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Axiom — Advanced Math

作者:tufantunc版本 1.0.5i★ –i在你的电脑上运行
注册名称io.github.tufantunc/axiom-math

安装

概览

作者提供的说明(英文原文)

Exact symbolic math for LLMs: integrals, equations, matrices, and claim verification via Giac/Xcas

PopNx MCP 的三大支柱

这三项永远不会合并成一个分数:意见、测量和人气是不同的东西。

它能帮你做什么

我们还没有为它写通俗的介绍。下面是我们从注册中心读取到的事实。

  • 连接方式: 在你的电脑上运行
  • 传输方式: stdio
  • 分类: 搜索与 AI 记忆

安装

选择你使用的 AI 应用,然后复制设置。

安装之前

  • 基础检查:1 项中通过 1 项
  • 在你的电脑上运行,拥有你的用户账户的权限(文件、网络、应用)。
  • 注册中心没有列出需要填写的密钥。

你需要

  • npm已安装 Node.js(用于 npx 命令)

你用的是哪个应用?

在上方选择你的应用。我们会记住它,下次按钮会显示“安装到 …”。

打开 Claude Desktop → Settings → Developer → Edit Config,把下面的内容粘贴到 claude_desktop_config.json

{
  "mcpServers": {
    "axiom-math": {
      "command": "npx",
      "args": [
        "-y",
        "axiom-math"
      ]
    }
  }
}

在终端中运行这条命令

claude mcp add axiom-math -- npx -y axiom-math

在 Cursor 中打开

或者自己复制设置

粘贴到项目中的 .cursor/mcp.json,或 ~/.cursor/mcp.json

{
  "mcpServers": {
    "axiom-math": {
      "command": "npx",
      "args": [
        "-y",
        "axiom-math"
      ]
    }
  }
}

浏览器会先询问是否打开应用,然后应用会显示设置并请你确认。密钥的值会留空,由你自己填写。

在 VS Code 中打开

或者自己复制设置

粘贴到项目中的 .vscode/mcp.json

{
  "servers": {
    "axiom-math": {
      "type": "stdio",
      "command": "npx",
      "args": [
        "-y",
        "axiom-math"
      ]
    }
  }
}

浏览器会先询问是否打开应用,然后应用会显示设置并请你确认。密钥的值会留空,由你自己填写。

这个服务器在你的电脑上运行,而 ChatGPT 只能连接互联网上的服务器。请选择其他应用。

你的选择通过 Cookie 保存在这台设备上,无需账户。

这些设置是根据作者在注册中心的条目生成的。如果 README 的写法不同,请以 README 为准。

它能做什么

它在你的电脑上运行;安装后,工具列表会显示在你的 AI 应用中。

基础检查i

我们检查的是任何人都能看到的信息;我们没有阅读代码。不适用的检查项不计入总数。 · 检查于 2026年11月8日

  • ✓ 通过

    作者与仓库一致

    注册名称已通过 GitHub 账户 tufantunc 验证,该账户拥有此仓库

  • … 尚未检查

    仍在维护

    我们还没有从 GitHub 读取这个仓库

  • … 尚未检查

    有许可证

    我们还没有从 GitHub 读取这个仓库

  • – 不适用

    端点有响应

    它在你的电脑上运行,没有互联网端点

  • – 不适用

    使用 OAuth 登录

    在你的电脑上运行,改用本地设置

  • … 尚未检查

    工具描述中没有隐藏指令

    它在你的电脑上运行;我们只能读取互联网端点的工具列表

与“搜索与 AI 记忆”中的其他服务器比较i

  • 星标数多于此分类中其他 5676 个服务器的 0%
  • 发布到注册中心的时间比此分类中其他 5676 个服务器的 29% 更新
  • 基础检查结果等于或优于此分类中其他 5676 个服务器的 100%

与注册中心里这个分类中所有活跃的服务器比较。只有当发布者拥有该仓库时,星标数才计入。

常见问题

Axiom — Advanced Math 安全吗?

它在 1 项适用的基础检查中通过了 1 项。我们没有阅读代码。在添加密钥或令牌之前,请先看看这个服务器要求哪些权限,并使用只具备所需权限的密钥。

它需要哪些密钥或代码?

注册中心没有列出必需的密钥,不过有些服务器会在首次使用时要求你登录。

它在我的电脑上运行还是在云端?

它在你的电脑上运行。你的 AI 应用会在需要时启动它,数据不会经过作者的服务器(除非它自己调用在线服务)。

它还在维护吗?

GitHub 仓库最后更新于–,最新版本(1.0.5)于3个月前进入注册中心。

哪些应用可以使用它?

