Ext Ops Panel
Open dashboard

io.github.DiaaAj/a-mem-mcp

Self-evolving memory system for AI agents

MCP server · by DiaaAj

About

io.github.DiaaAj/a-mem-mcp is an MCP server published by DiaaAj. Marketplaces we read that list it: 1 (Official MCP Registry). We first saw it on 2026-10-11 and have recorded no change since. As of our marketplace pass on 2026-10-13.

What it asks for

  • Runs on your machine
  • Secrets: 1
  • Settings: 5

Requires: OPENAI_API_KEY (secret)

What it declares, asks for and runs, in full

Only install plugins from developers you trust. We list what marketplaces publish and do not test plugins.

Package

PyPI a-mem (a-mem on PyPI)

  • PyPI downloads/week: 63 (2026-10-13)
  • PyPI downloads/month: 445 (2026-10-13)
  • Latest version on PyPI: 0.2.6, published 2026-01-17

No known vulnerabilities in OSV for 0.2.1 (checked 2026-10-13)

PyPI facts come from pypi.org, PyPI downloads from pypistats.org. Each figure is the registry's own and is never added to another. A registry that publishes no figure shows none: no number is not zero. Vulnerability records come from OSV.dev (CC BY 4.0) and concern the declared version only; a listing that declares no version gets no answer. We do not scan code.

Works with

  • Claude Code
  • Codex
  • Cursor
  • VS Code
  • Copilot CLI

From the marketplaces that list it and the MCP transport it declares, as each client documents them. We do not test plugins.

Connect

Commands and configs built only from what its marketplaces declare. We do not run them for you and do not test plugins.

As a local MCP server: PyPI package

Built from what Official MCP Registry declares.

Claude CodeTerminal
claude mcp add --env "OPENAI_API_KEY=<YOUR_OPENAI_API_KEY>" --transport stdio a-mem-mcp -- uvx a-mem
Codex~/.codex/config.toml
[mcp_servers.a-mem-mcp]
command = "uvx"
args = ["a-mem"]

[mcp_servers.a-mem-mcp.env]
OPENAI_API_KEY = "<YOUR_OPENAI_API_KEY>"
Cursor~/.cursor/mcp.json
{
  "mcpServers": {
    "a-mem-mcp": {
      "command": "uvx",
      "args": [
        "a-mem"
      ],
      "env": {
        "OPENAI_API_KEY": "<YOUR_OPENAI_API_KEY>"
      }
    }
  }
}

Replace the values in angle brackets with your own. We show the names of the settings, never values.

Optional settings it also lists: CHROMA_DB_PATH, EMBEDDING_MODEL, LLM_BACKEND, LLM_MODEL.

Where it is published

MarketplaceStatusVersionFiguresVerifiedFirst seen
Official MCP Registry (Open the registry record) Listed 0.2.1 Downloads/month (PyPI): 445
Downloads/week (PyPI): 63
Forks (GitHub): 3
Stars (GitHub): 35
Not marked

Each figure is the marketplace's own and is never added up across marketplaces. A marketplace that publishes no figure shows none: no number is not zero.

What changed

Nothing has moved on this plugin since we started watching it.

Similar plugins

Products whose own names, descriptions, tools and skills are closest in meaning to this one, on every marketplace we read. Closeness is ranked within this list only.

  • collective-memory io.github.Hustada/collective-memory

    MCP server for persistent, semantic memory across AI sessions

    by Hustada · MCP server

    Listed on: Official MCP Registry · Describes nearly the same job

  • archetypal-ai io.github.archetypal-ai/archetypal-ai

    Persistent memory for AI agents. recall, remember, checkpoint — soul preservation.

    by archetypal-ai · MCP server

    Listed on: Official MCP Registry · Describes nearly the same job

  • ariel-memory io.github.Cipher208/ariel-memory

    Two-layer memory MCP server for AI agents with 37 tools, RAG, graphs, wiki, auth

    by Cipher208 · MCP server

    Listed on: Official MCP Registry · Describes nearly the same job

  • agent-memory-mcp io.github.kira-autonoma/agent-memory-mcp

    Agent memory MCP server with provenance tracking, decay-weighted recall, and feedback loops.

