Audit a bounded mathematical slice for missing or unusable Jacobian capabilities, beyond a single-operation review.
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Use Jacobian’s typed operations when exact computation or structural analysis can help solve a mathematical problem.
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See how to installReview the instructions the agent will receive before you install.
Jacobian is a local library of typed mathematical operations for computation and structural analysis.
Use math.find as the library-navigation tool: search for a desired outcome,
browse an unfamiliar domain, or inspect an operation's schema and examples.
Use math.run to execute a selected operation and obtain its typed result.
Feed results into later reasoning, further Jacobian operations, or Python
scratch work as useful.
The operations are composable. Choose the representation, decomposition, order of operations, and stopping point that fit the problem. Reach for the library proactively when exact computation, finite search, or structural analysis may help.
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Audit a bounded mathematical slice for missing or unusable Jacobian capabilities, beyond a single-operation review.
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Diagnose malformed calls, retries, and unusable results after an agent selects an MCP tool.
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Design or audit a Jacobian operation’s mathematical contract, boundedness, exact results, and composition.
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Extract reusable Jacobian capabilities from a mathematical solution corpus, rather than one agent trajectory.
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Investigate MCP tool availability, discovery, and selection, including controlled adoption evaluations.
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Author, package, validate, or run mathematical evaluations as Jacobian Harbor datasets.
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