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Top 100 Agent-Ready Sites

The sites AI agents can actually use. Ranked by agentic readiness — publish llms.txt, OpenAPI, ai-plugin, MCP, or a structured API to appear here.

5285
Sites Indexed
38
Avg Score
5284 entries in this directory
Lenses.io | AI-assisted data streaming
lenses.io
Lenses is a Kafka UI and stream processing tool that helps enterprise engineers manage and explore all Apache Kafka data streams on a unified platform.
llms.txt API Schema.org other
45
+25 llms.txt +15 structured API missing +20 ai-plugin
Lobu — Make Every Agent Multiplayer
lobu.ai
Connect any agent to shared company state, scoped identities, human interaction, approvals, and governed actions — or use Lobu’s optional runtime to build proactive agents.
llms.txt API Schema.org developer
45
+25 llms.txt +15 structured API missing +20 ai-plugin
Lightswind UI – Beautifully Animated React Components & Modern UI Kits
lightswind.com
Accelerate your workflow with Lightswind UI. A library of 151+ high-performance, accessible, and beautifully animated React components and UI kits crafted for Modern Developers.
llms.txt API Schema.org other
45
+25 llms.txt +15 structured API missing +20 ai-plugin
Kontext | Runtime Control & Runtime Authorization for AI Agents
kontext.security
Kontext provides runtime control and runtime authorization for AI agents by checking every Claude Code, Codex, and Cowork tool call against policy before it runs.
llms.txt API Schema.org developer
45
+25 llms.txt +15 structured API missing +20 ai-plugin
RollingGo - Global Travel Service Distribution Platform
global.rollinggo.store
RollingGo provides hotel, flight, and skill integration capabilities, connecting global travel resources to help partners build intelligent travel and service distribution applications.
llms.txt API AI bots ecommerce
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ggui — the interface layer for agents
ggui.ai
Your agent describes the UI; ggui renders it on the user's screen. Open protocol, MCP-native — no frontend code. Self-host it, or sign in to hosted ggui at console.ggui.ai.
llms.txt API Schema.org ai-tools
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Pad — Project management for the agent era
getpad.dev
Tasks, ideas, plans, and docs — accessible through a web UI, a CLI, or your AI agent. For developers, job-seekers, researchers, and anyone working with an AI agent.
llms.txt API Schema.org productivity
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docs.page | Docs for humans + agents
docs.page
Instantly serve markdown from any GitHub branch as modern, agent-ready docs, with AI chat, MCP, and llms.txt.
llms.txt API Schema.org developer
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The Enterprise AI Orchestrator | EDDI
eddi.technology
EDDI v6, Enterprise AI Agent Orchestration Platform. Self-hosted, configuration-driven multi-agent system with visual management UI, 77 MCP tools, security-first architecture, and built-in regulatory compliance for GDPR, EU AI Act, HIPAA, and 15+ frameworks.
llms.txt API Schema.org ai-tools
45
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The Agentic OS for Money Movement in LATAM | CodeSpar
codespar.dev
Your agent decides where money goes. We make sure it gets there. Mandates, routing, escrow and audit on every transaction, from checkout to payroll, procurement, treasury and cross-border.
llms.txt API Schema.org ecommerce
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+25 llms.txt +15 structured API missing +20 ai-plugin
ClariLayer — Context Layer for Your AI Data Agent
clarilayer.com
Connect ClariLayer to Claude Code, Cursor, Codex, or claude.ai. Recall durable data context, reconcile warehouse and HubSpot definitions, and record an honest completion receipt.
llms.txt API Schema.org ai-tools
45
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Better Design: give your AI real design skills | Better Design
better-design.com
Stop shipping generic-looking apps. Give your coding agent real design systems with 87 components each. MCP install in 30 seconds.
llms.txt API AI bots ecommerce
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+25 llms.txt +15 structured API missing +20 ai-plugin
Brigade - agents leave proof, not claims
brigade.tools
Agents leave file receipts with real exit codes, a code map of what changed, and a searchable evidence log. Paste an install prompt. Local files, no daemon.
llms.txt API Schema.org other
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命语
aov.cc
llms.txt API AI bots other
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Nausika · real maritime data for your AI assistant — sailing, routing, forecasts
nausika.app
Nausika is a connector that grounds your AI assistant in real maritime and nautical data: sea-aware routing, marine forecasts, tides, and curated places for sailing in the Mediterranean. Five-minute setup. No new app to learn.
