Manifest Automation is a builder in the AI agent ecosystem, specifically focusing on the integration and actionability layer. Their most significant contribution is their work with the Model Context Protocol (MCP), where they provide the infrastructure for AI agents to read and write to Google Sheets and Google Drive. This allows developers to build agents that can use spreadsheets as a memory or data processing layer, which is essential for business automation.
Additionally, their focus on automating manifest files for AI coding tools positions them as a toolmaker for the "AI building AI" movement. By simplifying how agents understand and update their own configuration files, they reduce the friction required to maintain agentic workflows. They are active in the developer-facing segment of the stack, providing open-source repositories on GitHub and model profiles on Hugging Face that support the technical implementation of agents in enterprise and government contexts.
Manifest Automation is a Chicago-based technology firm that focuses on making artificial intelligence operational for specific industries. Founded in 2023 by a group of Silicon Valley veterans, the company operates with the premise that general-purpose large language models require a layer of specialized logic and workflow management to be useful in professional environments. They build with a combination of popular commercial models like ChatGPT and bespoke versions of open-source models including Llama and Alpaca.
The company is particularly active in the "middle layer" of the AI stack, where models are connected to actual business tools. Their work is characterized by a focus on natural language processing (NLP) and the automation of traditional workflows that have historically relied on manual data entry or rigid, non-AI software. By tailoring their technology to specific industries, they aim to address the unique compliance and efficiency requirements found in sectors like government and large-scale customer service.
One of the more distinct technical paths Manifest Automation has taken involves the management of manifest files for AI coding tools. As developers increasingly use AI to write and update software, the need for structured instructions that guide these tools becomes paramount. The company has developed solutions that use browser automation and web search to automate the creation and safe updating of these manifest files. This ensures that AI coding assistants remain aligned with the current state of a project without manual re-configuration.
This focus on structured metadata extends to their involvement with the Model Context Protocol (MCP). By maintaining and contributing to MCP servers, specifically those integrating Google Drive and Google Sheets, Manifest Automation allows LLMs to interact directly with spreadsheet data. This is a technical requirement for many business use cases where data lives in rows and columns rather than unstructured text. Their MCP server for Google Sheets is a practical example of how they enable agents to perform tasks like creating or modifying spreadsheets based on natural language instructions.
While many AI firms compete on the raw size of their models, Manifest Automation competes on integration and specificity. They occupy a space similar to AI consultancies but with a product-led approach, offering tools that are designed to be scalable across vertical subsidiaries. Their team's background in Silicon Valley provides them with the technical pedigree found at major tech giants, but their base in Chicago suggests a focus on the practical, enterprise-heavy industrial base of the Midwest.
They are currently unfunded, which is notable in a sector often defined by massive capital raises. This suggests a lean, service-to-product model where development is driven by immediate industry needs rather than venture-backed growth targets. By focusing on the plumbing of AI—the servers, manifests, and specialized model fine-tuning—they provide the necessary infrastructure for the broader agent ecosystem to function in high-stakes business environments.
Integrates Google Drive and Sheets with AI models through the Model Context Protocol.
Manifest Automation is hiring