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    Superhuman data-driven science. Allows agents to upload any tabular dataset, specify a target column, and get validated predictive patterns (with p-values, effect sizes, and context from literature) that surface feature interactions and subgroup effects you'd otherwise miss. Many discoveries already made, free for open data!
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    MIT
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    Topos scores code quality by analyzing the geometric and topological structure of program graphs, surfacing structural debt that conventional linters can't compute. Gives coding agents a medal-scored (SLOP → GOLD) feedback loop for writing cleaner, more composable code.
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    BSD 3-Clause
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    Enables agents to delegate bounded bulk file reads (returning only server-verified verbatim quotes) and boilerplate code generation from a reference file plus spec to the Cursor CLI running on its own separate quota, with the server itself writing the target file. It ships as a stdlib-only stdio MCP server with hash-pinned manifests, model policy, and WSL-first Windows support.
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    MIT
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    Enables Alexa+ to run spoken mock technical interviews by parsing a candidate's resume and target job description, generating tailored questions, and scoring each answer against Bar Raiser rubrics via Amazon Bedrock. It also produces a session report with score breakdowns, weak topics, and a concrete practice plan.
    MIT
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    Enables verification of draft-target speculative decoding with rejection sampling, acceptance-rate telemetry, and dynamic speedup estimation, alongside edge inference primitives such as INT8 quantization, paged KV allocation, and radix prefix caching.
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    MIT
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    Enables red-teaming of LLM guardrails through MCP stdio by running simulated attacks and evaluating breaches per conversation. It allows users to test a target system's defenses directly from Claude Desktop without Docker.
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