支持 MCP 的应用,例如 Claude Desktop、Claude Code、Cursor 和 VS Code。你的电脑上还需要有 Node.js。

有什么可以替代它?

同一分类中有:Context7, Codebase Memory, Exa

替代选择

同一分类中其他作者的服务器,按星标数排序。

如何看卡片:★ GitHub 星标i三大支柱:评价 · 检查 · 使用情况i更新 = 最新版本发布到注册中心的时间i

Context7

作者:upstash

Up-to-date docs for AI agents

电脑或云端★ 64,224MIT昨天更新
安装

Codebase Memory

作者:DeusData

Codebase knowledge graph for AI agents — 162 languages, sub-ms queries, 99% fewer tokens.

在你的电脑上运行★ 48,148MIT21天前更新
安装

Exa

作者:exa-labs

Connect AI agents to Exa for web search, content fetching, and multi-step research.

在云端运行★ 5,213MIT2个月前更新
安装

作者的 README

打开 README

按原文从作者的仓库复制。PopNx MCP 没有审查或背书其内容。HTML、图片和脚本已被移除。链接会离开本站。

Axiom — Advanced Math MCP Server

Exact symbolic and numerical mathematics for LLMs — a real computer algebra system (Giac/Xcas) behind the Model Context Protocol, and behind a shell command. Published as `axiom-math`.

Quick start

As a CLI, straight away:

npx -y axiom-math compute 'integrate(sin(x)^3,x)'   # -cos(x)+cos(x)^3/3

npx -y axiom-math verify 'diff(x^3,x) = 3*x^2' # exit 0 — it holds

As an MCP server, in any client's config:

{ "command": "npx", "args": ["-y", "axiom-math"] }

As an agent skill — drop in skills/axiom-math/SKILL.md, which teaches an agent the three commands and their exit codes.

Why Axiom?

LLMs often make calculation errors, especially with symbolic math, exact fractions, and multi-step problems. Axiom provides verified, exact results through two layers:

  • math.js — Fast numerical evaluation (arithmetic, trigonometry, matrices)
  • Giac/Xcas WASM — Symbolic computation (calculus, algebra, equation solving)
Benchmark Results (GLM-5.1, May 2026)
DatasetBaseline+MCPDelta
GSM8K (100)96.0%98.0%+2.0%
MATH L3 (50)70.0%80.0%+10.0%
MATH L4 (50)50.0%62.0%+12.0%
MATH L5 (50)38.0%52.0%+14.0%
CAS-quick (60)55.0%70.0%+15.0%
Omni-MATH ≥7 (50)0.0%0–4%(ceiling)

Key insights:

  • Phase 0 grader (LaTeX/Unicode normalization + symbolic equivalence) is the dominant value driver across all datasets
  • CAS-quick lifted from 26.7% (April pre-grader) to 70% (post-grader) — the biggest single jump
  • Omni-MATH ≥7 is at ceiling for current LLM+CAS setups; needs fundamentally different approaches (Lean/Coq, fine-tuning, RAG)

Full results: benchmark/results/ and docs/superpowers/specs/ (per-phase analysis)


Features

Axiom exposes 3 MCP tools. Almost everything flows through compute, a single gateway that parses a CAS-style problem string and routes it to the right internal engine — so callers learn one tool, not dozens.

ToolPurpose
computeSolve any math problem. Pass a CAS-style string (solve(...), diff(...), det([[...]]), C(10,3), 2+3*sin(pi/4)) or any Giac/Xcas expression.
verifyIndependently check a mathematical claim (identity, solution, or computation) via symbolic and/or numeric methods.
plotRender a 2D function graph as an SVG image.
What compute covers

compute recognizes CAS-style verbs and dispatches across these domains. Anything it doesn't recognize falls through to raw Giac/Xcas evaluation.

