battery-analyzer-mcp

battery-analyzer-mcp

MCP server for Dunn and GITT battery analysis, enabling calculation of kinetic parameters and diffusion coefficients from cyclic voltammetry and titration data.

Category
访问服务器

README

Battery Analyzer MCP Server

An MCP (Model Context Protocol) server that exposes Dunn and GITT battery analysis calculations to AI assistants like Cursor and Claude Desktop.

This package is fully standalone — calculation code is copied here and does not import from battery-analyzer/.

Tools

Tool Description
list_battery_methods List available methods and expected Excel input formats
list_data_files_tool List .xlsx files in the data folder
calculate_dunn Run Dunn method (K1, K2, b values) on cyclic voltammetry data
calculate_gitt Run GITT method (diffusion coefficients) on titration data

Data folder

Place input Excel files in:

battery-analyzer-mcp/data/

Tools take only the file name (not a full path), for example dunn_method_data.xlsx. The .xlsx extension is optional.

Results are saved in the same data/ folder next to the input file.

Override the data folder with the BATTERY_ANALYZER_DATA_DIR environment variable if needed.

Input file formats

Dunn method

No header row in the Excel file:

Col 1+
Row 0 Scan rates (V/s)
Row 1 (unused)
Row 2+ Voltage (V) in col 0 Current (A) per scan rate

GITT method

  • Skip first skip_rows metadata rows (default: 6)
  • Column 0: time (s)
  • Column 1: voltage (V)

Install

Requires Python 3.10+ and uv:

cd battery-analyzer-mcp
uv sync

Run locally(if needed in case of local mcp client)

uv run battery-analyzer-mcp

Or with MCP Inspector for development:

uv run mcp dev src/battery_analyzer_mcp/server.py

Cursor MCP configuration

Claude Desktop configuration

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

{
  "mcpServers": {
    "battery-analyzer": {
      "command": "uv",
      "args": [
        "--directory",
        "<absolute path to your directory>/battery-analyzer-mcp",
        "run",
        "battery-analyzer-mcp"
      ]
    }
  }
}

Restart Claude Desktop after saving.

Troubleshooting

Failed to spawn process: No such file or directory

Claude Desktop / Cursor could not find the command binary. GUI apps use a limited PATH and usually cannot resolve bare uv. Fix:

  1. Run cd battery-analyzer-mcp && uv sync to create .venv/
  2. Use the full path to .venv/bin/battery-analyzer-mcp as the command (see Option A above)
  3. Or use the full path to uv (e.g. /Users/pankaj/anaconda3/bin/uv) instead of just "uv"

Example tool calls

List methods:

list_battery_methods()

List available input files:

list_data_files_tool()

Dunn calculation:

calculate_dunn(file_name="dunn_method_data.xlsx")

GITT calculation:

calculate_gitt(
  file_name="GITT_67.xlsx",
  skip_rows=6,
  L=1e-4,
  tau=1800
)

Output

Each calculation tool returns a compact JSON response (under Claude Desktop's 1 MB MCP limit):

  • results_path — path to the saved Excel file (*_dunn_results.xlsx or *_gitt_results.xlsx)
  • message — status message
  • preview — first rows of core results (Dunn: Voltage, K1, K2, b only)
  • plots — plot titles and series metadata only (no x/y coordinates)
  • summary — method-specific metadata
  • note — explains that full data is in the Excel file

Full numeric results and all columns are always written to results_path. Open that Excel file for complete data and plotting.

Results Excel files are written to the data/ folder next to the input file.

Dependencies

  • mcp[cli] — MCP Python SDK
  • pandas, numpy, scipy, openpyxl — calculation and Excel I/O

推荐服务器

Baidu Map

Baidu Map

百度地图核心API现已全面兼容MCP协议,是国内首家兼容MCP协议的地图服务商。

官方
精选
JavaScript
Playwright MCP Server

Playwright MCP Server

一个模型上下文协议服务器,它使大型语言模型能够通过结构化的可访问性快照与网页进行交互,而无需视觉模型或屏幕截图。

官方
精选
TypeScript
Magic Component Platform (MCP)

Magic Component Platform (MCP)

一个由人工智能驱动的工具,可以从自然语言描述生成现代化的用户界面组件,并与流行的集成开发环境(IDE)集成,从而简化用户界面开发流程。

官方
精选
本地
TypeScript
Audiense Insights MCP Server

Audiense Insights MCP Server

通过模型上下文协议启用与 Audiense Insights 账户的交互,从而促进营销洞察和受众数据的提取和分析,包括人口统计信息、行为和影响者互动。

官方
精选
本地
TypeScript
VeyraX

VeyraX

一个单一的 MCP 工具,连接你所有喜爱的工具:Gmail、日历以及其他 40 多个工具。

官方
精选
本地
graphlit-mcp-server

graphlit-mcp-server

模型上下文协议 (MCP) 服务器实现了 MCP 客户端与 Graphlit 服务之间的集成。 除了网络爬取之外,还可以将任何内容(从 Slack 到 Gmail 再到播客订阅源)导入到 Graphlit 项目中,然后从 MCP 客户端检索相关内容。

官方
精选
TypeScript
Kagi MCP Server

Kagi MCP Server

一个 MCP 服务器,集成了 Kagi 搜索功能和 Claude AI,使 Claude 能够在回答需要最新信息的问题时执行实时网络搜索。

官方
精选
Python
e2b-mcp-server

e2b-mcp-server

使用 MCP 通过 e2b 运行代码。

官方
精选
Neon MCP Server

Neon MCP Server

用于与 Neon 管理 API 和数据库交互的 MCP 服务器

官方
精选
Exa MCP Server

Exa MCP Server

模型上下文协议(MCP)服务器允许像 Claude 这样的 AI 助手使用 Exa AI 搜索 API 进行网络搜索。这种设置允许 AI 模型以安全和受控的方式获取实时的网络信息。

官方
精选