llms.txt API Schema.org ai-tools
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Транспорт Львова — розклад та карта
lad.lviv.ua
Транспорт Львова онлайн — карта руху та розклад маршруток, трамваїв і тролейбусів. Дізнайтесь, де зараз громадський транспорт у Львові.
llms.txt API Schema.org other
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Threads
threads.com
Join Threads to share ideas, ask questions, post random thoughts, find your people and more. Log in with your Instagram.
llms.txt API AI bots other
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v0 by Vercel - Build Full-Stack Web Apps with AI
v0.app
Your collaborative AI assistant to design, iterate, and scale full-stack applications for the web.
llms.txt API Schema.org ai-tools
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Datakoot — Intelligence APIs for AI Agents
datakoot.com
Keyless MCP servers that give AI agents real-time security, package, filings, market, economic, weather, regulatory, on-chain and domain intelligence. Nine servers, 46 tools, in the official MCP registry. No API keys.
llms.txt API Schema.org developer
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WhatsApp and phone system automation for Sales, Marketing and Customer Support — 2Chat
2chat.co
2Chat is a highly programmable AI-native phone system with WhatsApp and SMS integrations, built for modern businesses.
llms.txt API Schema.org communication
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Odoo Implementation Partner, USA & Canada | Octura Solutions
octurasolutions.com
Official Odoo ERP implementation partner for USA & Canada. 100+ deployments covering implementation, customization, migration, support. Go live in 8 to 12 wks.
llms.txt AI bots Schema.org MCP developer
45
+25 llms.txt +10 MCP missing +20 ai-plugin
H
hogswap-v1.liquihog.dev
hogswap-v1.liquihog.dev
OpenAPI API MCP developer
45
+20 OpenAPI +15 structured API missing +25 llms.txt
NanoCloud | Web Creative Studio & Visual API
nanobananapro.cloud
Create polished visuals and clips in the browser with NanoCloud using text prompts or reference images.
llms.txt API AI bots developer
45
+25 llms.txt +15 structured API missing +20 ai-plugin
XMemo · Memory OS for AI Agents and MCP
xmemo.dev
Identity-aware, user-owned memory control plane for ChatGPT, Claude, Copilot, Cursor, Gemini & Codex. Governed cross-client context with full export and deletion.
llms.txt API Schema.org ai-tools
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Timebook — Time tracking, invoicing & bookkeeping for freelancers & solo LLCs
usetimebook.com
Time tracking for freelancers — invoicing and bookkeeping in the same app, built for one person, not a team of 50. Free time tracking; $29.99/mo Pro for invoicing & books. 14-day Pro trial, no card.
llms.txt API Schema.org finance
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AI Tools Directory: 2,652+ AI Tools to Compare in 2026
tooldirectory.ai
Browse 2,652+ AI tools across 30+ categories. Compare pricing, read editor reviews, and find the right AI for any workflow. Updated daily.
llms.txt AI bots Schema.org MCP ai-tools
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Interchangeable Velcro Patch Trucker Hats | Patchistry
patchistry.com
Trucker hats with interchangeable velcro patches. One canvas, swap the patches whenever the mood shifts — UV-printed in SoCal, never embroidered. Black, Khaki, Pink.
llms.txt AI bots Schema.org MCP other
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+25 llms.txt +10 MCP missing +20 ai-plugin
Transcribe Audio & Video to Text – Any Length, Pay Once | Pepys
pepys.co
Transcribe any file or link, hours long, in any language – accurate, speaker-labeled transcripts with AI summaries. Pay as you go, no length caps, no card.
llms.txt API Schema.org ai-tools
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MCP Skills — Pre-Install Trust Layer for MCP Servers
mcpskills.io
The pre-install trust layer for MCP servers and AI skills. MCP Skills scores install risk, public trust pages, monitoring, badges, and API workflows across 15 trust signals.
llms.txt API Schema.org developer
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Homespun: real apps from Claude, online in 10 minutes
homespun.dev
Ask Claude, or any AI you use, for an app and Homespun makes it real: its own web address, sign in for the people you invite, and a database behind it. No domain, no database, no developer, and it is online in about 10 minutes.