    by kira-autonoma · MCP server

    Listed on: Official MCP Registry · Describes nearly the same job

  • crbro-memory io.github.Octonove/crbro-memory

    Persistent file-based memory for AI agents: inspectable, versionable, fully local.

    by Octonove · MCP server

    Listed on: Official MCP Registry · Describes nearly the same job

  • ori-memory io.github.aayoawoyemi/ori-memory

    Persistent memory infrastructure for AI agents. Identity, knowledge graph, and search.

    by aayoawoyemi · MCP server

    Listed on: Official MCP Registry · Describes nearly the same job

  • genesys-memory io.github.Astrix-Labs/genesys-memory

    Open-source causal memory for AI agents: persistent, explainable, MCP-native memory (13 tools).

    by Astrix-Labs · MCP server

    Listed on: Official MCP Registry · Describes nearly the same job

  • memori-mcp io.github.MemoriLabs/memori-mcp

    Memori MCP server — persistent AI memory with recall and augmentation tools

    by MemoriLabs · MCP server

    Listed on: Official MCP Registry · Describes nearly the same job

  • hypermarrow-mcp io.github.qianqiuwanzi/hypermarrow-mcp

    Local-first AI memory MCP server. Record, recall and consolidate memory on your own machine.

    by qianqiuwanzi · MCP server

    Listed on: Official MCP Registry · Describes nearly the same job

  • agentos io.github.OfficialTanishSharma/agentos

    Local-first persistent memory MCP server for AI coding agents.

    by OfficialTanishSharma · MCP server

    Listed on: Official MCP Registry · Describes nearly the same job

Similar plugins by marketplace

The same question asked of one marketplace at a time: is there an analog of this plugin there?

Has a listing on Claude Code: claude-plugins-community (5)
  • engram io.github.tstockham96/engram

    Intelligent agent memory with automatic extraction, consolidation, and bi-temporal recall.

    by tstockham96 · MCP server

    Listed on: Official MCP Registry, Claude Code: claude-plugins-community · Describes nearly the same job

  • agent-knowledge io.github.keshrath/agent-knowledge

    Cross-session memory for AI agents - knowledge graph, scoring, semantic search

    by keshrath · MCP server

    Listed on: Official MCP Registry, Claude Code: claude-plugins-community, Community GitHub marketplaces · Describes nearly the same job

  • vynn-mcp io.github.beee003/vynn-mcp

    Self-improving AI workflows with backtesting, prompt optimization, and scheduling

    by beee003 · MCP server

    Listed on: Official MCP Registry, Claude Code: claude-plugins-community · Describes nearly the same job

  • memex io.github.STiFLeR7/memex

    Temporal engineering context for agents via MCP.

    by STiFLeR7 · MCP server

    Listed on: Official MCP Registry, Claude Code: claude-plugins-community · Describes nearly the same job

  • eu-ai-act-compliance-mcp io.github.CSOAI-ORG/eu-ai-act-compliance-mcp

    Eu Ai Act Compliance MCP Server by MEOK AI Labs

    by CSOAI-ORG · MCP server

    Listed on: Official MCP Registry, Claude Code: claude-plugins-community · Describes nearly the same job

Has a listing on Claude Code: claude-plugins-official (5)
  • firebase-mcp io.github.firebase/firebase-mcp

    Gives AI development tools Firebase-specific capabilities and expertise.

    by firebase · MCP server

    Listed on: Official MCP Registry, Claude Code: claude-plugins-official · Describes nearly the same job

  • mcp-server io.github.cap-js/mcp-server

    Model Context Protocol (MCP) server for AI-assisted development of CAP applications.

    by cap-js · MCP server

    Listed on: Official MCP Registry, Claude Code: claude-plugins-official, Claude Code: claude-plugins-community · Describes nearly the same job

  • mdk-mcp-server io.github.SAP/mdk-mcp-server

    Model Context Protocol (MCP) server for AI-assisted development of MDK applications.

    by SAP · MCP server

    Listed on: Official MCP Registry, Claude Code: claude-plugins-official, Claude Code: claude-plugins-community · Describes nearly the same job

