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20 Best Stock Market MCP Servers: compared and ranked, November 2026Ranked from 3,463 matching servers on stars, growth, downloads and maintenance. Updated .

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    Analyzes codebases for cross-platform compatibility issues, detecting platform-specific APIs, file path problems, line ending inconsistencies, and shell command incompatibilities across Windows, macOS, and Linux.
    8
    MIT
  • A
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    Not graded
    quality
    B
    maintenance
    Transforms codebases into a living knowledge graph with AI-powered code analysis, security scanning, and persistent semantic memory, leveraging Oracle 26ai vector and property graph capabilities.
    8 npm
    12
    MIT
  • F
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    D
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    A high-performance MCP server integrated with a Django analytics dashboard, featuring 19 tools for AI interaction tracking, AST code analysis, and real-time token efficiency metrics.
    -
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    Enables AI agents to explain regex patterns in plain English and statically assess ReDoS risk before shipping, without executing the pattern or requiring an API key.
    2
    MIT
  • A
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    Exposes Beam's local, offline risk-scanning tools to any MCP-compatible host, enabling read-only heuristic detection of risky AI agent patterns without executing, blocking, or approving actions.
    5
    10 npm
    1
    AGPL 3.0
  • A
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    quality
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    Enables static analysis of scripts without executing them, providing plain-English behavior explanations, decoded obfuscated content, IOC extraction, risk scoring, and MITRE ATT&CK mapping.
    5
    MIT
  • A
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    A
    quality
    D
    maintenance
    Automatically converts JoinQuant quantitative trading strategies to Ptrade platform format, supporting direct code input or file paths, with automatic API mapping and detailed conversion reports.
    2
    1
    8 npm
    74
    Apache 2.0
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    A
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    Analyzes codebases to suggest relevant learning projects and generate interactive slides with direct links to the Marble platform. It enables developers to create tailored learning experiences based on their specific technologies, patterns, and code context.
    3
    21 npm
    1
    MIT
  • A
    license
    B
    quality
    B
    maintenance
    Enables deterministic verification for AI assistants by executing Python code that uses symbolic engines like SymPy and Z3 for math, logic, and code analysis.
    2
    135 PyPI
    Apache 2.0
  • A
    license
    B
    quality
    A
    maintenance
    Interact with CodeLogic, a Software Intelligence platform that graphs complex code and data architecture dependencies, to boost AI accuracy and insight.
    8
    385 PyPI
    37
    Mozilla Public 2.0
  • A
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    Enables coding agents to query Python source repositories for exact and variant identifier occurrences with location and syntactic role, using deterministic AST-based evidence without executing code.
    1
    1
    MIT
  • A
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    Enables planning safe file or export renames from a caller-supplied module graph, returning direct and indirect referencers, a mechanical edit order, and risk flags without reading, renaming, or executing anything.
    MIT
  • A
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    quality
    A
    maintenance
    Enables AI coding agents and MCP clients to query a live VSCode instance for real-time LSP diagnostics, hover/signature/type information, references, and workspace-wide symbol renaming, replacing slow tsc and eslint runs. Also supports opening files and executing VSCode commands through the bridge extension.
    MIT
  • A
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    Not graded
    quality
    B
    maintenance
    Enables MCP clients to run hardened, read-only radare2-based static binary triage tools, including disassembly, cross-reference following, string decoding, function renaming, and evidence-checked report generation without executing the sample.
    MIT
  • A
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    Not graded
    quality
    B
    maintenance
    Enables MCP-compatible AI applications to perform read-only npm package and project dependency safety scans, returning proceed, caution, or block verdicts without executing package code.
    75 npm
    MIT
  • A
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    Not graded
    quality
    A
    maintenance
    Enables AI coding agents to query a running VSCode instance for real-time LSP data such as diagnostics, hover/definition/signature info, and symbol references instead of waiting on slow tsc or eslint runs. Also supports workspace-wide symbol renaming, opening files, listing workspaces, and executing VSCode commands.
    MIT
  • A
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    Not graded
    quality
    D
    maintenance
    Provides audit_plugin_health and prepare_semantic_review tools for deterministic inspection of Codex plugins and Agent Skills, generating evidence-backed reports without executing or transmitting target code.
    1
    MIT
  • A
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    quality
    A
    maintenance
    Enables AI coding agents and MCP clients to pull real-time language-server diagnostics, hover/type information, reference navigation with usage context, and workspace-wide symbol renaming without running slow tsc or eslint checks. It also supports opening files and executing editor commands against a specific open workspace.
    MIT
  • A
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    Not graded
    quality
    B
    maintenance
    Enables listing available refactoring actions, executing validated JSON refactor plans inside Git transactions, and running a natural-language refactor loop with automatic verification and rollback via a local Ollama model.
    1
    PolyForm Noncommercial 1.0.0
  • A
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    Not graded
    quality
    D
    maintenance
    Enables deterministic static analysis of Python code, providing tools to inspect classes, functions, imports, dependencies, and more, without executing the code.
    1
    MIT