How do most AI SaaS tools charge (credits vs monthly subscriptions)?

Most modern AI SaaS tools use hybrid pricing: an entry-level monthly subscription that includes a fixed monthly credit quota, paired with pay-as-you-go top-ups for high-volume LLM inference and generation.

Can I find free and open-source AI tools on SaaSearch?

Yes. You can filter listings by pricing model (Free, Freemium, or Paid) and tech stack. Many makers provide 100% free open-source tiers with self-hosting instructions and MIT licenses.

How are MRR and user counts verified for AI startups?

SaaSearch integrates directly with Stripe and Paddle telemetry to verify recurring monthly revenue, growth velocity, and active users, ensuring figures are authentic rather than estimated.

How can AI developers launch their product on SaaSearch?

Founders can submit their AI application for free. Once you add the verified SaaSearch launch badge to your homepage, your listing is published immediately to today's launch leaderboard with zero queue delay.

SaaSearch - The Search Engine for SaaS and AI products

40 products for AI Context Management (0.04 seconds)

LUMIS

https://lumis.tools›developer tools›LUMIS

LUMIS: Zero-Trust architecture governance for AI coding agents. - result 11

Sep 6, 2026 - LUMIS is an AI architecture governance platform designed to bring order and precision to AI-driven software development. It helps founders and... Read more

5.0(1)1upvote

AI Development Architecture Governance Scope Management

1lumis

Epilude Notetaker

https://epilude.com›productivity›Epilude Notetaker

Epilude Notetaker: Stay in the meeting. Leave with the notes. - result 12

Sep 14, 2026 - Epilude Notetaker is an AI-powered Mac application designed to record and summarize your meetings privately, without a bot joining the call. It... Read more

5.0(2)1upvote

AI Notetaker Meeting Management Transcription

2epilude

MCPVault

https://mcpvault.io›developer tools›MCPVault

MCPVault: The independent directory for Model Context Protocol (MCP) servers. - result 13

Sep 5, 2026 - MCPVault is the definitive independent directory and search engine for Model Context Protocol (MCP) servers, built for developers. It offers a... Read more

5.0(1)1upvote

Server Directory Model Context Protocol API Discovery

1mcpvault

Umami

https://umamiengine.com›analytics & data›Umami

Umami: Open-source web analytics for understanding traffic and building integrations. - result 14

Sep 18, 2026 - Umami is an open-source web analytics platform designed to help users understand their website traffic and build robust data integrations. It... Read more

5.0(1)1upvote

Web Analytics Open Source Website Traffic

1umamiengine

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Stivio
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Telly
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OpenRouter

https://openrouter.ai›ai & machine learning›OpenRouter

OpenRouter: Intelligent routing, management, and orchestration for AI models. - result 15

Sep 16, 2026 - OpenRouter is an advanced platform for intelligent AI model routing, management, and orchestration. It enables developers to seamlessly... Read more

5.0(1)1upvote

AI Routing LLM Management Data Residency

1openrouter

Nimbleway

https://nimbleway.com›ai & machine learning›Nimbleway

Nimbleway: Self-learning web search for AI agents and automated data extraction. - result 16

Sep 14, 2026 - Nimbleway offers a platform of self-learning Web Search Agents designed to automate complex web research with high accuracy and reduced token... Read more

5.0(1)1upvote

Web Scraping Data Extraction AI Agents

1nimbleway

Agent Memory Leaderboard

https://agentmemoryleaderboard.ai›ai & machine learning›Agent Memory Leaderboard

Agent Memory Leaderboard: The open benchmark for AI agent memory systems. - result 17

Sep 18, 2026 - Agent Memory Leaderboard is an open and public benchmark platform designed to objectively measure and compare the memory capabilities of AI... Read more

5.0(1)1upvote

AI Agents AI Benchmarking Agent Memory

1agentmemoryleaderboard

LUMIS: Zero-Trust architecture governance for AI coding agents.

5.0(1)

LUMIS is an AI architecture governance platform designed to bring order and precision to AI-driven software development. It helps founders and IT agencies combat scope creep, context loss, and AI hallucinations by enforcing a strict Zero-Trust specification. The platform transforms initial ideas into precise Product Requirement Documents (PRDs), architecture blueprints, and 'master prompts' with rigorously defined Non-Goals, guiding AI coding agents like Cursor and Claude Code. Featuring a Tauri v2 + Rust desktop client for local AST analysis (Scope Sentry) and a Constitution Lock for verifiable architectural constraints, LUMIS ensures projects remain aligned, efficient, and free from unexpected deviations.

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