  • figma

    Figma design platform integration. Access design files, extract component information, read design tokens, and translate designs into code. Bridge the gap between design and…

    by figma · Plugin bundle

    Listed on: Claude Code: claude-plugins-official, Official MCP Registry, Claude: knowledge-work-plugins, Copilot CLI: github/awesome-copilot · Describes nearly the same job

  • mcp-server-dev

    Skills for designing and building MCP servers that work seamlessly with Claude. Guides you through deployment models (remote HTTP, MCPB, local), tool design patterns, auth, and…

    by Anthropic · Plugin bundle

    Listed on: Claude Code: claude-plugins-official · Describes nearly the same job

Has a listing on Claude: knowledge-work-plugins (5)
  • figma

    Figma design platform integration. Access design files, extract component information, read design tokens, and translate designs into code. Bridge the gap between design and…

    by figma · Plugin bundle

    Listed on: Claude Code: claude-plugins-official, Official MCP Registry, Claude: knowledge-work-plugins, Copilot CLI: github/awesome-copilot · Describes nearly the same job

  • Desktop Commander

    MCP server for terminal commands, file operations, and process management

    by wonderwhy-er · MCP server

    Listed on: Official MCP Registry, Claude Code: claude-plugins-official, Docker MCP Catalog, Claude: knowledge-work-plugins, Claude Code: claude-plugins-community, Community GitHub marketplaces · Describes nearly the same job

  • AI-Firstify

    AI-first project auditor and re-engineer based on the 9 design principles and 7 design patterns from the TechWolf AI-First Bootcamp

    by techwolf-ai · Plugin bundle

    Listed on: Claude: knowledge-work-plugins, Claude Code: claude-plugins-community · Describes nearly the same job

  • datarobot-agent-skills

    DataRobot skills for AI/ML workflows — model training, deployment, predictions, feature engineering, monitoring, explainability, data preparation, App Framework CI/CD, and…

    by datarobot-oss · Plugin bundle

    Listed on: Claude Code: claude-plugins-official, Claude: knowledge-work-plugins, Community GitHub marketplaces · Describes nearly the same job

  • Grafana Cloud MCP

    Hosted MCP server for AI-assisted Grafana Cloud observability — no local installation required.

    by grafana · Plugin bundle

    Listed on: Claude Code: claude-plugins-official, Claude: knowledge-work-plugins, Community GitHub marketplaces · Describes nearly the same job

Has a listing on Codex: openai-curated (openai/plugins) (5)
  • NVIDIA

    Skills for NVIDIAs ecosystem spans GPU acceleration, CUDA, AI agents, inference, robotics, Physical AI, Omniverse, and simulation. This plugin helps you understand the pieces…

    by NVIDIA · Plugin bundle

    Listed on: Codex: openai-curated (openai/plugins) · Describes nearly the same job

  • OpenAI Developers

    Build with OpenAI APIs, Agents SDK, and ChatGPT Apps, and create and save OpenAI API keys from Codex.

    by OpenAI · Plugin bundle

    Listed on: Codex: openai-curated (openai/plugins) · Describes nearly the same job

  • Plugin Eval

    Evaluate Codex skills and plugins from chat with a beginner-friendly start command, local-first reports, token budget explanations, and guided benchmarking.

    by OpenAI Codex · Plugin bundle

    Listed on: Codex: openai-curated (openai/plugins) · Describes nearly the same job

  • Superpowers

    An agentic skills framework & software development methodology that works: planning, TDD, debugging, and collaboration workflows.

    by Jesse Vincent · Plugin bundle

    Listed on: Codex: openai-curated (openai/plugins) · Describes nearly the same job

  • Granola

    Granola MCP connects your meeting history to ChatGPT so your assistant can pull real context from past conversations while you work. Use MCP when you're already working on…

    by Granola · Plugin bundle

    Listed on: Codex: openai-curated (openai/plugins) · Describes nearly the same job

Has a listing on Community GitHub marketplaces (5)
  • 4da-mcp-server io.github.4DA-Systems/4da-mcp-server

    Upgrade intelligence for AI agents: what an upgrade changes, where it touches your code, CVE scans.

    by 4DA-Systems · MCP server

    Listed on: Official MCP Registry, Community GitHub marketplaces · Describes nearly the same job

