-01
- Switch Wardrobe from OpenAI to Claudenjarrar/wardrobe-najeeb · 2026-09-28
- Switch receipt extraction from OpenAI to Claudebelindahbl/receipt-telegram-bot · 2026-09-26
- Switch AI copy from OpenAI to Claude Haiku 4.5fareeha-s/shouldve-walked · 2026-09-26
- Phase 1: Switch AI provider from OpenAI to Anthropic Claudeanfaznil/tabletalk-ai · 2026-09-23
- fix(thinking): route OpenAI and level-based reasoning models to claude-adaptive on Claude endpointshkbulbul/polyrouter · 2026-09-23
- Switch FAQ replies from OpenAI to Anthropic Claudeimranaisolutions/Agentic-Ai · 2026-09-23
- Switch AI provider from OpenAI to Claude, and hand redirects to AJR Core (4.1.0)andrew-ajrwebdesign/ai-seo-assistant · 2026-09-22
Gemini API → Claude108+ PRs
- fix(refine): session-end refine uses gemini first, falls back to claude on availability failuresJohnGavin/llm · 2026-10-01
- Add Gemini as an alternative AI research provider to ClaudeNikros07/Eye-of-Horus · 2026-10-01
- Bring Codex CLI, Gemini CLI and Grok Build up to Claude Code's featuresoddessentials/agent-guild · 2026-09-30
- docs: migrate governance reviews from Gemini to ClaudeKaancodm/GeniusNew · 2026-09-27
- Add Gemini as a free alternative to ClaudeHarshith017/maxxtempo · 2026-09-26
- Add Gemini MCP server exposing ask_gemini tool to Claudekeshav321-kg/fintech · 2026-09-25
- Switch summary generation from Gemini back to Claudevarunsagar20/module2-DB · 2026-09-23
- Switch `update-github-info` from unpriced Gemini pin to priced Copilot Claude modelnaveedausaf/skills-agentic-workflows-that-read-the-room · 2026-09-17
- Switch AI content generation from Gemini to the Anthropic Claude APIkniepertsebastian-spec/learning · 2026-09-17
- chore(ci): triage every new issue with Gemini, and hand approved ones to Claude with claude:gohectorcanaimero/orch · 2026-09-14
Groq → Claude10 PRs
- Move all AI test generation from Groq to the Claude Code CLIarthurbohan/automation-practice-project · 2026-08-31
- Move ai:generate test generation from Groq to the Claude Code CLIarthurbohan/automation-practice-project · 2026-08-31
- Switch the LLM backend from Groq to the Claude APIPsycho-Kinesis/RASA_VOICE_ASSISTANT · 2026-08-30
- Move failure analysis from Groq to the Claude Code CLIarthurbohan/automation-practice-project · 2026-08-24
- Switch backend LLM from Groq to the Anthropic Claude API4izan/aitutor · 2026-07-27
- Migrate KI-Buddy LLM from Groq to Anthropic Claudesmokemoney81/BaitBuddy · 2026-07-21
- Migrate from Groq to Anthropic Claude with prompt cachingsei-xu/khaos · 2026-07-12
- feat: switch intel query synthesis from Groq to Claude HaikuMkultraUSA/battle_buddy · 2026-04-18
- Migrate from groq to Claude and Change the Readme.mdOshadhaVimuB/ArchionLabs · 2026-03-16
- feat: Migrate from Groq to Claude API integration with updated config…KhaledJamalKwaik/bridgeai-backend · 2026-01-30
DeepSeek → Claude8 PRs
- Name a Codex or DeepSeek sender to a Claude receiverrwcii/koinon · 2026-09-26
- Confine DeepSeek lane routing to Claude Code sessionsTusanHomichi/PSIV · 2026-09-24
- Drop DeepSeek, add free tier to Use Claude Together, route Healthcare Navigator to Sonnet 5khallinan12345/nextvillage · 2026-09-14
- Port the harness from DeepSeek Harness to Claude Codeyshan20/deepseting · 2026-08-18
- feat(deepseek): opt-in DeepSeek backend as an alternative to Claude or Codexcbmono/ai-setup · 2026-08-04
- fix(claude): add deepseek models to Claude Code model pickernexu-io/html-anything · 2026-05-20
