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120,903 servers. Updated
20 Best Browser Automation MCP Servers: compared and ranked, November 2026Ranked from 5,247 matching servers on stars, growth, downloads and maintenance. Updated .

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  • A
    license
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    quality
    B
    maintenance
    Enables AI agents to discover official public data sources, inspect their metadata and endpoint parameters, and execute live queries through a unified response envelope with a 500 ms budget.
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables AI agents to convert CSV text into JSON arrays with automatic delimiter detection and optional header-row handling, accessed through a pay-per-call x402 micropayment API.
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    Give your AI agent the entire China A-share market: 55 datasets of prices, financials, capital flows, corporate events and futures/options, stored locally and queryable with read-only SQL. Built point-in-time with delisted stocks kept, so backtests don't lie — no account, no API key.
    12
    6
    664 PyPI
    1,028
    Apache 2.0
  • A
    license
    Not graded
    quality
    D
    maintenance
    An open-source MCP server that imports HR CSV data into an in-memory SQLite database for structured querying and metadata retrieval. It enables users to perform read-only SQL queries and structured searches on employee data through natural language.
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables Claude to list Iceberg tables and run read-only DuckDB SQL queries, including time travel by snapshot, with per-caller token authentication and audit logging.
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    An implementation that integrates with Odoo ERP systems, enabling AI assistants to interact with Odoo data and functionality through the Model Context Protocol.
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Enables an AI client to track a watch list of contacts and retrieve only what changed since the last run — departures, new employers, replacements, and new hires after a role closed — each row carrying match evidence, source dates, and ready-to-use outreach payloads. It runs the analysis on Apify using the caller's own provider keys, supports stored or caller-held state, and can push results to a signed webhook.
    1
    327 npm
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    Enables AI assistants to search multiple tech job boards at once, summarize what the market is asking for, and rank postings by how well they match a user's own skills.
    5
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    A Model Context Protocol (MCP) server that provides comprehensive cryptocurrency analysis using the CoinCap API. This server offers real-time price data, market analysis, and historical trends through an easy-to-use interface. Updated to use Coin Cap API v3
    3
    50 npm
    1
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Enables users to review a supplied batch of supplier invoices or vendor bills for repeated references, normalized reference variations, and identical amount-and-date candidates, returning grouped evidence and exact review reasons from local history. Supports saved reports, CSV export, and use with MCP clients such as Claude Desktop, Claude Code, and Cursor.
    8
    39 npm
    MIT
  • A
    license
    B
    quality
    B
    maintenance
    Enables AI agents to query self-hosted product analytics, investigate changes with evidence and coverage checks, and use optional management tools for saved reports, goals, and keys.
    20
    1
    MIT
  • A
    license
    Not graded
    quality
    A
    maintenance
    Bring professional data to the AI you already use. QVeris connects AI assistants and workflows to services for company financials, social media, life sciences, research, patents, and e-commerce. Discover services, review scope and pricing, call them, and audit usage through one MCP connection. Requires a QVeris API key; charges depend on the selected service.
    264
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    Connects MCP clients to databases like Snowflake, BigQuery, and Databricks through Alkemi's data platform, enabling natural language database queries with proper schema understanding and metadata management for consistent team-wide access.
    34 npm
    4
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables analyzing sales and stock CSV files to identify what to reorder, how much to buy, when products will run out, and how much inventory is tied up in dead stock. Provides read-only inventory checks and CSV column inspection without uploading data.
    131 npm
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables employees to ask natural-language questions about a client's dbt semantic layer through the chatbot they already use, asking for clarification when needed, refusing when data can't answer, and logging every interaction so the semantic layer improves over time.
    1
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables normalizing arbitrary Excel spreadsheets with varied headers into 19 canonical fields and clean JSON, with optional LLM disambiguation and offline fallback. Exposes MCP tools for use in Claude, Cursor, and Windsurf.
    1
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables Claude to answer plain-English metric questions by selecting validated metrics, dimensions, filters, and dates from a MetricForge semantic layer, ensuring answers use only controlled definitions and never model-written SQL.
    MIT
  • A
    license
    Not graded
    quality
    F
    maintenance
    Eunomia MCP Server is an extension of the Eunomiaframework that connects Eunomia instruments with servers. It provides a simple way to orchestrate data governance policies (like PII detection or user access control) and seamlessly integrate them with external serve
    7
    Apache 2.0
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables Claude to connect over OAuth and use tools for reading-history questions, editing the reading log, running and inspecting syncs, and requesting books through Chaptarr.
    Apache 2.0
  • A
    license
    Not graded
    quality
    D
    maintenance
    Query Brazilian Federal Revenue (Receita Federal) tax situation data from official sources via a single read-only tool, hosted and billed per use.
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Provides deterministic tools for understanding, transforming, and verifying structured data via MCP, enabling rule inference from examples and verification of transformed records.
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables AI agents to reverse-engineer how an organization actually operates by ingesting documents, spreadsheets, chat exports, invoices and audio, then tracing every claim back to graded evidence. It supports process mining, stated-vs-enacted comparison, coverage and obligation tracking, and bilingual report generation while keeping unproven areas explicitly flagged as unknown.
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables AI agents to convert messy CSV/TSV, JSON/NDJSON, Excel, SPSS, Stata, SAS, and digital-PDF tables into clean typed zstd-compressed Parquet, then inspect, preview, and query the results with sandboxed read-only DuckDB SQL, including joins. Calls are paid per successful use in USDC via x402 without signup or API keys.
    Apache 2.0
  • F
    license
    Not graded
    quality
    D
    maintenance
    A 'Server of Servers' architecture that aggregates domain-specific financial data capabilities into a single governed interface. It enables users to access fund performance tools like returns, benchmark comparisons, and risk-adjusted metrics through a unified MCP-compliant gateway.
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  • F
    license
    Not graded
    quality
    C
    maintenance
    Enables AI clients to ask quantitative questions about any continent's economy, answering with live reconciled GDP, population, per-capita, ranking, and historical FX conversion figures pulled from three public APIs at query time. Every judgment call—which countries count, how missing years are handled, which currency and FX date—is exposed as a parameter, and the server reports exactly which rows it excluded, why, and where each number came from.
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  • F
    license
    Not graded
    quality
    C
    maintenance
    Exposes an agentic AutoML pipeline as a callable tool so any MCP client can upload a CSV and natural language goal and receive a full ML analysis report with SHAP visualizations. Enables autonomous problem understanding, data cleaning, feature engineering, model training, and explainability through a single remote tool call.
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