Skip to main content
Glama
72,372 servers. Updated

Matching MCP tools:

Matching MCP Connectors:

"AI tools for debugging Python code" matching MCP servers:

  • waste-for-agents

    elekli
    F
    license
    -
    quality
    B
    maintenance
    MCP server that silently monitors state changes in structured data sources (e.g., government open data) and provides a pull-based channel for AI agents to retrieve real mutations since their last cursor.

  • Scientific Tools MCP Server

    shomechakraborty
    F
    license
    A
    quality
    B
    maintenance
    High-value scientific tools for AI agents — literature search (PubMed, arXiv, Semantic Scholar), chemical compound lookup (PubChem, ChEMBL), patent prior art search (USPTO, EPO), GPU spot prices across 4 providers, and real-time earth science data (USGS, NASA, OpenAQ). Per-call billing via API key. Keys issued instantly at https://mcp-site.com/keys/request
    6

  • federal-spend-ai

    SBPnet
    A
    license
    -
    quality
    B
    maintenance
    MCP server for analyzing Canadian federal spending data, offering tools for contract search, NLP, semantic search, anomaly detection, and money-flow tracing.
    MIT

  • fin-products-tools

    hyeonseo2
    A
    license
    -
    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

  • OSINT Tools MCP Server

    frishtik
    A
    license
    -
    quality
    D
    maintenance
    A comprehensive MCP server that exposes multiple OSINT tools to AI assistants like Claude, enabling sophisticated reconnaissance and information gathering tasks using industry-standard OSINT tools.
    229
    MIT

  • Formula One MCP Server

    Machine-To-Machine
    A
    license
    A
    quality
    C
    maintenance
    This project implements a Model Context Protocol (MCP) server providing Formula One racing data using the Python FastF1 library. Inspired by an existing TypeScript server, it offers similar F1 data functionalities natively in Python via FastF1.
    8
    2
    MIT

  • AI-Scholarly-Mode

    adarshrkumar
    F
    license
    C
    quality
    D
    maintenance
    Enables AI assistants to search and retrieve peer-reviewed academic articles exclusively from Springer Nature's open access collection. It provides a specialized mode for research-driven conversations, allowing users to toggle scholarly-only search and fetch full article content.
    4
    1
  • ai-visibility-index by creanlab

    ai-visibility-indexofficial

    creanlab
    A
    license
    -
    quality
    A
    maintenance
    Read-only access to the AI Visibility Index: the measured share of answer that 20 SaaS and 24 crypto brands hold across ChatGPT, Perplexity and Gemini, re-measured weekly on a frozen prompt panel with every past release kept at a permanent URL. Five tools — full index, one brand, brand list, complete history, methodology — served from dabyte.ai and dablock.ai with no API key and no auth; the data
    MIT

  • 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

  • state-of-ai-in-design-systems

    kaelig
    F
    license
    -
    quality
    B
    maintenance
    Read-only MCP server for the July 2026 survey of AI in open-source design systems, enabling agents to query 19 systems' affordances, coercion techniques, and platform data via 9 tools, 2 resources, and 2 prompts.
    1

  • Climate MCP Server

    bharathvardhan
    A
    license
    A
    quality
    C
    maintenance
    Exposes 26 structured analytical tools over Climate Finance Update datasets, enabling fund-level financial analysis, portfolio aggregations, and data quality diagnostics without requiring the client to write data access code.
    26
    Apache 2.0

  • Inflation By Api Ninjas

    BACH-AI-Tools
    A
    license
    A
    quality
    D
    maintenance
    Enables access to current inflation data including monthly and annual inflation percentages using CPI (Consumer Price Index) or HICP (Harmonized Index of Consumer Prices) indicators through the API Ninjas Inflation API.
    1
    MIT

  • Japan Area Code MCP Server

    CORDEA
    A
    license
    A
    quality
    D
    maintenance
    Provides access to Japanese statistical standard area codes (標準地域コード) from official government data, enabling users to list and search area codes by prefecture or municipality name.
    2
    Apache 2.0

  • AusEcon MCP for ABS | RBA |

    AnthonyPuggs
    A
    license
    A
    quality
    A
    maintenance
    MCP server for structured Australian macroeconomic and financial data from the Australian Bureau of Statistics (ABS), the Reserve Bank of Australia (RBA), and the Australian Prudential Regulation Authority (APRA).
    4
    14
    2
    MIT