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

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  • A
    license
    A
    quality
    B
    maintenance
    Enables AI agents to screen and filter stock universe, compute custom quality scores, inspect score history, manage scoring systems, and generate shareable screen links, acting as the signed-in user.
    23
    MIT
  • A
    license
    C
    quality
    D
    maintenance
    Enables access to Usage and Billing APIs for managing accounts, products, meters, plans, and usage reporting. Supports operations like creating products/plans, reporting usage, and retrieving billing information.
    18
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    Enables deterministic calculations for AI API and subscription costs, meeting time zones, recurring schedules, and cron next-run previews, returning normalized inputs, units, assumptions, dated sources, and links to results.
    5
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    Paybond Kit for Python is the PyPI package for tenant-bound Paybond integrations and delegated agent spend controls. It opens hosted Gateway sessions, verifies capability tokens, authorizes tool-call spend, signs intent and evidence payloads, uses Stripe Connect, Stripe ACH Direct Debit, or x402 / USDC-on-Base settlement rails, reads tenant-scoped Signal, fraud, ledger, protocol, and A2A data, and
    31
    1
    Apache 2.0
  • A
    license
    C
    quality
    D
    maintenance
    Provides access to the Reuters Business and Financial News API to retrieve articles, trending news, and market data. It enables searching and filtering financial content by date, author, category, and keywords.
    20
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Exposes the SiftingIO market-data SDK to AI assistants, enabling live prices, fundamental data, and market information retrieval.
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    A minimal Python MCP server over Streamable HTTP using FastAPI, exposing demo tools like ping, get_positions, and list_upcoming_corporate_actions that can be replaced with read-only adapters to custody data.
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables AI agents to query multi-cloud costs, inventory, waste, and commitments across AWS, GCP, Cloudflare, and OVH through read-only MCP tools.
    Apache 2.0
  • A
    license
    Not graded
    quality
    A
    maintenance
    An unofficial, read-only MCP server for Sarwa Odyssey that provides portfolio, holdings, transactions, watchlists, and agent snapshots via deterministic JSON documents.
    5 npm
    MIT
  • F
    license
    Not graded
    quality
    B
    maintenance
    Enables managing personal expenses through MCP tools for registering and listing gastos, reusing the backend's service layer.
    -
  • F
    license
    Not graded
    quality
    B
    maintenance
    Provides access to measured x402 ecosystem data, allowing users to query which merchants actually accept payment (verified by real on-chain settlements) and explore market concentration and health statistics.
    -
  • F
    license
    A
    quality
    D
    maintenance
    Provides Korean-specific financial calculators (4 insurances, salary net, severance pay, capital gains tax, DSR/DTI, FX conversion, housing subscription score) as MCP tools for AI agents.
    7
    -
  • A
    license
    A
    quality
    D
    maintenance
    Provides actionable financial intelligence tools for AI agents including insider buying signals, earnings IV plays, market pulse, stock analysis, and options strategies via free public data sources.
    6
    MIT
  • A
    license
    B
    quality
    D
    maintenance
    An MCP server that provides comprehensive financial insights and analysis by leveraging real-time market data, news, and advanced analytics for stocks, options, financial statements, and economic indicators.
    17
    51
    Python
    MIT
  • A
    license
    B
    quality
    C
    maintenance
    Enables MCP-compatible LLM clients to interact with IBM Planning Analytics/TM1 models through callable tools, supporting read operations like inspecting cubes, dimensions, and MDX queries, plus write/model-building operations in read/write mode.
    13
    MIT
  • A
    license
    C
    quality
    D
    maintenance
    A server that provides advanced mathematical and financial calculation capabilities for AI code assistants, enabling them to perform complex calculations like symbolic calculus, numerical methods, and financial analysis without implementing algorithms directly.
    18
    9 npm
    8
    -
  • A
    license
    Not graded
    quality
    C
    maintenance
    Provides access to SEC EDGAR 13F institutional holdings, Form 4 insider trading, and smart money convergence signals for AI agents via the Model Context Protocol.
    66 npm
    2
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables interactive access to TradeSearcher strategies and backtests via CLI and MCP, allowing agents to search, backtest, and compare trading strategies.
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Answers US paycheck and payroll-tax questions for 2026 with real arithmetic, including take-home pay, bonus withholding, state comparisons, and per-state rate schedules for all 50 states and DC.
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    MCP server that provides tools to query Korean financial products (savings, deposits, pensions, mortgages, loans) via the FSS Open API, enabling search by company or product type.
    2
    MIT