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20 Best Web Scraping MCP Servers: compared and ranked, November 2026Ranked from 2,036 matching servers on stars, growth, downloads and maintenance. Updated .

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    Enables AI agents to create parametric geometry, apply loads, run simulations, and read results in Ansys Discovery through natural-language commands over gRPC.
    1
    MIT
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    A local stdio MCP server that exposes compact semantic observations from UI elements annotated with data-agent-* hints, designed to work alongside the official Playwright MCP for browser automation.
    2
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    Enables AI agents to operate a local financial terminal, including market data, backtesting, paper portfolio management, and news digest, through safe, gated tools over MCP.
    6
    1
    MIT
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    Lets compatible clients list subject profiles, surface a personalised news feed, analyze news events into grounded insights, ask follow-up questions, retrieve execution traces, and search research sources.
    8
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    MIT
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    Enables interaction with Oracle EPM Cloud Financial Consolidation and Close (FCCS) through 25+ tools covering REST API operations including jobs, dimensions, journals, data management, reports, and consolidation tasks.
    36
    MIT
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    Gives Claude Code a persistent identity and cross-session memory with semantic search over saved facts, decisions, and journals. It also detects and classifies user corrections into behavioral patterns with lifecycle trends, reflecting periodically to promote or retire working frameworks.
    6 npm
    MIT
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    MCP proxy that journals mutating tool calls and enables undo via compensation. It adds checkpoint, list_changes, undo_to, and explain_blast_radius meta-tools while forwarding all original downstream tools unchanged.
    MIT
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    Headless browser with SHA-256 hash-chained audit trails and Ed25519-signed proof bundles. Every browser action is cryptographically recorded and self-verifiable. Built-in stealth via Patchright, multi-engine web search, site crawling, and page monitoring.
    3
    MIT
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    MCP server that automatically cross-checks claims from Reddit posts against trusted news sources and delivers a daily digest to Discord, without making final truth judgments.
    MIT
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    Enables LLM hosts like Claude Code, Cursor, or Claude Desktop to drive YeepForge's 28 web penetration testing tools (recon, crawling, SQLi/XSS testing, nuclei scans) and set engagement targets via Model Context Protocol, using the host's own LLM subscription.
    8
    MIT
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    Enables trading operations on Zerodha platform through natural language, supporting account management, order placement/modification, portfolio holdings, positions, margins, and stock news retrieval.
    Apache 2.0
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    Automatically generates typed React hooks for Next.js projects by crawling API routes, GraphQL queries, and components. Analyzes pages to suggest optimal render modes (SSR/CSR/ISR) and produces documentation with performance guidance.
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  • F
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    Autonomous news intelligence system that fetches articles from 20+ tech sources, ranks them with AI, generates summaries in English and Hindi, and delivers a curated email digest daily, exposed as an MCP server for interaction via any MCP-compatible client.
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    An MCP server that loads your Ditto profile, mined from your local Claude Code, Codex, and OpenCode session logs, so your agent works like you. Exposes the load_ditto_profile tool over the Model Context Protocol.
    1
    47 PyPI
    302
    MIT
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    Enables agents to get fast, calibrated probabilistic answers from Jev (Typesafe AI) to yes/no, scale, or choice questions about provided material, without using a generative model.
    1
    10 npm
    1
    MIT
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    Official SQAI MCP server: governed structured data access powered by Mojo kernels. 3 stdio tools: listSources (discovery), queryData (deterministic read-only queries + compute with provenance), explainQuery (dry-run validation). Introspection needs no credentials; execution requires a one-time free sqai login. npm: @thyn-ai/sqai-mcp. Source: packages/mcp. Registry: io.github.thyn-ai/sqai.
    4
    Apache 2.0
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    Lets an AI agent ask its owner first, on their phone, before doing something irreversible: ask_approval blocks until a person answers and distinguishes DENIED from NO ANSWER, so a timeout is never read as consent. send_notification covers one-way alerts with priorities and quiet hours.
    4
    MIT
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    Official reference MCP server for A202, the Verifiable Agreement Protocol for Agent-Led Commerce. Gives an agent the seven capabilities two organisations need to buy and sell directly: issue a mandate, check what an agent may do under it, approve an act needing a person, form an agreement, exchange obligations, verify a record by replay, and read the transaction record back.
    7
    4
    Apache 2.0