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116,601 servers. Updated
20 Best Code Execution MCP Servers: compared and ranked, November 2026Ranked from 1,332 matching servers on stars, growth, downloads and maintenance. Updated .

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  • A
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    MCP server for the tastytrade brokerage API, providing tools for account management, market data, and order execution.
    18
    MIT
  • F
    license
    A
    quality
    Not graded
    maintenance
    Provides deterministic, plain-English narratives explaining machine learning model predictions via the Model Context Protocol. It enables users to query classification factors directly through natural language, bypassing the need for complex plots or manual code execution.
    20
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  • A
    license
    A
    quality
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    maintenance
    Deterministic time-series statistics for AI agents. This MCP server gives any LLM agent unit-tested statistical tools — anomaly detection, changepoint detection, seasonal decomposition, stationarity/trend tests, data-quality audits, baseline forecasts — with schema-validated structured output and no arbitrary code execution.
    17
    MIT
  • A
    license
    B
    quality
    B
    maintenance
    Provides tools to search and execute Code Ocean capsules and pipelines while managing platform data assets. It enables users to interact with Code Ocean's computational resources and scientific workflows directly through natural language interfaces.
    26
    178 PyPI
    5
    MIT
  • A
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    maintenance
    A Fugle MCP server for stock market data and trading, supporting real-time quotes, historical data, and optional order execution.
    28 npm
    10
    MIT
  • A
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    quality
    C
    maintenance
    Serves nightly refit cointegration statistics across six markets, enabling AI clients to screen ranked pairs, inspect locked parameters and spread states, generate chart and code templates, and read methodology without execution or custody.
    MIT
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    quality
    B
    maintenance
    Searches open-access research papers by keyword and retrieves detailed metadata by CORE ID, including titles, authors, abstracts, DOIs, and download links.
    434 npm
    MIT
  • A
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    quality
    C
    maintenance
    Enables AI agents to look up any Louisiana statute, civil code, or procedure article by citation, returning full section text with enactment and amendment history parsed out. Also supports full-text topic search across the code bodies and browsing every section within a Revised Statutes title, keyless and sourced live from the Louisiana State Legislature.
    623 npm
    MIT
  • A
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    quality
    B
    maintenance
    Serves a lab's manuscript library over the Model Context Protocol, letting clients list works, read text, search paragraphs, browse figures and notes, and record dead ends. Access is filtered by per-person sharing tiers, so each contributor's chosen slice of text, figure previews, assets and notes is what gets exposed.
    MIT
  • A
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    quality
    B
    maintenance
    Enables lookups against the Debian iso-codes project JSON for ISO country, language, and currency codes.
    641 npm
    MIT
  • A
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    quality
    B
    maintenance
    Provides access to Codex Alimentarius maximum residue limits, enabling searches for pesticide and veterinary drug limits by substance or food commodity, including adoption status and JECFA cross-references.
    428 npm
    MIT
  • A
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    Not graded
    quality
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    maintenance
    Connects AI agents to a local Stata installation, enabling execution of Stata code, data inspection, graph generation, and result verification through natural language interactions.
    675 PyPI
    91
    AGPL 3.0
  • A
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    Not graded
    quality
    B
    maintenance
    Enables querying the Codex General Standard for Food Additives to check whether an additive is permitted in a food category, at what maximum level or GMP, and under which conditions.
    200 npm
    MIT
  • A
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    maintenance
    A comprehensive B2B intelligence server providing over 48 tools for lead generation, company research, and sales automation via the Model Context Protocol. It enables AI-powered prospect discovery, enrichment, and competitive analysis through seamless integrations with Make.com, Claude Desktop, and Apify.
    2
    MIT
  • A
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    Not graded
    quality
    B
    maintenance
    Enables querying the SIMBAD astronomical database for object resolution, script execution, ADQL TAP queries, and cone searches using natural language.
    202 npm
    MIT
  • A
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    Not graded
    quality
    B
    maintenance
    Enables retrieval of Codex Alimentarius maximum levels for food contaminants and toxins, filtered by contaminant or commodity, with source PDF page references.
    202 npm
    MIT
  • A
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    Not graded
    quality
    C
    maintenance
    An MCP server that enables scRNA-Seq analysis through natural language, providing tools for data preprocessing, clustering, and biological visualization. It supports both predefined function execution and a flexible code mode powered by a Jupyter backend for automated single-cell transcriptomics workflows.
    16
    BSD 3-Clause
  • A
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    Not graded
    quality
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    maintenance
    Enables Codex to interact with Google NotebookLM, allowing it to list notebooks, add sources, ask questions, and generate audio overviews.
    MIT
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    quality
    B
    maintenance
    Enables AI clients to perform hydraulic cone crusher selection and crushing-plant design from a requirement form and target capacity, including staged configuration, cavity/CSS/capacity checks, liner life, particle-size simulation, circulating load, and calibration against measured sieve data. It also identifies missing customer inputs and generates proposal-ready assumptions and warnings.
    364 npm
    2
    MIT
  • A
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    Not graded
    quality
    B
    maintenance
    Turns a first-person lab video, a protocols.io protocol or a PDF into an Opentrons Flex or OT-2 protocol that passes Opentrons' simulator. Tools list runs, read the steps, return protocol.py, analyze it and run it on Opentrons' robot-server.
    MIT
  • F
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    Enables interactive data analysis using a real IPython kernel with session management, supporting CSV/Excel/JSON loading, code execution, and variable monitoring.
    159
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  • F
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    A
    maintenance
    Enables AI agents and backends to retrieve and analyze financial market data — A-shares, US equities, ETFs, indices, and crypto — through MCP tools or an HTTP API. It provides quotes and K-lines, technical indicators, fundamentals, money flow, filings, and news search, with CSV/JSON export for code-execution workflows.
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  • F
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    maintenance
    Enables interaction with Geo-INQUIRE OGC API Processes for geospatial operations, including planning, execution, and job management through natural language.
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  • F
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    Enables searching and discovering machine learning papers, state-of-the-art benchmarks, tasks, datasets, methods, and leaderboards from Papers with Code. Supports mapping papers to their benchmark results and browsing evaluation tables.
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