  • touchdesigner-mcp-server io.github.8beeeaaat/touchdesigner-mcp-server

    MCP server for TouchDesigner - Control and operate TouchDesigner projects through AI agents

    by 8beeeaaat · MCP server

    Listed on: Official MCP Registry, Community GitHub marketplaces · Describes nearly the same job

  • bettermemory io.github.0Mattias/bettermemory

    Memory for coding agents, checked against the filesystem and git before it is believed.

    by 0Mattias · MCP server

    Listed on: Official MCP Registry, Community GitHub marketplaces · Describes nearly the same job

  • aChurch.ai

    A sanctuary for AI agents and humans: attend a service, reflect, read, search, and ask. No auth.

    by a-church-ai · MCP server

    Listed on: Official MCP Registry, Community GitHub marketplaces · Describes a similar job

  • inquisitor io.github.1111111111111111111114oLvT2/inquisitor

    Hypothesis-driven problem solving for AI agents: probe, falsify, escalate.

    by 1111111111111111111114oLvT2 · MCP server

    Listed on: Official MCP Registry, Community GitHub marketplaces · Describes a similar job

Has a listing on Copilot CLI: github/awesome-copilot (5)
  • go-mcp-development

    Complete toolkit for building Model Context Protocol (MCP) servers in Go using the official github.com/modelcontextprotocol/go-sdk. Includes instructions for best practices, a…

    by Awesome Copilot Community · Plugin bundle

    Listed on: Copilot CLI: github/awesome-copilot · Describes nearly the same job

  • typescript-mcp-development

    Complete toolkit for building Model Context Protocol (MCP) servers in TypeScript/Node.js using the official SDK. Includes instructions for best practices, a prompt for generating…

    by Awesome Copilot Community · Plugin bundle

    Listed on: Copilot CLI: github/awesome-copilot · Describes nearly the same job

  • figma

    Figma design platform integration. Access design files, extract component information, read design tokens, and translate designs into code. Bridge the gap between design and…

    by figma · Plugin bundle

    Listed on: Claude Code: claude-plugins-official, Official MCP Registry, Claude: knowledge-work-plugins, Copilot CLI: github/awesome-copilot · Describes nearly the same job

  • kotlin-mcp-development

    Complete toolkit for building Model Context Protocol (MCP) servers in Kotlin using the official io.modelcontextprotocol:kotlin-sdk library. Includes instructions for best…

    by Awesome Copilot Community · Plugin bundle

    Listed on: Copilot CLI: github/awesome-copilot · Describes nearly the same job

  • ai-team-orchestration

    Run a lightweight, role-separated AI development team with flexible tools, developer-selected models, proportionate planning, and optional QA.

    by Denis Evdokimov · Plugin bundle

    Listed on: Copilot CLI: github/awesome-copilot · Describes nearly the same job

Has a listing on Copilot CLI: github/copilot-plugins (5)
  • microsoft-365-agents-toolkit

    Toolkit for building Microsoft 365 Copilot declarative agents — scaffolding, JSON manifest development, and capability configuration.

    by microsoft · Plugin bundle

    Listed on: Copilot CLI: github/copilot-plugins · Describes nearly the same job

  • mcp-apps

    Generate MCP App widgets for MCP tools. Produces self-contained HTML widgets using the MCP Apps protocol.

    by microsoft · Plugin bundle

    Listed on: Copilot CLI: github/copilot-plugins · Describes nearly the same job

  • model-apps

    Build and deploy Power Apps generative pages for model-driven apps with specialist agents for planning, entity creation, and parallel code generation. Requires PAC CLI >= 2.7.0…

    by microsoft · Plugin bundle

    Listed on: Copilot CLI: github/copilot-plugins · Describes nearly the same job

  • canvas-apps

    Build Power Apps Canvas Apps using the Canvas Authoring MCP server.

    by microsoft · Plugin bundle

    Listed on: Copilot CLI: github/copilot-plugins · Describes nearly the same job

  • azure-devops-copilot-plugin

    Bring Azure DevOps work-item, repository, and pull-request workflows into GitHub Copilot.

    by microsoft · Plugin bundle

    Listed on: Copilot CLI: github/copilot-plugins · Describes a similar job

Has a listing on Cursor: cursor/plugins (5)
  • Continual Learning

    Incremental transcript-driven memory updates for AGENTS.md using high-signal bullet points only.