llms.txt API Schema.org data
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A
MCP Server — Connect AI Assistants to DPP Data
ai.tracepass.eu
MCP server — AI assistants (Claude, Cursor, IDE agents) manage products, passports, EPCIS events directly. Hosted endpoint or local npm package.
llms.txt API Schema.org developer
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A
滴个龟龟 — 爬宠数字身份登记与溯源平台
api.digeguigui.com
六部位拍照上户口 · Git哈希不可篡改 · 一龟一证终身可查。人工繁育商家入驻,卖龟自带身份证。
OpenAPI API MCP data
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0xPdf — Schema in, PDF in, JSON out
0xpdf.io
Define a JSON schema, send any PDF, get structured data back in one API call. AI-powered OCR, image extraction, and custom schemas.
llms.txt API Schema.org ai-tools
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Every receipt from your inbox, automatically | Receiptor AI
receiptor.ai
Turn hours of manual bookkeeping into minutes of automated magic. Extract receipts from emails, WhatsApp, and uploads—instantly categorized and audit-ready.
llms.txt API Schema.org communication
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S
Sentimatix — Indian Stock Market Sentiment API
sentimatix-production.up.railway.app
OpenAPI API MCP developer
45
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Quelvio · Your company's brain. In everything you do.
quelvio.com
Quelvio continuously understands your company's knowledge across every system — what's authoritative, what's recent, and what should be forgotten.
llms.txt API Schema.org other
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OneHaus: Run your whole home from one app
onehaus.app
Tasks, calendars, shopping and the family admin, in sync across every phone in the house. OneHaus turns the family chat into a sorted home. Free 30-day trial.
llms.txt API Schema.org ecommerce
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LastLook Data — Financial market data API for AI agents
lastlookdata.com
FRED macro data, G10 FX rates, energy prices, yield curve spreads, recession signals, and economic calendar — queryable by any AI agent. Pay per query over x402, no subscriptions or API keys.
llms.txt API AI bots ai-tools
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I
industry-lens.com
industry-lens.com
llms.txt API AI bots other
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Framesail AI — Build long-form youtube videos, in your style
framesail.com
Long-form video, built end-to-end with AI. Script, assets, storyboard, and finished video — characters and style locked.
llms.txt API Schema.org ai-tools
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Ecomgraph — Find the right Shopify app, faster
ecomgraph.com
Ecomgraph indexes the Shopify App Store with cleaner rankings and richer data so you can pick the right tool in minutes.
llms.txt API Schema.org other
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E3D · List Your Token in One API Call — No Exchange Form
e3d.ai
Claim and list any Ethereum token with a wallet signature and a small E3D fee. Instant, agent-drivable, no human reviewer. Plus on-chain maps and docs.
llms.txt API Schema.org ai-tools
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香港 CRM 系統:預約、WhatsApp、會員與收款 | FavCRM
favcrm.io
FavCRM 是為香港服務業而設的 CRM,把預約、會員套票、WhatsApp、收款與客戶跟進放在同一處。AI 幫你整理和草擬,重要動作由你審批。
llms.txt API Schema.org productivity
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GlianaAI — pay-per-call AI inference across 60+ models
ai.glianalabs.com
One endpoint for 60+ generative AI models — image, video, audio, music, speech. Your agent pays per request in USDC on Tempo, Base, or Solana. No signup, no API key, settled via MPP and x402.
llms.txt API Schema.org ai-tools
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J
JetBrains: Essential tools for software developers and teams
jb.gg
JetBrains is a cutting-edge software vendor specializing in the creation of intelligent development tools, including IntelliJ IDEA – the leading Java IDE, and the Kotlin programming language.
llms.txt API Schema.org other
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AniList
anilist.co
llms.txt API AI bots other
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Granola — The AI Notepad for back-to-back meetings
go.granola.ai
The AI notepad for back-to-back meetings. Notes, actions and memory. Without a meeting bot.
llms.txt API Schema.org ai-tools
45
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Command Code - AI coding agent with taste
commandcode.ai
The first AI coding agent that learns your coding taste. Powered by taste-1, a meta neuro-symbolic model. A modern alternative to Claude Code, Cursor, OpenCode, and Copilot.
llms.txt API Schema.org ai-tools
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AI SEO Analyzer – Website Audit, Rank Tracking & SEO Monitoring – Screpy
screpy.com
Audit your website, track keyword rankings, monitor Core Web Vitals, and create SEO reports with Screpy—the SEO platform for teams and agencies.