- fix deepseek v4 to work with claude codegabrielassisxyz/litellm · 2026-05-12
- Migrate generator from DeepSeek to Claude Sonnet; add pump-specific MI reference listhugo12chiarelo-jpg/fmea-agent-test · 2026-04-28
Claude → Gemini API105+ PRs
- Switch the chatbot from Claude to Gemini (free tier)anelisa-lab/AI-Budgeting · 2026-09-29
- Migrate AI agent from Claude to Google GeminiVaishnavi6267/social-media-engagement-agent · 2026-09-28
- Switch model provider from Claude to Google Geminidhruhisheth/rightsline · 2026-09-26
- Switch AI backend from Anthropic Claude to Google Geminimasasukexx-tech/en-marketing-lp · 2026-09-22
- feat(agentcc): route Claude Agent SDK requests to Vertex Geminifuture-agi/future-agi · 2026-09-21
- Switch the LLM goal compiler from Claude to Geminiabimundayat26/twin-bank · 2026-09-20
- Switch the AI engine from Anthropic Claude to Google Gemini (free tier)itzvxie/demo-site · 2026-09-20
- Member 1: Switch AI agent from Claude to Gemini (free tier)Dibyajyoti882/MetricMind · 2026-09-20
- Migrate voice assistant from Claude to Google Gemini APIfeyyazonkal33/iddaa-analiz-app · 2026-09-17
- Switch AI rule parsing from Claude to Geminiananyaprabhakarm/AI-Backtesting-Agent · 2026-09-14
Claude → OpenAI API89 PRs
- fix: round-trip Claude tool_use to OpenAI tool_callsks1686/peaproxy · 2026-09-27
- Switch receipt AI scan from Claude to OpenAIianselmi/cardmaster · 2026-09-26
- Migrate from Claude to OpenAI API for synthesis toolsarkhash0309/research-paper-intelligence-pipeline · 2026-09-25
- Switch Alora Chat from Claude to OpenAIvaniabhagania/Alora · 2026-09-24
- Migrate all Claude resume tailoring to OpenAIrfahamedansari/job-application-assistant · 2026-09-23
- feat(claude): map output_config.format to OpenAI response_formatrouter-for-me/CLIProxyAPI · 2026-09-23
- feat(claude-boxes): allow codex egress to the OpenAI auth and API hostsLanternfyre/home-lab · 2026-09-22
- [synthmind-bot] Security Researchers Use Anthropic Claude to Hack OpenAI — 2026-09-18administrakt0r/AIautonomousBlogMY · 2026-09-18
- Switch LLM provider from Anthropic Claude to OpenAI GPT-4o.sji-soumik/ai-assessment · 2026-09-11
- fix: clamp Claude Code egress to OpenAI and Gemini (RUN-1515)NeuralTrust/TrustGate · 2026-09-10
Claude → DeepSeek17 PRs
- litellm: alias claude-opus and claude-opus-5-5 to deepseekchidionyema/idp · 2026-09-25
- Switch Claude Code to pre-configured DeepSeek Pro / Kimi K3 / GLM 5.3 / Codexalinaqi/maggy · 2026-09-19
- Switch AI summaries from Claude to DeepSeek, clean up HN descriptionsawayicheng-tammy/news · 2026-09-17
- Adapt dsh-claude-tui to DeepSeek Harness rc8cogine-ai/dsh-claude-tui · 2026-08-19
- Stop headless Claude usage and migrate runtime to DeepSeekzinan92/intel · 2026-08-15
- feat(claude-code): route Claude Code to DeepSeek V4 ProQuantum-L9/Cursor-Governance · 2026-08-13
- Cut over Neo's Claude Code agent from OpenRouter to DeepSeek Directdeariencampbell1-sys/rhobear-neo · 2026-08-10
- Switch caddie backend from Claude to DeepSeek v4-flashchihtsenhuang-cpu/begin-with-end-weekly-planner · 2026-08-08
- Switch claude-grade CI to DeepSeekamdmax/orbital-ops · 2026-08-02
- Migrate all LLM calls from Anthropic (Claude) to DeepSeek V4 Propjfront/richmond-common · 2026-07-06
Claude → Groq15 PRs
- Swap festival AI content generation from Claude to Groqchaitanya-cloud08/nbt-personalised-feed · 2026-09-07
- Switch classification/topic tagging from Claude to Groqangeloremedy/remedy-pulse · 2026-09-05