DomainVerbs / examples
Arithmetic & units2+3*sin(pi/4), 100 km/h to m/s
Equation solvingsolve(x^2-4=0, x), csolve(...) (complex), solve_system([x+y=5, x-y=1], [x,y])
Calculusdiff, int, limit, taylor, desolve (ODEs of any order, and linear constant-coefficient systems)
Multivariable calculusgradient, hessian, jacobian, divergence, curl, partial, iint/iiint (multiple integrals), critical_points, lagrange, tangent_plane, directional_derivative
Algebrafactor, simplify, expand, partfrac
Linear algebradet, inv, eigenvals, eigenvects, rref, rank, tran, ker, qr, lu, cholesky, svd, norm, cond
Number theoryifactor, isprime, euler, analyze
CombinatoricsC(n,k), P(n,k), stirling, bell, catalan, derangements, multinomial
Probabilitybinomial, normal, poisson, geometric, hypergeometric, chi_square, student_t, f_distribution, beta, exponential
Hypothesis testingt_test (one/two/paired), anova, chi_square_test
Numerical methodsnewton, bisection, secant, romberg, simpson
2D geometrydistance, midpoint, slope, area_*, perimeter, circumference, line_intersection, point_line_distance, angle_between_lines
3D geometrydistance3d, midpoint3d, dot, cross, vector_norm, angle_vectors, plane_from_points, point_plane_distance, line_plane_intersection, plane_plane_angle, line_line_distance, volume_tetrahedron, volume_sphere, volume_parallelepiped
Transforms & serieslaplace, ilaplace, fourier/fft/ifft, sum, product
Exact valuesto_exact, to_decimal, simplify_fraction
Regression & sequenceslinear_regression/fit, polynomial_regression, sequence (pattern identification)

Installation

The package is axiom-math on npm. Nothing to install for normal use — npx fetches and caches it:

npx -y axiom-math compute '2+2'

Or install it so the axiom-math command is on your PATH:

npm install -g axiom-math

Node.js >= 20 required. The first run downloads about 3.8 MB (the CAS engine compiled to WebAssembly) and takes a few seconds; later runs come from the npx cache.

From source

For contributors, or to run a modified build:

git clone https://github.com/tufantunc/axiom-advanced-math-mcp.git

cd axiom-advanced-math-mcp npm install npm run build

Docker
# Build and run

docker-compose -f docker/docker-compose.yml up -d

Check logs

docker-compose -f docker/docker-compose.yml logs -f

Stop

docker-compose -f docker/docker-compose.yml down


Usage

CLI (STDIO Transport)
# Run with stdio transport (default)

npm start

Development mode

npm run dev

Claude Desktop integration:

// ~/Library/Application Support/Claude/claude_desktop_config.json

{ "mcpServers": [ { "name": "axiom-math", "command": "npx", "args": ["-y", "axiom-math"] } ] }

Running from a local checkout instead of npm — point args at the built entry point:

"args": ["/path/to/axiom-advanced-math-mcp/dist/cli.js"]
Command line

The same binary works as a one-shot CLI, so agents can use it as a skill with no MCP configuration. With no arguments it is the MCP server; with a subcommand it runs one computation and exits.

npx -y axiom-math compute 'integrate(sin(x)^3,x)'

npx -y axiom-math compute -q 'solve(x^2-4=0,x)' # {-2, 2} npx -y axiom-math verify 'sin(x)^2+cos(x)^2 = 1' # exit 0 if true npx -y axiom-math plot 'sin(x)' -o wave.svg echo 'diff(x^3,x)' | npx -y axiom-math compute -q # 3*x^2

FlagMeaning
-qprint one value only, for scripting
--jsonstructured output
--latexLaTeX-focused text (compute only)
-h, --helpusage, or usage for a subcommand

Exit codes: 0 success · 1 tool or usage error · 2 verify checked the claim and it is false.

2 is a mathematical verdict, so a claim that never got checked does not use it: one that fails to parse, that the CAS cannot evaluate, or that has a superscript with more than one reading, exits 1 with nothing on stdout. axiom-math verify '...' && ... therefore never reads a syntax error as a disproof.

A ready-to-use agent skill is in skills/axiom-math/SKILL.md.

HTTP Transport
# Start HTTP server (default: http://127.0.0.1:3000)

npm run start:http

Development HTTP

npm run dev:http

The HTTP transport is stateless: every POST /mcp is handled independently, no Mcp-Session-Id is issued, and no session state is kept between requests. This server sends no server-initiated notifications, so nothing is lost — and it scales horizontally with no shared state.

MethodPathBehaviour
POST/mcpHandles a JSON-RPC message
GET/mcp405 — no SSE stream is offered
DELETE/mcp405 — there are no sessions to terminate
GET/health200 when ready, 503 when the CAS engine is not

Security: there is no authentication and no rate limiting. The default

bind address is 127.0.0.1, but docker/docker-compose.yml sets

MCP_HOST=0.0.0.0. If you expose the port, put it behind a reverse proxy that

authenticates and rate-limits — docker/reverse-proxy/

is a working, tested one (nginx + basic auth + per-client concurrency cap,

with the app publishing no port of its own).

SECURITY.md documents the full posture — what is protected,

what is not, and how to report a vulnerability.

POST /mcp also validates the Host header against an

只显示了开头部分;其余内容请在仓库中阅读

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