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Lemma: Production Monitoring for AI agents. It is listed under Development & Code on AI Registry as a paid tool.
The tools below are approved listings in the same category, ordered by how closely their tags match Lemma. This is an automatic list. We have not written a researched verdict for Lemma yet, so treat it as a shortlist and check each vendor's pricing page before switching.
Built from each tool's listing. Vendors can update their own listing after claiming it.
We find where AI agents fail, then train better models to run them.
Agnost AI is a monitoring platform for AI agents in production. It reads real conversations and traces to detect silent failures, the moments when users correct an agent, repeat a question or give up, and surfaces them without anyone filing a bug report. The Y Combinator backed company then proposes fixes that a team c...
AWS for AI Agents
Dexto describes itself as an operating system for agentic work: a persistent home for AI agents, their context and the tools they use. Instead of a chatbot that only answers questions, it takes action, sending emails, updating spreadsheets, filing tickets, generating images and video, building and running apps, and run...
Open source inference server for local models
Magnitude is an inference engine that runs open weight AI models locally and tunes itself to the user's exact hardware. It ships as a desktop app for macOS, Linux and Windows, and supports Apple Silicon, NVIDIA and AMD GPUs, or a CPU alone. There is no fixed minimum hardware requirement, though smaller machines run sma...
The IDE for Tokenmaxxers
Maxxwell, made by Rindler, is a desktop workspace for running many coding agents at once. Instead of watching a dozen terminal windows, a developer writes the work to be done and Maxxwell opens one lane per task, then tracks each lane and surfaces only the ones that need a person. The interface shows a fleet view of a...
Find what's losing you customers and money in your AI agent and fix it
The Context Company is an observability and analytics platform for AI agents running in production. It ingests traces and conversations from an agent, analyzes each run as it arrives and surfaces recurring patterns, conversation topics and account level signals such as unmet requests, friction points, cost outliers and...
We make mobile apps using AI.
a0.dev is an AI app builder for native mobile apps. Users describe the app they want in a chat, and an AI coding agent writes and edits the code in real time, then the platform handles publishing directly to the Apple App Store and Google Play, as well as to the web. The pitch covers the whole path from idea to revenue...