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"Python code quality improvement and codebase diagram generation tools" matching MCP servers:

  • data-quality-loop

    auron-lmh
    A
    license
    -
    quality
    B
    maintenance
    Enables autonomous data quality inspection and repair workflows. It scans DuckDB warehouses for anomalies, generates and verifies fixes in a dry-run copy, then applies them after validation, with full audit logging.
    MIT
  • Agent Tools by AtmaticAI

    Agent Toolsofficial

    AtmaticAI
    A
    license
    -
    quality
    C
    maintenance
    Provides deterministic tools for transforming, formatting, and inspecting structured data for AI agents.
    15
    19
    Apache 2.0

  • Excel Tools MCP

    glosc-ai
    A
    license
    -
    quality
    D
    maintenance
    An MCP server for reading, writing, and analyzing Excel files using Python, pandas, and openpyxl. It enables tasks such as managing multiple worksheets, performing structural data analysis, and creating new files from JSON data.
    MIT

  • mcp-data-tools

    mahesh-cr-de
    A
    license
    -
    quality
    C
    maintenance
    A governed MCP server enabling LLM agents to query BigQuery, inspect GCS, trigger Airflow DAGs, and run data-quality checks with built-in security guardrails like allow-lists, cost ceilings, and audit trails.
    1
    MIT

  • mcp-sqlite-tools-plus

    MauricioPerera
    A
    license
    B
    quality
    C
    maintenance
    Enables AI agents to interact with local SQLite databases with full CRUD, schema introspection, foreign key relations, generated columns, and multi-format import/export (CSV, JSON, XLSX) through natural language.
    26
    17
    MIT

  • MCP PII Tools

    czangyeob
    F
    license
    C
    quality
    D
    maintenance
    Enables high-precision detection, anonymization, encryption and decryption of personally identifiable information (PII) in text using GPT-4o-based detection and advanced cryptographic methods. Supports both deterministic encryption for searchable data and format-preserving encryption for structured identifiers.
    8
    1

  • mcp-json-tools

    rog0x
    A
    license
    -
    quality
    D
    maintenance
    An MCP server that provides tools for JSON validation, diffing, and transformation operations such as flattening and renaming. It also enables data format conversion between JSON, CSV, and YAML to streamline data processing for AI agents.
    31
    MIT

  • GDP MCP Tools

    asuar16
    F
    license
    -
    quality
    D
    maintenance
    MCP server for Grubhub Data Platform operations, providing 40+ tools across 18 service categories for data platform management, observability, analytics, and collaboration.

  • GISGP GIS Tools

    uponex
    A
    license
    -
    quality
    C
    maintenance
    Free remote MCP server for GIS/ArcGIS Online automation — coordinate/EPSG conversion, GeoJSON validation and geometry operations, ArcGIS FeatureServer inspection (feature count/query, schema, health check), and Shapefile/KML/GPX/WKT format conversion. Works with public ArcGIS layers without a token;
    MIT

  • pizza-analytics

    ferrerj
    A
    license
    -
    quality
    C
    maintenance
    Exposes local DuckDB pizza sales data as MCP tools for querying store-level and total sales metrics via natural language, enabling local LLMs to perform real-time analytical queries.
    MIT

  • Python Server MCP

    stevearagonsite
    A
    license
    -
    quality
    D
    maintenance
    A cryptocurrency price service that provides real-time crypto pricing information through an MCP (Model Context Protocol) framework with CoinMarketCap API integration.
    GPL 3.0

  • fiinquant-mcp

    luongndcoder
    A
    license
    B
    quality
    B
    maintenance
    A resilient MCP server wrapping FiinQuant/FiinQuantX Python SDK for Claude Desktop and Cursor, providing market data, fundamental analysis, screening, and technical indicators via stdio with timeouts, error envelopes, and free-tier guards.
    26
    MIT