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"How to view or understand console logs in programming" matching MCP servers:

  • All-in-MCP

    isomoes
    A
    license
    C
    quality
    C
    maintenance
    Enables academic research through paper search across multiple databases (IACR, CryptoBib, Crossref, Google Scholar), PDF processing, and GitHub repository browsing. Features modular architecture with FastMCP-based proxy server routing to specialized academic tools.
    7
    2
    MIT

  • Google Search Console MCP

    surendranb
    A
    license
    A
    quality
    A
    maintenance
    Transforms raw Google Search Console signals into actionable marketing insights, such as detecting cannibalization, segmenting search intent, and identifying citation opportunities, for any MCP-compliant AI agent.
    10
    37
    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

  • GetABrain🧠 | Live Human-in

    Guitarmaniac24
    A
    license
    A
    quality
    C
    maintenance
    Real human judgment as agent tools -- an AI agent can ask a question and get back a structured, schema-validated JSON answer from a real quality-scored human. 16 response types (yes/no, ratings, rankings, A/B tests, sentiment, image/video/audio review, voice/video/photo capture). Fully programmatic signup with a $5 free trial credit, no card required.
    7
    120
    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

  • CompanyScope

    Stewyboy1990
    A
    license
    A
    quality
    F
    maintenance
    Delivers comprehensive company intelligence in a single tool call, aggregating profiles, tech stacks, key people, news, and corporate data from any domain or company name. Sources data from Wikipedia, GitHub, OpenCorporates, and web scraping to provide structured business insights using only free public APIs.
    6
    99
    4
    MIT

  • mcp-data-profiler

    Ridadata
    A
    license
    A
    quality
    A
    maintenance
    MCP server that profiles local data files (CSV, Parquet, JSON, Excel) and returns compact structured summaries with data-quality flags, enabling AI agents to understand datasets without seeing raw rows.
    1
    1
    MIT

  • fastf1-mcp

    aashnakunk
    A
    license
    A
    quality
    C
    maintenance
    A local MCP server that gives Claude (or any MCP-compatible AI client) access to Formula 1 race data. Load any session from 2018 onwards, ask questions in natural language, and get answers backed by real telemetry, timing, and strategy data.
    17
    1
    MIT

  • seed-oil-tracker-mcp

    JaredOnAnIsland
    F
    license
    A
    quality
    C
    maintenance
    Seed oil (PUFA) data for 500+ US restaurant chains: letter grades, the oil each chain fries in, cleanest menu items, and rankings. Zero-dependency Python stdio server backed by the free hosted Seed Oil Tracker endpoint, no key or account needed.
    3

  • bull-milker-mcp

    mDemarco12
    F
    license
    A
    quality
    C
    maintenance
    Enables agents to view moomoo market data, run the Bull Milker stock screener, and assess portfolio risk/exposure without placing orders. Also offers optional gated order execution and quarterly tax summaries.
    8

  • mcp-server-peecai

    thein-art
    A
    license
    A
    quality
    C
    maintenance
    Track how your brand appears in AI-generated answers across ChatGPT, Perplexity, and other AI models. Analyze visibility, sentiment, citations, and domain rankings with 31 tools — including analytics reports, chat inspection, query analysis, and full CRUD for brands, prompts, tags, and topics.
    17
    82
    2
    MIT

  • furlen-mcp

    amitsha86
    A
    license
    A
    quality
    B
    maintenance
    Turns a CSV — or a public dataset named in plain English — into an animated chart video. Every numeric claim in the generated narration is recomputed from the source rows before export, and a claim that does not reconcile blocks the export rather than shipping.
    3
    115
    MIT

  • ASEKE Compass Engine MCP

    angrysky56
    F
    license
    A
    quality
    C
    maintenance
    Provides structured behavioral analysis grounded in Panksepp's affective neuroscience and pattern matching to understand human intent and behavior through primary emotional systems and transition dynamics.
    6

  • cerif-mcp

    adialaleal
    F
    license
    A
    quality
    C
    maintenance
    MCP server that provides AI assistants with tools to understand, validate, generate, and transform CERIF 1.6 research information, including entity browsing, XML validation, document building, and migration from CERIF 1.5.
    13

  • StructureAI MCP Server

    avatrix1
    F
    license
    A
    quality
    D
    maintenance
    Extracts structured JSON data from unstructured text using predefined schemas for receipts, invoices, resumes, and emails. It allows users to transform messy text into organized data through built-in or custom-defined fields.
    1