- Switch AI-powered chat assistant from Claude API to Groqjlibranda/Project2 · 2026-08-29
- refactor: switch AI provider from Anthropic Claude to Groq (free tier)BorysCzapski/NewProject · 2026-07-03
- Swap AI summary provider from Claude to Groq (Llama 3.3 70B)amrit2611/AuRIS · 2026-06-29
- docs(claude): update LLM provider to Groq, add PR workflowltanafranca1004/lens · 2026-06-25
- Migrate chatbot backend from Anthropic Claude to Groq Chat CompletionsBinayakc155/NeuroDesk · 2026-05-08
- Migrate chatbot LLM integration from Claude to Groq Chat CompletionsBinayakc155/NeuroDesk · 2026-05-08
- feat: swap AI from Claude to Groq (free tier for MVP)wkliwk/FormPilot · 2026-03-28
- Refactor: Migrate Anthropic/Claude references to Groq APIajmejia02/Salud-Conecta-IA · 2026-03-27
Alternatives to Claude
All alternatives by situation →On Product Hunt, people weigh it against: Claude Code, Grok API.
Questions makers ask about Claude
Does Anthropic train on data I send through the API?
No, not by default. Inputs and outputs from commercial products, including the API, aren't used for training unless you report feedback or otherwise opt in. source ↗
How long are API prompts and responses kept?
Anthropic deletes API inputs and outputs from its backend within 30 days. The exceptions are data in features you keep yourself (such as the Files API), a zero-data-retention agreement, usage-policy enforcement, and legal requirements. source ↗
Can I control where my data is processed and stored?
Partly. You can set inference_geo per request or as a workspace default to keep inference on US infrastructure (Claude 4.6 and later models), but the workspace storage location can't be changed after creation, and "us" is currently the only option. source ↗
Can I send PHI and sign a BAA?
Yes. Anthropic offers a BAA for HIPAA-ready services, including the first-party API. Your organization's Primary Owner signs it and then asks sales or your Anthropic contact to enable it, and it covers only that one organization. source ↗
Can I call Claude with the OpenAI SDK?
Yes, through a compatibility layer, but some fields are silently ignored. For example, strict tool schemas aren't enforced, audio input isn't supported, and thinking output isn't returned. For PDFs, citations, prompt caching and full thinking, Anthropic points you to the native API. source ↗
How do rate limits and spend caps work?
Limits are set per organization and depend on a usage tier that rises automatically with usage history. Each tier below Custom has a monthly spend cap; when you hit it, requests return 429 until the next month unless you ask for a higher limit. source ↗
Is there a batch mode for large offline jobs?
Yes. The Message Batches API takes up to 100,000 requests or 256 MB per batch, usually finishes within an hour, and cuts costs by 50%. Batches expire after 24 hours, and results stay downloadable for 29 days. source ↗
Which languages have an official SDK?
Python, TypeScript, C#, Go, Java, PHP and Ruby, plus the ant command-line tool. source ↗
Is Claude free?
No permanent free tier; paid use starts at Pay per token. source ↗
Is Claude open source or self-hostable?
Not open source, and hosted only.
Can AI coding agents work with Claude?
It serves an llms.txt docs index; Lovable, Replit set it up natively.
Who uses Claude?
251 makers' products we track, each with a source, and 285 open-source projects declare it in their code. source ↗