llms.txt API Schema.org developer
45
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Parlay — AI-Native Prediction Market Aggregator
parlay.run
Parlay is an MCP server that brings prediction market data from Polymarket, Kalshi, Limitless, and Manifold into Claude and other AI assistants.
llms.txt API Schema.org developer
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Railway | The all-in-one intelligent cloud provider
railway.com
Railway is a full-stack cloud for deploying web apps, servers, databases, and more with automatic scaling, monitoring, and security.
llms.txt API Schema.org data
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Give your AI agents access to real mobile devices | Mobile Next
mobilenexthq.com
The programmable mobile runtime for AI agents. Run deterministic automation on real iOS and Android devices through APIs.
llms.txt API Schema.org developer
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Context.dev: Web Scraping API for AI Agents & LLMs
link.context.dev
Context.dev is a web scraping API for AI agents: scrape any URL into LLM-ready Markdown, crawl entire sites, and extract structured data with one REST API.
llms.txt API Schema.org ai-tools
45
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Google
goo.gle
Search the world's information, including webpages, images, videos and more. Google has many special features to help you find exactly what you're looking for.
llms.txt API Schema.org other
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OpenAI Developers
developers.openai.com
Docs and resources to help you build with, for, and on OpenAI.
llms.txt API Schema.org ai-tools
45
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Aiven - Your AI-ready Open Source Data Platform
aiven.io
Aiven is an AI-ready open source data platform that combines open-source services to rapidly stream, store and serve data across major cloud providers — simply and securely.
llms.txt API Schema.org developer
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ActuallyCare Docs | Connect Claude to your real estate CRM
docs.actuallycare.com
Documentation for ActuallyCare — connect Claude to your real estate CRM, integrate with the REST API, and browse every MCP tool.
llms.txt API Schema.org developer
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Adaptive Flow Delivery | AFD Institute
afdinstitute.com
The standards body for Adaptive Flow Delivery — analysis-first delivery for the AI era. The methodology, the book, and the practitioners certified to deliver with it.
llms.txt API Schema.org ecommerce
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AgentCat — Analytics and observability for Claude Connectors and ChatGPT Apps
agentcat.com
Analytics and observability for Claude Connectors and ChatGPT Apps. Trace every session, uncover agent intent, and identify issues as they come up.
llms.txt API Schema.org communication
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Aevia · 你自己拥有的 AI 陪伴
aevia.cloud
和 Claude 的对话满了、续不下去了?把它逐字搬过来,接着聊——从 claude.ai 导出你们的对话,逐字导入 Aevia。你的 AI 还会隔段时间主动给你发消息,时段和条数由你定。$49/账号/月,7 天免费试用。
llms.txt API Schema.org ai-tools
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AetherWave - What Will You Create Today?
aetherwavestudio.com
Create music, images, and video with AI. Start from a prompt, explore the latest models, browse the community gallery, and see what is trending on AetherWave.
llms.txt API AI bots ai-tools
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AdmitBase | Know Your Professional School Admission Chances
admitbase.com
See your real chances at every law, medical, and dental school. Compare your GPA and test scores to admitted students, build a strategic school list, and track your applications — powered by official admissions data.
llms.txt AI bots Schema.org MCP health
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AdCrunch — Ask your AI about your ads
adcrunch.dev
AdCrunch connects your ad platforms to AI agents like Claude, ChatGPT, and Cursor. Query campaign performance in natural language. No dashboards needed.
llms.txt API Schema.org ai-tools
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TurboDocx - AI-Powered Document Automation & E-Signature
turbodocx.com
Stop writing documents, start closing deals. AI-powered automation from first call to signed contract in minutes. Trusted by solutions providers worldwide.
llms.txt API Schema.org ai-tools
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QPost | Let AI agents publish to YouTube, TikTok & Instagram
qpost.dev
QPost is the publishing API and MCP server that lets AI agents schedule and publish video and image posts to YouTube, TikTok, and Instagram. Free account, full REST API, n8n integration.
llms.txt API AI bots developer
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File uploading, processing & delivery for web and mobile apps | Uploadcare
uploadcare.com
Uploadcare provides companies with simple, powerful, developer-friendly building blocks to handle file uploading, processing, and delivery. A complete out-of-the-box solution, built for engineers by engineers.
