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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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"Using Cline as a Knowledge Graph for Coding" matching MCP servers:

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  • F
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    Builds and manages a cardiology-focused knowledge graph in Neo4j by extracting medical entities and relationships from documents using LLMs. It enables users to ingest PDFs, refine extracted data, and perform natural language queries to gain clinical insights.
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  • A
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    B
    maintenance
    Enables assistants and editors to query a curated, read-only evidence graph for graded findings about what compounds, supplements, nutrients and foods have been shown to do in the human body, each with an automatic A–F grade, the verbatim source sentence, paper, population, dose and a permalink, plus reference-database relations labelled as hypotheses. It also exposes no products, prices or purchase links, and returns no medical advice or rankings of what to take.
    MIT
  • F
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    Enables LLMs and AI agents to query a biomedical knowledge graph stored in RedisGraph, with tools for concept search, synonym enrichment, and study variable discovery through semantic relationships.
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  • A
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    Enables MCP hosts to run provenance-aware computational epitope research workflows, including sequence and immune-evidence analysis, structure and chemistry calculations, molecular docking, and checksummed 3D artifact exports.
    46
    MIT
  • F
    license
    A
    quality
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    Enables graph-based fraud propagation scoring for clinical diagnostics, diffusing risk across entities with a deterministic fallback when the ML model is unavailable.
    1
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  • A
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    B
    maintenance
    Enables scenario-based clinical communication practice through MCP tools for discovering scenarios, starting sessions, sending practitioner turns, and receiving evidence-linked evaluation feedback.
    MIT
  • A
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    quality
    C
    maintenance
    Enables LLM agents to query de-identified FHIR-shaped hospital data through audited, read-only tools for patients, encounters, conditions, observations, medications, and interaction checks, while any medication write stays a draft that a clinician must confirm out-of-band.
    MIT
  • A
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    quality
    B
    maintenance
    Enables querying a FlyWire fruit-fly brain atlas to search, count, describe, and page through 139,248 neurons by cell type, neurotransmitter, superclass, or side using token-efficient selection tickets.
    MIT
  • A
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    B
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    Enables Alexa+ users to coordinate household pet care by logging feeding, medication, activity, litter, and health observations for dogs and cats, with evidence-grounded triage, Q&A, and daily briefings backed by a verified veterinary library and citations.
    3
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Enables querying Brazilian PCDT clinical protocols from Conitec and generating concise, context-specific treatment summaries using a local LLM, with verified literal citations and links to official PDFs.
    2
    Apache 2.0
  • A
    license
    A
    quality
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    maintenance
    An MCP server that lets an LLM answer a pharmacist's question about drug shortages by normalizing drug names, finding pharmacologic alternatives, and checking their shortage status using public FDA and NLM data.
    5
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Explains why two scientific papers disagree. A contradiction explorer for bench scientists that compares two studies' designs and grounds every claim in a verbatim quote from the source text.
    3
    55 npm
    1
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    A structure-aware MCP server for querying the SPOKE biomedical knowledge graph, enabling entity resolution, schema introspection, path finding, and safe Cypher queries for biomedical knowledge inference.
    5
    Apache 2.0
  • A
    license
    A
    quality
    D
    maintenance
    Verified ICD-10-CM code lookup & validation for AI agents — official descriptions, not guesses.
    3
    196 npm
    1
    Apache 2.0
  • A
    license
    A
    quality
    B
    maintenance
    Enables Claude Desktop to query and analyze diabetes data from Omnipod 5 and Glooko through natural language, providing clinical audit and triage insights such as time in range, trends, and bolus analysis.
    12
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    MCP server for automated ICD-10 medical coding. Code clinical text to ICD-10-CM diagnoses, search 74,000+ codes, and de-identify PHI via the AutoICD API.
    6
    32 npm
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    Exposes NCBI PubMed as MCP tools for searching literature, fetching abstracts, exploring citation graphs, and finding author publications without requiring an API key.
    4
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    An MCP server for longevity and metabolic medicine that provides a medication catalog, dosing protocols, contraindication screening, drug interaction checks, lab recommendations, and patient intake pathways across 35 compounds.
    9
    71 npm
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    Enables coding agents to interact with the Reactome pathway database, including search, lookup, hierarchy traversal, SBML/SBGN export, and gene-set enrichment analysis.
    17
    MIT