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117,993 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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"Tools for slow thinking, step-back reasoning, and contextual memory capabilities" matching MCP servers:

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  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables MCP-capable AI agents to invoke 38 deterministic, private, auditable compute tools over stdio, covering PII masking, finance schedules, health, text, units, media, business, gaming, and scheduling without network access or dependencies.
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    An MCP server that exposes 43 domain tools behind 4 meta-tools, applying guardrails such as budgets, rate limits, schema validation, human-in-the-loop confirmation for mutations, PII redaction, and an append-only audit log while reducing context window usage.
    4
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    Enables AI agents to inspect any public domain’s web technology stack, email deliverability and DNS health (MX, SPF, DKIM, DMARC, MTA-STS, TLS-RPT, BIMI), and HTTPS security posture with typed JSON scores and remediation-ready findings, plus history, bulk checks, monitoring alerts, and reverse technology lookups.
    12
    476 npm
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    Post-quantum readiness for AI coding agents: scans code for quantum-vulnerable cryptography (RSA/ECDH/ECDSA/DH) and returns NIST ML-KEM/ML-DSA/SLH-DSA (and hybrid) migration guidance, with fix verification and dependency checks. Content-based, advisory tools only; runs local (npx @quantakrypto/mcp) or as a hosted OAuth endpoint.
    16
    15
    Apache 2.0
  • A
    license
    A
    quality
    B
    maintenance
    Enables AI agents to pay per call for live package-safety and GitHub merge-readiness trust signals via the x402 protocol.
    3
    MIT
  • A
    license
    C
    quality
    D
    maintenance
    Community MCP server for the Cymulate security validation platform. It exposes the full Cymulate REST API (337 endpoints) as 106 semantic tools for BAS, exposure validation, attack surface management, and platform administration.
    100
    MIT
  • 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
    C
    maintenance
    A stateless remote MCP server that lets AI agents anonymously submit encrypted reports of alignment and safety failures to leaks.md (what others did) and confession.md (what the agent itself did), returning a receipt without accounts or keys. It exposes public tools such as submit_leak and submit_confession over Streamable HTTP.
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    Presents a plausible, tool-rich workspace surface — file reading, credential listing, command execution, database queries, and configuration retrieval — that returns only synthetic results while logging every connection, tool call, and argument received. It enables researchers to measure what MCP clients and agents actually do when handed dangerous-sounding tools, including whether they follow injected instructions or complete a retrieve-then-use credential chain.
    MIT
  • A
    license
    Not graded
    quality
    B
    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
    A
    maintenance
    Enables AI agents to perform common utility tasks through a streamable HTTP MCP endpoint, including JSON inspection, regex testing, cron parsing, hashing, base64 encoding/decoding, URL analysis, color conversion, text diffing, CSV parsing, JWT decode/verification, Markdown-to-HTML rendering, and UUID/token generation without API keys.
    MIT
  • A
    license
    Not graded
    quality
    B
    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 agents to run passive, boundary, and gated active reconnaissance and web-security CLI tools (nmap, sqlmap, commix, httpx, ffuf, nikto, subfinder, and more) against authorized targets through a persistent, API-key-protected HTTP service. Scope gates, authorization windows, evidence capture, and a full audit trail are enforced in code so every tool call stays within the engagement's declared rules.
    -
  • 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
    D
    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
    18 PyPI
    29
    MIT
  • A
    license
    A
    quality
    F
    maintenance
    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
    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
    A
    quality
    D
    maintenance
    A comprehensive suite of HTTP and API testing tools that enables AI agents to perform requests, check endpoint health, and decode JWTs. It also provides utilities for URL parsing and detailed security analysis of HTTP response headers.
    5
    65 npm
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Enables querying MITRE ATT&CK and D3FEND data efficiently, providing techniques, detections, mitigations, actors, and countermeasures with token-aware summaries and paginated graph traversal.
    10
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    Enables cryptographic operations including hashing, encoding/decoding, ID generation, password tools, and JWT inspection via MCP.
    5
    59 npm
    MIT
  • A
    license
    B
    quality
    D
    maintenance
    Defense-grade cryptographic compliance and analysis tools for MCP, including FIPS 140-3 validation, CNSA 2.0 analysis, post-quantum readiness assessment, and classical cipher utilities.
    18
    2
    MIT
  • A
    license
    B
    quality
    B
    maintenance
    Exposes typed inventory reads and order preparation over MCP, with capability scopes enforced by the server process rather than tool arguments. Stock is committed only through a separate operator approval surface, keeping approval outside the model's reach.
    2
    MIT
  • A
    license
    B
    quality
    B
    maintenance
    Enables read-only access to CloudSOC DLP incidents, profiles, detection patterns, data identifiers, and index health through governed MCP tools with local audit logging.
    14
    MIT