llms.txt API Schema.org developer
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R
Supporting global expansion | Rubric
rubric.com
Rubric makes AI translation work for your global content. AI-enabled, human-led, zero hassle. Supported by 30 years of localization experience.
llms.txt API Schema.org ai-tools
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Directory of AI-Ready Documentation & llms.txt Examples
llmstxthub.com
Discover 500+ websites implementing the llms.txt standard. Browse real llms.txt examples, learn the specification, and find AI-ready documentation for APIs, platforms, and developer tools.
llms.txt API Schema.org data
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TypeScript AI Framework for Agents and Apps | Mastra
mastra.ai
Ship AI agents that reason, remember, and act in TypeScript. Mastra provides memory, tools, MCP, and observability to go from prototype to production.
llms.txt API Schema.org developer
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Production Stack for Gen AI Builders|Portkey
portkey.ai
Democratize and productionize Gen AI across your entire org with Portkey's suite of AI gateway, observability, guardrails, and prompt management modules.
llms.txt API Schema.org ai-tools
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Aporia - Acquired by Coralogix
aporia.com
We’re excited to share that Aporia has joined the Coralogix family! Together, we’ll continue to deliver even more value to our customers.
llms.txt API Schema.org ai-tools
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WRITER - The enterprise AI platform for agentic work
writer.com
WRITER is the enterprise AI agent platform trusted by Fortune 500 companies, built to help teams execute and scale on-brand, compliant work.
llms.txt API Schema.org ai-tools
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Data lab to train frontier models & evaluate agents | micro1
micro1.ai
We're building the infrastructure for advancing intelligence through expert human data, real-world training environments, and contextual evaluations.
llms.txt API Schema.org jobs
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Hyperline, the intelligent revenue platform
hyperline.co
From the first quote to recognized revenue, Hyperline unifies CPQ, Billing, RevRec and Reporting in one platform.
llms.txt API Schema.org finance
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Dub - The Modern Link Attribution Platform
dub.co
Dub is the modern link attribution platform for short links, conversion tracking, and affiliate programs.
llms.txt API Schema.org data
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Frigade: AI-powered product assistance for modern software teams
frigade.com
Frigade Assistant is the AI digital adoption platform for in-app user onboarding, product adoption, and feature adoption. It learns your product by using it, then guides users through real workflows in real time. No flow design, no prompt tuning, no docs to maintain.
llms.txt API Schema.org developer
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Nationwide Lab Testing & Data From 300+ Health Devices
tryvital.io
Junction provides seamless lab testing and wearable device data in a single integration to help healthcare providers scale personalized, predictive care. One API, nationwide lab networks, and built-in operational support – so you can focus on patient outcomes.
llms.txt API Schema.org health
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Fern: Docs, SDKs, and CLIs for your API
buildwithfern.com
Start with OpenAPI. Generate SDKs in multiple languages, interactive API documentation, and an agent-first CLI.
llms.txt API Schema.org developer
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Integrate with HRIS & Payroll Systems | Finch API
tryfinch.com
Streamline employer onboarding, operations, and administration with one platform for all your HRIS and payroll integrations. Integrate with 250+ systems through Finch.
llms.txt API Schema.org finance
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AI-Powered Financial Crime and Customer Risk Management… | Alloy
alloy.com
Alloy is the global AI-powered risk management platform that accelerates onboarding, stops financial crime, and simplifies compliance.
llms.txt API Schema.org security
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Identity Verification Platform for AI Risk Decisioning | Socure
socure.com
Socure is the leading AI-powered identity verification platform trusted by 3,000+ customers to verify consumers, businesses, & employees with confidence.
llms.txt API Schema.org security
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Column | The platform bank built for scale
column.com
The only nationally chartered bank built to enable developers and builders to create new financial services.
llms.txt API Schema.org finance
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Increase — Banking for ambitious technology companies
increase.com
Banking for ambitious technology companies. Build great financial products with an API-first bank.
llms.txt API Schema.org finance
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Edamam - Food Database API, Nutrition API and Recipe API
edamam.com
Food database and nutrition data provider to wellness and health applications. Try our Food Database API, Nutrition Analysis API and Recipe Search API.
llms.txt API Schema.org data
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Dify - The Platform for Production-Ready Agentic Workflows
dify.ai
Dify is the platform for production-ready agentic workflows. Build agents, knowledge pipelines, models, and tools on one canvas, deployable on Cloud, in your VPC, or self-hosted.
