Freshness-aware AI retrieval with 21 MCP tools for timestamped, decay-ranked live signals.
I asked Claude to help me find a job. It gave me a list of openings. I applied to three of them. Two didn't exist anymore. One had been closed for two years. Claude had no idea. It presented everything with the same confidence. That's the problem freshcontext fixes. This repository is the integrated FreshContext Core/MCP package. FreshContext is the context judgment layer between retrieval and…
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I asked Claude to help me find a job. It gave me a list of openings. I applied to three of them. Two didn't exist anymore. One had been closed for two years. Claude had no idea. It presented everything with the same confidence. That's the problem freshcontext fixes. This repository is the integrated FreshContext Core/MCP package. FreshContext is the context judgment layer between retrieval and reasoning. Core is the reusable engine that scores, ranks, explains, and turns candidate context into…
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