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20 Best Memory MCP Servers: compared and ranked, November 2026Ranked from 5,297 matching servers on stars, growth, downloads and maintenance. Updated .

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  • A
    license
    B
    quality
    A
    maintenance
    Enables local, in-memory de-identification of PII, PHI, and credentials with deterministic reversible surrogate tokens before LLM transmission, then restores originals from volatile session mappings and audits for exposures without network egress or disk writes.
    5
    92 npm
    1
    Apache 2.0
  • A
    license
    B
    quality
    B
    maintenance
    41 finished-job AI tools on one credit wallet: documents to schema-valid JSON, field extraction, PII redaction, contract review, triage, research, moderation, agent memory. Failed calls never burn credits.
    41
    54 npm
    1
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables AI assistants to compute exact Sri Lankan tax figures — APIT/salary tax, annual income tax, withholding tax, VAT and SSCL — under the official Inland Revenue Department rules in force on any given date since 1 January 2023. Every result is returned with precise decimal amounts and the dated IRD sources and rule versions used, so rates are never recalled from memory.
    26 PyPI
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables models to retrieve Ukrainian and EU legislation, ECHR and CJEU case law, ICJ case cards, and Ukrainian public registries, and to check any legal quote against the official source text, flagging verbatim matches, normalised matches, or mismatches with the differences marked. It also reports which operations have been tested per source, so drafted legal statements can be anchored to quoted articles and their versions rather than recalled from memory.
    1
    MIT
  • A
    license
    Not graded
    quality
    A
    maintenance
    Enables local, in-memory sanitization of sensitive text before LLM ingestion by replacing PII, PHI, and credentials with deterministic reversible tokens, then restoring the originals in responses. It also audits content for exposed secrets and PII and provides compliance receipts without external network egress or disk writes.
    28 npm
    1
    Apache 2.0
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables AI assistants to search the official text of India's new criminal laws (BNS, BNSS, BSA) and return the exact Act, section, and Gazette page for each claim. Provides citation lookup, keyword and vector search with reranking, plus full-section retrieval, so answers are grounded in current statute rather than recalled from memory.
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables agents to govern the memory store they already run by gating what gets written, filtering recall by caller identity and memory validity, executing verifiable forgetting, and recording refusals and deletions in a hash-chained audit trail. It exposes these admission, authorization, and evidence controls over MCP so that credentials and personal data never persist and every deletion can be proven.
    1
    MIT
  • F
    license
    Not graded
    quality
    C
    maintenance
    Enables AI assistants to retrieve the exact, structured text of 10 major Indian Acts — pulling individual sections or Constitution articles, browsing chapters and section ranges, and running ranked keyword searches — with repealed laws flagged and their replacements named. All results are sourced directly from the underlying Act texts rather than model memory, preventing hallucinated section numbers, punishments, or outdated law.
    1
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  • A
    license
    A
    quality
    B
    maintenance
    Policy proxy that governs what AI assistants can reach and do: it refuses forbidden tool calls before the upstream is contacted, with per-user memory and a tamper-evident audit. Stops prompt-injection exfiltration and forbidden data combinations across connectors.
    12
    78 PyPI
    2
    Apache 2.0