llms.txt API Schema.org ai-tools
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Terra API: the fitness and health data API for 500+ wearables and apps
tryterra.co
The leading fitness and health data API for developers. Connect 500+ wearables, sensors, and blood testing providers through one API. Ship integrations with Apple Health, Garmin, Fitbit, Google Fit, Samsung and Oura in minutes.
llms.txt API Schema.org health
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≻ Mubert AI Music Generator — Royalty Free Music ✓ Best AI Music Generator
mubert.com
Discover Mubert, the best AI music generator for royalty free music ➠ Generate music from text prompts for videos and projects online ✓ Create royalty free audio
llms.txt API Schema.org ai-tools
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Property Data Analytics & AI-Powered Intelligence: API, Bulk, Cloud
attomdata.com
Unlock trusted property data and analytics with AI-powered insights. Flexible delivery options including API, bulk licensing, cloud, and MCP server.
llms.txt API Schema.org data
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Agent Observability, Evaluation & Improvement Platform | Arize AI
arize.com
Continuously improve AI agents with agent observability, evaluation, tracing, and experimentation.
llms.txt API Schema.org ai-tools
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The Leading Web Search APIs for AI
you.com
Skip the groundwork with our AI-ready Web Search APIs, delivering advanced search capabilities to power your next product.
llms.txt API Schema.org ai-tools
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Langflow | Low-code AI builder for agentic and RAG applications
langflow.org
Welcome to Langflow - Build AI applications with ease
llms.txt API Schema.org ai-tools
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Botpress | The enterprise-grade AI agent platform for customer support
botpress.com
Botpress is the enterprise-grade AI agent platform for customer support, with no technical ceiling and no per-seat cost.
llms.txt API Schema.org ai-tools
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Braintrust - The AI observability platform for building quality AI products
braintrust.dev
Ship quality agents at scale. Braintrust is the AI observability platform for tracing production, running evals, and catching regressions before they reach users.
llms.txt API Schema.org ai-tools
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AI Document Processing API - Mindee
mindee.com
Transform your document workflows with Mindee's AI-powered data extraction APIs. Automate data capture from invoices, receipts, IDs, and more with industry-leading accuracy and speed. Integrate easily with your existing systems and streamline document processing for businesses of all sizes
llms.txt API Schema.org ai-tools
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Devin Desktop | Devin
codeium.com
Manage fleets of local and cloud agents from one surface. Plan, delegate, review, and ship without leaving your editor.
llms.txt API Schema.org ai-tools
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S
ScrapingBee – The Best Web Scraping API
scrapingbee.com
llms.txt API Schema.org data
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Apify: The largest marketplace of trusted tools for AI
apify.com
Thousands of tools to automate your business. Get real-time web data, track competitors, generate leads, and integrate your apps and AI agents.
llms.txt API Schema.org developer
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AI-Powered Service Platform | Zendesk
zendesk.com
Move beyond deflection with AI agents that resolve issues end-to-end. Improve service quality, speed, and scale. Start your free trial.
llms.txt API Schema.org communication
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The Control and Execution Platform for Enterprise AI | Workato
workato.com
Govern every AI agent and execute the work across 14,000+ apps. Built on the #1 iPaaS, trusted by thousands.
llms.txt API Schema.org productivity
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Tray.ai — The AI-ready integration and automation platform
tray.io
Tray.ai is the AI-native enterprise iPaaS for building AI agents, governing Model Context Protocol (MCP), and integrating 700+ apps — orchestration for data…
llms.txt API Schema.org productivity
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Wire NHS into your agent — MCP server

Add Not Human Search as an MCP tool. Your agent can call search_agents, get_site_details, get_stats, and submit_site at runtime.

Claude Code
claude mcp add --transport http nothumansearch https://nothumansearch.ai/mcp
Other clients: point any MCP-compatible tool at https://nothumansearch.ai/mcp (streamable-http transport).

Use NHS via REST

Prefer plain HTTP? Hit the search endpoint directly.

Search API
curl "https://nothumansearch.ai/api/v1/search?q=payment+API"
Agent Docs
llms.txt OpenAPI spec ai-plugin.json

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Get crawled and scored on agentic readiness. Appear in agent search results.

Use the public homepage. NHS checks standard paths like /llms.txt, OpenAPI, MCP, robots, and schema.