{"$schema":"https://wellknown.network/schemas/agent-record-v1.json","schemaVersion":"1","id":"ag_ww28mhkjnw5w","handle":"vibe-math-mcp","url":"https://wellknown.network/agents/vibe-math-mcp","links":{"self":"https://wellknown.network/agents/vibe-math-mcp/record.json","html":"https://wellknown.network/agents/vibe-math-mcp","markdown":"https://wellknown.network/agents/vibe-math-mcp/record.md","api":"https://wellknown.network/api/v1/agents/vibe-math-mcp","status":"https://wellknown.network/api/v1/agents/vibe-math-mcp/status","claim":"https://wellknown.network/agents/vibe-math-mcp/claim","claimApi":"https://wellknown.network/api/v1/claims","claimDescriptor":"https://wellknown.network/agents/vibe-math-mcp/claim.json","badge":"https://wellknown.network/agents/vibe-math-mcp/badge.svg","openapi":"https://wellknown.network/openapi.json"},"ard":{"identifier":"urn:air::server:vibe-math-mcp","type":"application/mcp-server-card+json"},"kind":"mcp_server","declared":{"name":"vibe-math-mcp","summary":"High-performance MCP server for mathematical operations using Polars and scientific Python","description":"# Vibe Math MCP\n\n[![PyPI version](https://badge.fury.io/py/vibe-math-mcp.svg)](https://badge.fury.io/py/vibe-math-mcp)\n[![Python Version](https://img.shields.io/pypi/pyversions/vibe-math-mcp.svg)](https://pypi.org/project/vibe-math-mcp/)\n[![License: MIT](https://img.shields.io/badge/License-MIT-yellow.svg)](https://opensource.org/licenses/MIT)\n[![Smithery](https://smithery.ai/badge/@apetta/vibe-math-mcp)](https://smithery.ai/server/@apetta/vibe-math-mcp)\n[![Test Coverage](https://img.shields.io/badge/coverage-87%25-brightgreen)](https://github.com/apetta/vibe-math)\n[![Tests](https://img.shields.io/badge/tests-245%20passing-brightgreen)](https://github.com/apetta/vibe-math)\n\nA high-performance Model Context Protocol (MCP) server for math-ing whilst vibing with LLMs. Built with Polars, Pandas, NumPy, SciPy, and SymPy for optimal calculation speed and comprehensive mathematical capabilities from basic arithmetic to advanced calculus and linear algebra.\n\n## Features\n\n**21 Mathematical Tools** across 6 domains + batch orchestration:\n\n- **Basic Calculations** (4 tools): Expression evaluation, percentages, rounding, unit conversion\n- **Array Operations** (4 tools): Element-wise operations, statistics, aggregations, transformations\n- **Statistics** (3 tools): Descriptive statistics, pivot tables, correlations\n- **Financial Mathematics** (3 tools): Time value of money, compound interest, perpetuity\n- **Linear Algebra** (3 tools): Matrix operations, system solving, decompositions\n- **Calculus** (3 tools): Derivatives, integrals, limits & series\n- **Batch Execution** (1 tool): Multi-tool orchestration for complex workflows\n\n## Installation\n\n### IDEs\n\n[![Install in VS Code](https://img.shields.io/badge/VS_Code-Install_Math-0098FF?style=flat-square&logo=visualstudiocode&logoColor=ffffff)](vscode:mcp/install?%7B%22name%22%3A%22Math%22%2C%22type%22%3A%22stdio%22%2C%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22vibe-math-mcp%22%5D%7D)\n\n[![Install MCP Server](https://cursor.com/dee…","publisher":{"name":"Akshay Petta","url":null},"homepage":null,"repository":null,"version":"2.0.3","license":null,"protocols":["mcp"],"tags":["mcp","math","mathematics","statistics","calculus","linear-algebra","finance","polars","numpy","scipy"],"pricing":null,"endpoints":[{"url":"pypi:vibe-math-mcp","type":"package_pypi","auth":null,"probeable":false}],"skills":null,"tools":null,"extra":null,"attribution":{"kind":"pypi","name":"pypi","summary":"pypi","version":"pypi","description":"pypi","publisherName":"pypi"}},"derived":{"capabilities":[{"slug":"dev.project-management","name":"Project Management","confidence":1,"provenance":"derived"}],"categories":["dev"],"language":"en"},"observed":{"status":"unknown","statusReason":"Distributed as a package to run locally; no network endpoint to check.","lastOkAt":null,"lastProbedAt":null,"statusComputedAt":null,"reliability30d":null,"latestObservations":[],"tools":null,"package":{"name":"vibe-math-mcp","registry":"pypi","observedAt":"2026-09-10T15:25:10.300Z","publishedAt":"2025-11-09T15:52:49.482974Z","latestVersion":"2.0.3"}},"verification":{"claimed":false,"claimedAt":null,"proofs":[]},"provenance":{"sources":[{"source":"pypi","key":"vibe-math-mcp","url":"https://pypi.org/project/vibe-math-mcp/","firstSeenAt":"2026-09-10T15:23:28.345Z","fetchedAt":"2026-09-10T15:23:28.345Z","normalizedAt":"2026-09-10T15:23:28.345Z"}]},"firstSeenAt":"2026-09-10T15:23:28.345Z","updatedAt":"2026-09-10T15:25:10.300Z"}