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With AI, Everyone is a Dev. EveryDev.ai © 2026
    1. Home
    2. Developers
    3. Memco Labs

    Memco Labs

    Memco builds the shared memory layer for AI agents so every interaction compounds into knowledge the next agent and team can reuse.

    Visit Website

    At a Glance

    1Tool Listed
    1Product
    6Capabilities
    Discussions
    London, UKHeadquarters
    2025Est.
    10Employees
    Focus Areas
    Agent Memory
    Agent Frameworks
    AI Coding Assistants
    Latest News
    Memory for Knowledge Work: Spark's new Knowledge Work domain launched.Aug 3, 2026
    Sovereign AI Needs Sovereign Memory: Research on organizational ownership of agentic memory.Jul 29, 2026
    Markets
    • Engineering teams
    • Enterprise AI adopters
    • Regulated industries

    AI Tools by Memco Labs

    (1)
    View Memco
    Memco tool icon

    Memco

    Shared Memory Platform for AI Agents

    Agent MemoryAgent FrameworksAI Coding Asst.

    Discussions

    No discussions yet

    Be the first to start a discussion about Memco Labs

    Latest News

    08/03/2026

    Memory for Knowledge Work: Spark's new Knowledge Work domain launched.

    memco.ai
    07/29/2026

    Sovereign AI Needs Sovereign Memory: Research on organizational ownership of agentic memory.

    memco.ai
    07/27/2026

    Learning on the Job: Research showing agents learn from existing feedback.

    memco.ai
    04/17/2026

    The Limitations of Markdown for Agent Memory.

    memco.ai

    Products & Services

    1
    Spark
    2025

    Shared memory layer for AI agents that connects via MCP and makes knowledge cumulative across teams and agents.

    Market Position

    Memco differentiates itself by providing an 'active memory' layer that enables runtime reinforcement learning, as opposed to static RAG or simple context window caching. It claims significant performance lifts (2.6x success rate) and cost reductions.

    Leadership

    Founders

    ST

    Scott Taylor

    Co-founder & CEO. Former Global Head of AI Products at AIG Investments ($320B AUM); previously CEO at miDrive, CPO at Livedrive, and founding director at Simba Sleep.

    VT

    Valentin Tablan

    Co-founder & CTO. Former Lead Scientist for Amazon Alexa; 20+ years in AI. Previously Chief AI Officer at Ieso Digital Health where he created Velora, a clinically validated generative-AI therapy agent.

    KB

    Kristoffer Bernhem

    Co-founder & Principal AI Engineer. Previously at Sana and Legora. Expert in retrieval, ranking, and reflection layers for AI systems.

    Executive Team

    ST

    Scott Taylor

    Co-founder & CEO

    Former Global Head of AI Products at AIG Investments.

    VT

    Valentin Tablan

    Co-founder & CTO

    Former Lead Scientist for Amazon Alexa; 20+ years in AI.

    Founding Story

    Memco was founded to bridge the gap between ephemeral AI agent sessions and persistent organizational knowledge. The founders aimed to create a 'cognitive core' where agents can learn from human corrections and each other's experiences in real-time.

    Business Model

    Revenue Model

    Subscription-based (SaaS and Enterprise)

    Pricing Tiers

    Builder
    Free

    For individuals. Includes public memory and MCP tool support.

    Teams
    $599/user/year

    Private team memory across repos, tools, and agents. Free for up to 4 users.

    Enterprise
    Custom

    Managed tenant, VPC, or on-prem deployment. SOC 2 Type II, RBAC, and UK/EU residency.

    Target Markets

    Industries & Segments
    • Engineering teams
    • Enterprise AI adopters
    • Regulated industries
    Use Cases
    • AI-assisted software engineering
    • Automated knowledge management
    • Enterprise agentic workflows
    • Regulated industry data sovereignty
    Notable Customers
    • Microsoft
    • Stack Overflow
    • CodeRabbit

    Quick Facts

    Headquarters
    London, UK
    Founded
    2025
    Entity Type
    Inc.
    Employees
    10
    Investors
    Nazaré Ventures, Moonsong Labs
    Office Locations
    London
    San Francisco
    Stockholm

    Funding History

    Seed
    April 2026
    Nazaré Ventures
    Incubation
    2025
    Moonsong Labs

    History & Milestones

    February 17, 2026

    Published ROI analysis showing Spark shared memory reduces agent costs by 40%.

    April 1, 2026

    Secured funding round with participation from Nazaré Ventures.

    July 2026

    SOC 2 Type II compliance audit in progress.

    August 3, 2026

    Launched Knowledge Work domain for Spark.

    2025

    Company founded as The Memory Company (Memco).

    Key Capabilities

    6
    Model-agnostic and IDE-agnostic
    Hybrid retrieval (vector + bm25 + trust)
    Trust modelling (bayesian decay)
    Memory synthesis, deduplication, and pruning
    Private and public memory scopes
    MCP (Model Context Protocol) integration

    Integrations & Partnerships

    Platform Integrations

    • Claude Code
    • Cursor
    • Windsurf
    • Zed
    • JetBrains
    • VS Code
    • Jira
    • Confluence

    Key Partnerships

    Microsoft
    Stack Overflow
    CodeRabbit

    Connect

    Website
    memco.ai

    AI Topics

    3

    Memco Labs focuses on these topics:

    Agent Memory(1)
    Agent Frameworks(1)
    AI Coding Assistants(1)
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