    by Eric Zakariasson · Plugin bundle

    Listed on: Cursor: cursor/plugins · Describes nearly the same job

  • Ralph Loop

    Iterative self-referential AI loops using the Ralph Wiggum technique.

    by Cursor · Plugin bundle

    Listed on: Cursor: cursor/plugins · Describes nearly the same job

  • Advisor

    Consult a stronger model before major decisions, when stuck, and before declaring done.

    by Cursor · Plugin bundle

    Listed on: Cursor: cursor/plugins · Describes nearly the same job

  • CLI for Agents

    Patterns for designing CLIs that coding agents can run reliably: flags, help with examples, pipelines, errors, idempotency, dry-run.

    by Eric Zakariasson · Plugin bundle

    Listed on: Cursor: cursor/plugins · Describes nearly the same job

  • Orchestrate

    Fan large tasks out across parallel cloud agents with planners, workers, verifiers, and structured handoffs.

    by Cursor · Plugin bundle

    Listed on: Cursor: cursor/plugins · Describes nearly the same job

Has a listing on Docker MCP Catalog (5)
  • MCP Task Orchestrator

    Server-enforced workflow discipline for AI agents: work items, dependency graphs, quality gates

    by jpicklyk · MCP server

    Listed on: Official MCP Registry, Docker MCP Catalog · Describes nearly the same job

  • OpenMesh

    Discover and connect to a curated marketplace of MCP servers for extending AI agent capabilities.

    by docker · MCP server

    Listed on: Docker MCP Catalog · Describes nearly the same job

  • Wayfound

    Wayfound’s MCP server allows business users to govern, supervise, and improve AI Agents.

    by docker · MCP server

    Listed on: Docker MCP Catalog · Describes nearly the same job

  • Prometheus MCP Server

    MCP server providing Prometheus metrics access and PromQL query execution for AI assistants

    by pab1it0 · MCP server

    Listed on: Official MCP Registry, Docker MCP Catalog · Describes nearly the same job

  • Dynatrace-mcp io.github.dynatrace-oss/Dynatrace-mcp

    [DEPRECATED] Dynatrace MCP Server. Migrate to dynatrace-for-ai or Dynatrace Remote MCP Server.

    by dynatrace-oss · MCP server

    Listed on: Official MCP Registry, Docker MCP Catalog · Describes nearly the same job

Has a listing on Official MCP Registry (5)
  • collective-memory io.github.Hustada/collective-memory

    MCP server for persistent, semantic memory across AI sessions

    by Hustada · MCP server

    Listed on: Official MCP Registry · Describes nearly the same job

  • archetypal-ai io.github.archetypal-ai/archetypal-ai

    Persistent memory for AI agents. recall, remember, checkpoint — soul preservation.

    by archetypal-ai · MCP server

    Listed on: Official MCP Registry · Describes nearly the same job

  • ariel-memory io.github.Cipher208/ariel-memory

    Two-layer memory MCP server for AI agents with 37 tools, RAG, graphs, wiki, auth

    by Cipher208 · MCP server

    Listed on: Official MCP Registry · Describes nearly the same job

  • agent-memory-mcp io.github.kira-autonoma/agent-memory-mcp

    Agent memory MCP server with provenance tracking, decay-weighted recall, and feedback loops.

    by kira-autonoma · MCP server

    Listed on: Official MCP Registry · Describes nearly the same job

  • crbro-memory io.github.Octonove/crbro-memory

    Persistent file-based memory for AI agents: inspectable, versionable, fully local.

    by Octonove · MCP server

    Listed on: Official MCP Registry · Describes nearly the same job

Found by meaning, not by shared code or a shared repository: similar plugins stay separate products, and this is not a review or a recommendation.

Is this your plugin?

Add it to your projects and prove you maintain it with a file in its repository, a file on your domain or a DNS record. You get alerts when a marketplace lists it, drops it, changes its verified mark or what it asks for, and its remote endpoint goes on monitoring as a web service.

Data comes from the Official MCP Registry (registry.modelcontextprotocol.io), CC0 1.0. Figures come from our own regular passes over the marketplaces, last read on . We publish no contact details for plugin publishers.

Where the data comes from: how the catalog is built