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Citadel Predict
Stop AI agents from blowing your token budget
Citadel Predict forecasts AI agent token usage and cost before the agent runs — not after, like existing tools (Langfuse, Helicone, LangSmith). It analyzes your task and tool list, then uses a calibrated ML model to give you an expected token range, confidence level, and out-of-distribution risk flag — now converted into an estimated USD cost too. Ships as a pip package + CLI, an MCP server for Claude Desktop/Code, and a hosted API. Tested on Linux, Windows, and macOS.
Hey PH! I built Citadel Predict because every agent cost tool I found was reactive — you only find out what an agent run cost after it's already run. I wanted something that could tell me beforehand.
It's a solo side project — calibrated on Claude Sonnet for now, with multi-model support coming next. Would love your feedback, bug reports, or "this already exists, here's better" — all welcome!
About Citadel Predict on Product Hunt
“Stop AI agents from blowing your token budget”
Citadel Predict was submitted on Product Hunt and earned 0 upvotes and 1 comments, placing #158 on the daily leaderboard. Citadel Predict forecasts AI agent token usage and cost before the agent runs — not after, like existing tools (Langfuse, Helicone, LangSmith). It analyzes your task and tool list, then uses a calibrated ML model to give you an expected token range, confidence level, and out-of-distribution risk flag — now converted into an estimated USD cost too. Ships as a pip package + CLI, an MCP server for Claude Desktop/Code, and a hosted API. Tested on Linux, Windows, and macOS.
On the analytics side, Citadel Predict competes within Open Source, Developer Tools, Artificial Intelligence and GitHub — topics that collectively have 1.1M followers on Product Hunt. The dashboard above tracks how Citadel Predict performed against the three products that launched closest to it on the same day.
Who hunted Citadel Predict?
Citadel Predict was hunted by ATHUL VR. A “hunter” on Product Hunt is the community member who submits a product to the platform — uploading the images, the link, and tagging the makers behind it. Hunters typically write the first comment explaining why a product is worth attention, and their followers are notified the moment they post. Around 79% of featured launches on Product Hunt are self-hunted by their makers, but a well-known hunter still acts as a signal of quality to the rest of the community. See the full all-time top hunters leaderboard to discover who is shaping the Product Hunt ecosystem.
For a complete overview of Citadel Predict including community comment highlights and product details, visit the product overview.
ATHUL VR