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116,578 servers. Updated
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
    Not graded
    quality
    A
    maintenance
    Enables AI assistants to keep and retrieve private context locally, with verifiable receipts and optional Solana anchoring for public proofs.
    87 npm
    1
    Apache 2.0
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables agents and MCP clients to retain, recall, screen, quarantine, approve, supersede, and verify durable memories with session-level provenance. Every write passes a poisoning gate, so suspicious or secret-bearing entries are held for human review rather than silently trusted in later sessions.
    1
    MIT
  • A
    license
    Not graded
    quality
    A
    maintenance
    Gives AI agents a shared, encrypted memory store accessible over MCP, with per-agent keys, per-namespace permissions, history and revert, attachments, and semantic search that handles Czech as well as English. Memories, agents, network access, and HTTPS can be managed through a self-hosted admin web on the same port, with backups being simply copies of the encrypted data file.
    1
    PolyForm Noncommercial 1.0.0
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables MCP clients to save, semantically recall, and delete long-term facts and decisions entirely offline, with encrypted storage, automatic secret redaction, and multilingual local embeddings.
    475 npm
    1
    MIT
  • A
    license
    Not graded
    quality
    A
    maintenance
    Enables capturing a tamper-evident, hash-chained local record of every AI agent tool call — both the decision before a tool runs and its outcome — so you can review what the agent actually did in order, detect edits, deletions, or reordering at the exact index, and export a signed evidence pack any third party can verify with no installs.
    31 PyPI
    2
    MIT
  • F
    license
    Not graded
    quality
    C
    maintenance
    Enables AI tools and agents to share a persistent memory space, so a decision, task, or encrypted secret saved in one client can be searched, recalled, and handed off from another. It also tracks goals day by day, moves unfinished work between sessions, and keeps exports, trash recovery, and per-account isolation under the user's control.
    -
  • A
    license
    A
    quality
    C
    maintenance
    Guardrails for AI coding agents that enforces rules via compliance receipts, blocking destructive actions and syncing rules across all AI tools.
    24
    191 npm
    1
    MIT
  • A
    license
    B
    quality
    C
    maintenance
    Enables security analysts to carry structured investigation state across sessions by storing typed observations, hypotheses, tasks, evidence and versioned decisions in a local SQLite graph with full-text search. It also enforces authorized scope and request controls, redacted and content-hashed evidence, duplicate-test signatures and validation gates that leave findings in draft until reproducibly confirmed, then produces technical and executive reports for Antigravity, Codex and other stdio MCP clients.
    20
    1
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables devices and agents to share a self-hosted memory store over a remote Streamable HTTP MCP endpoint, with hybrid retrieval, scoped access tokens, and encrypted vault references for sensitive data.
    Apache 2.0
  • A
    license
    A
    quality
    C
    maintenance
    A tool for detecting and cleaning Java memory shells via local or SSH remote execution. It enables AI agents to scan Java processes, analyze suspicious class code, and safely remove memory shells after user confirmation.
    9
    29
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables agents to store and retrieve hierarchical memory in cryptographically partitioned namespaces, with HMAC-based isolation and Ebbinghaus time-decay so recall fades realistically over time. Runs as a zero-dependency Python STDIO MCP server that returns deterministic JSON results.
    7
    MIT
  • F
    license
    Not graded
    quality
    D
    maintenance
    AI-powered memory dump analysis using Volatility 3 for digital forensics investigations. Enables process analysis, malware detection, network forensics, timeline generation, and anomaly detection with support for Claude, Llama, and other LLMs.
    -
  • A
    license
    A
    quality
    D
    maintenance
    An MCP server that provides a guarded interface to the mem9 persistent memory backend, protecting AI agents against prompt injection, secret leakage, and memory poisoning.
    6
    MIT
  • A
    license
    B
    quality
    B
    maintenance
    Multi-tier memory forensics MCP server combining a fast Rust engine with Volatility3 coverage for analyzing memory dumps.
    15
    30 PyPI
    5
    MIT
  • A
    license
    B
    quality
    A
    maintenance
    Lets multiple AI agents and parallel coding sessions share one memory and task ledger, so they can claim work instead of duplicating it, resume each other's handoffs and reasoning, and use credentials without ever seeing the keys. Connects assistants such as Claude Code, Codex, Cursor, Gemini, ChatGPT and custom agents over MCP, backed by a single local SQLite file or a self-hosted Postgres hub.
    35
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables Nest applications to expose decorated provider methods as MCP tools, resources, and prompts over Streamable HTTP or stdio, with Nest guards, interceptors, pipes, filters, OAuth 2.1 resource-server support, and an in-memory test client.
    2
    MIT
  • A
    license
    Not graded
    quality
    A
    maintenance
    Enables AI agents to perform read-only low-level disk forensics and data recovery by opening physical drives or disk images, scanning filesystem structures, testing in-memory patches, and extracting recovered files.
    Apache 2.0
  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables local, privacy-mode incident handoffs with four fixed questions, pattern-guarded redaction, human-review drafts, and optional in-memory data clearing.
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables MCP clients to triage SOC alerts while enforcing a trust firewall across retrieval, memory, and privileged actions. It exposes tools for alerts, logs, memory, and alert actions, with defenses that refuse risky operations in the presence of attacker-controllable content.
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    Enables AI agents to analyze memory dumps for forensic investigation, leveraging a fast Rust engine and full Volatility3 plugin coverage via the Model Context Protocol.
    1
    MIT
  • A
    license
    Not graded
    quality
    A
    maintenance
    Provides persistent memory, cryptographic audit trail, and HMAC-verified skill admission for Claude Code, running locally on PostgreSQL with zero cloud sync.
    8
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Access control, conflict resolution, and audit for shared agent memory. Policy-gated memory tools over Postgres + pgvector, exposed via MCP.
    1
    Apache 2.0
  • A
    license
    Not graded
    quality
    C
    maintenance
    Exposes Colber's five integrated services (Reputation, Memory, Observability, Negotiation, Insurance) as 27 MCP tools for AI agents, enabling trust, coordination, and continuity.
    Apache 2.0
  • A
    license
    Not graded
    quality
    B
    maintenance
    A local-first memory vault MCP server for Windows that exposes an encrypted user memory store to agents via a permission-brokered protocol, ensuring user ownership and control over browsing data.
    1
    AGPL 3.0
  • A
    license
    Not graded
    quality
    C
    maintenance
    An MCP server that enables conversational Windows memory forensics through Volatility 3, letting an assistant inspect processes, network connections, registry artifacts, kernel objects, and other evidence artifacts from a memory image using natural-language questions. It also provides cross-plugin correlation tools for triage and anomaly detection, plus image-integrity verification, all against a single session-bound evidence image.
    12
    Apache 2.0