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20 Best Memory MCP Servers: compared and ranked, November 2026Ranked from 5,357 matching servers on stars, growth, downloads and maintenance. Updated .

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  • F
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    Deterministic SNAP eligibility logic, exposed as auditable Model Context Protocol tools. An AI agent can read, reason, and orchestrate, but the eligibility determination itself is made by versioned, tested, cited code that a caseworker, an auditor, or a court can inspect.
    5
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    MCP server for querying the SEC Ownership Graph, providing curated read-only tools to analyze activist campaigns, control chains, and board interlocks from SEC filings. Answers cite accession numbers and abstain when data is insufficient.
    8
    MIT
  • A
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    B
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    Enables AI agents to search and resolve Japanese legal provisions, inspect related laws and concepts, and traverse source-grounded relationships with explicit coverage and read-only access.
    MIT
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    Provides access to 529,000+ US statute sections across all 50 states and federal codes for comprehensive legal research. Supports semantic search, citation graph traversal, jurisdictional comparisons, and regulatory risk analysis through natural language queries.
    75 npm
    2
    MIT
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    B
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    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
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    C
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    Enables AI clients to query Korean public linked data sources, follow relationships between records, and retrieve original source attributes with evidence and explicit failure reporting.
    1
    MIT
  • F
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    MCP server that silently monitors state changes in structured data sources (e.g., government open data) and provides a pull-based channel for AI agents to retrieve real mutations since their last cursor.
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    Provides AI assistants with specialized tools to interact with NIST's Open Security Controls Assessment Language (OSCAL) framework. It enables agents to retrieve schemas, explore models, and generate valid OSCAL documentation for security compliance automation.
    40
    52
    Apache 2.0
  • A
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    Provides 12 tools to query South Korean building register data, including title sheets, floor details, and official house prices via the data.go.kr API. It enables users to perform smart building lookups and region code searches using natural language.
    12
    2
    Apache 2.0
  • A
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    Finds companies registered at JUCESP from a partner's name, CPF, or CNPJ, returning the NIRE of each participation. It is a read-only MCP server hosted at api.mcp.ai.
    MIT
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    Enables natural language access to Denmark's Statistics API (Danmarks Statistik), allowing users to query and analyze Danish statistical data without coding knowledge through AI-powered interactions.
    MIT
  • A
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    Enables users to search and query information about military service alternative companies in South Korea through the Military Manpower Administration (MMA) API. Supports filtering by service type, industry, company size, location, and recruitment status.
    1
    MIT
  • A
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    A
    quality
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    MCP server for structured Australian macroeconomic and financial data from the Australian Bureau of Statistics (ABS), the Reserve Bank of Australia (RBA), and the Australian Prudential Regulation Authority (APRA).
    14
    5
    MIT
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    Facilitates retrieval of National Park Services data using the NPS API, allowing users to list national parks by state and access detailed information about specific parks.
    35,211 npm
    3
    MIT
  • A
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    B
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    Enables read-only querying of Korean education public data through 78 tools covering 82 school RSS boards, NEIS meal, calendar, timetable and school information datasets, and university education-condition comparisons and regional statistics. It connects over stateless Streamable HTTP without authentication, returning original provider field keys and attribution.
    1
    Apache 2.0
  • A
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    Exposes Denmark's Statistical Bureau API as programmable resources, making it easy to integrate with language models and modern AI applications to enable natural language queries for statistical data.
    19
    MIT
  • A
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    Torify gives AI agents the Japanese locale primitives that standard libraries lack — imperial era date conversion (wareki), qualified invoice number validation with NTA registry lookup, corporate number lookup (法人番号), postal code resolution, name romanization (Hepburn), and kanji-to-kana conversion via Yahoo! JLP. 31 endpoints total. No authentication required for MCP. Pay-per-call $0.02/call via
    MIT
  • F
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    Provides real-time access to Israeli emergency alerts from the official Pikud Haoref (Home Front Command) API. Enables AI assistants to check current alerts, retrieve alert history with intelligent city filtering, and monitor emergency notifications including rocket alerts, aerial intrusions, and earthquakes.
    5
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  • A
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    A
    quality
    B
    maintenance
    MCP server for LINDAS, the linked-data knowledge graph of the Swiss administration, enabling querying of Swiss public data cubes via guarded SPARQL tools.
    7
    28 PyPI
    MIT
  • A
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    A
    quality
    C
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    Enables querying EU-funded research projects and ERC grants from the CORDIS knowledge graph, including full project records and ERC scheme listings, with server-side filtering and attribution.
    3
    MIT
  • A
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    Computes soil resource concern ratings for an area of interest using USDA Soil Data Access and exposes them as MCP tools, resources, and prompts for AI-assisted conservation planning.
    10
    MIT
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    This MCP server connects AI coding assistants like Claude, Cursor, Windsurf, and Cline directly to Lynx MI — a market intelligence platform that tracks SEC insider trades, congressional stock transactions, lobbying activity, and more. Once connected, you can ask your AI assistant questions like: "What insider trades happened at NVDA this week?" "Show me the top insiders by performance ov
    21
    11 npm
    MIT
  • A
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    B
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    Enables users to determine the Japanese school stage, grade, and subject range for a given knowledge item or term, and to audit LLM explanations for content exceeding a specified grade limit. It also searches normalized MEXT curriculum-code tables and retrieves prerequisite knowledge for topics.
    6
    MIT
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    Exposes 55 forensic tools over the Model Context Protocol so agents can query Chilean statutes, jurisprudence, administrative dicta and doctrine from official state sources such as BCN, PJUD, CGR and DT, while running locally for confidential casework. It also supports citation-validated drafting, deadline and docket monitoring, judgment deconstruction, OCR dossier compilation and legal knowledge-graph analysis for civil-law practice, teaching and research.
    88
    136 PyPI
    5
    Apache 2.0
  • F
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    Verifiable German, Austrian, Swiss and EU law: resolve citations to the wording in force, verify the citations a model produced against the official source, and walk the citation graph.
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    Computes the sum of dictionary values for keys less than or equal to a given key, treating the dictionary as sorted by key order. Returns 0 for an empty dictionary or when no keys satisfy the condition.
    MIT
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    C
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    Enables querying which entities have registered a given accounting firm as their accountant using a reverse index from Enhetsregisteret. Supports pagination and optional enrichment with names, industry, location, employees, and bankruptcy status.
    54 npm
    MIT
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    B
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    Enables searching and browsing Swiss Federal Assembly records from Curia Vista and the Amtliches Bulletin — parliamentary business, Nationalrat roll calls, debate transcripts, members, and declared interests — using the public OData service without an API key. Runs as a stdio process or a local Streamable HTTP server.
    91 npm
    1
    Apache 2.0
  • A
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    MCP server for consulting the official São Paulo City Hall post office box (Caixa Postal) information via a single read/write tool, using prepaid credits and no platform credentials.
    MIT