$npx skillfedfor your agent

agent-framework-mem0

Mem0 integration for Microsoft Agent Framework.

With conditionsPyPI Application FrameworksReleased Aug 2026569.0K downloads / mopermissive licensePure Python

Decision gist · record as of 2026-08-14

pure-Python wheel — agent_framework_mem0-1.0.0b260813-py3-none-any.whl
v1.0.0b260813 · released 2026-08-14 · Python >=3.10 · 2 runtime deps: agent-framework-core, mem0ai

Yes, if you are building agents with Microsoft Agent Framework and need persistent memory across sessions. The package is actively maintained, has low install friction, carries a permissive MIT license, and integrates cleanly with agent-framework-core and mem0ai. Beta status is appropriate for a fresh integration; monitor for API changes as it stabilizes.AI-flagged interpretation of the facts on this page — verify before relying

Before you install

  • Requires Python >= 3.10.
  • Mem0 API key required to use the provider.
  • Retrieval scope must be explicitly set (search_user_id, search_agent_id, or search_application_id) or no memories will be retrieved.

License · maintenance · safety

permissive license (permissive) — MIT license (permissive) means you can use, modify, and distribute this package with minimal restrictions, provided you include the license notice.

last release 2026-08-14 (0 days) · last repo commit 2026-08-14 · 12,804 stars

0 known vulnerabilities (OSV.dev, 2026-08-14) · 568,979 downloads/mo, #5,963 on PyPI

Verify before relying

pip install agent-framework-mem0 --pre

from agent_framework.mem0 import Mem0ContextProvider

provider = Mem0ContextProvider(
    api_key="your-key",
    user_id="user-id",
    search_user_id="user-id",
)
  • Whether the Platform client (AsyncMemoryClient) is required for application_id scoping, or if OSS AsyncMemory client suffices for typical use cases.
  • Performance characteristics and memory storage limits when operating at scale across many users or agents.
  • Whether telemetry can be re-enabled after import or only before importing the module.
Same gist for agents: .md · .json

What it is and what it does

This package bridges Mem0's persistent memory service into Microsoft Agent Framework, allowing agents to maintain state across conversations. It provides a context provider that stores and retrieves memories scoped by application, agent, and user identifiers, enabling agents to learn and recall user preferences and conversation history across different sessions and threads.

The package is a thin integration layer built on top of agent-framework-core and mem0ai. It handles memory scoping (separating write scope from retrieval scope) and offers configuration for both Platform and open-source Mem0 clients. Telemetry is disabled by default but can be enabled via environment variable before import.

Use it for

  • Build a customer support agent that remembers each user's past issues and preferences across multiple conversations.
  • Create a personal assistant agent that learns and recalls user habits, preferences, and context over weeks or months.
  • Develop multi-turn conversational agents where context from earlier threads informs responses in new sessions.
  • Implement per-user or per-agent memory isolation in a multi-tenant agent deployment.
  • Prototype agent memory features quickly using the Mem0 service without building custom persistence logic.

Worth the install?

AI-flagged interpretation of the facts on this page. Verify before relying on it.

With conditions

Yes, if you are building agents with Microsoft Agent Framework and need persistent memory across sessions.

The package is actively maintained, has low install friction, carries a permissive MIT license, and integrates cleanly with agent-framework-core and mem0ai. Beta status is appropriate for a fresh integration; monitor for API changes as it stabilizes.

Install

agent-framework-mem0 on PyPI

Before you install

Fresh release (0 days old) from an active Microsoft repository with 12804 stars. Low install friction with only two runtime dependencies. Beta status (Development Status :: 4) signals the package is still stabilizing.

Requires Python >= 3.10. Mem0 API key required to use the provider. Retrieval scope must be explicitly set (search_user_id, search_agent_id, or search_application_id) or no memories will be retrieved.

License in practice

MIT license (permissive) means you can use, modify, and distribute this package with minimal restrictions, provided you include the license notice.

Quickstart

pip install agent-framework-mem0 --pre

from agent_framework.mem0 import Mem0ContextProvider

provider = Mem0ContextProvider(
    api_key="your-key",
    user_id="user-id",
    search_user_id="user-id",
)

Verify before relying

  • Whether the Platform client (AsyncMemoryClient) is required for application_id scoping, or if OSS AsyncMemory client suffices for typical use cases.
  • Performance characteristics and memory storage limits when operating at scale across many users or agents.
  • Whether telemetry can be re-enabled after import or only before importing the module.

Package facts

Licensepermissive license permissive
Python supportSupports the current Python release >=3.10
Install frictionLow. Pure-Python wheel
Runtime dependencies
2 packages
agent-framework-coremem0ai
MaintenanceActively maintained 0 days since the last release
Last repo commit
First released
Downloads568,979 / month, #5,963 on PyPI 30-day window, as of 2026-08-14
Known vulnerabilitiesNone known OSV.dev, checked 2026-08-14
Classifiers
Development Status :: 4 - BetaIntended Audience :: DevelopersLicense :: OSI Approved :: MIT LicenseProgramming Language :: Python :: 3Programming Language :: Python :: 3.10Programming Language :: Python :: 3.11Programming Language :: Python :: 3.12Programming Language :: Python :: 3.13Programming Language :: Python :: 3.14Typing :: Typed

Evidence: agent_framework_mem0-1.0.0b260813-py3-none-any.whl

Tags

Capabilities
agent memory persistencemem0 integrationagent framework context providerpersistent conversation memoryuser preference memory for agentsmulti-session agent memoryagent framework mem0
Topics
agent-frameworkmemory-persistencemem0-integration

Let your AI agent find packages like this

Example. Real query, live index.

You found this page by searching. An agent finds it by wishing: SkillFed indexes 14,416 PyPI packages by what they can do, searchable in plain language.

wish › “agent memory persistence”

Give your agent the search over MCP, or paste the wish link into any chat.

More Application Frameworks packages

fastapi Worth it
PyPI · Software Development · released Jul 2026

FastAPI is a Python web framework for building REST APIs using type hints, with automatic request validation, serialization, and interactive API documentation.

MITpure Python · 3.10+
568.6Mdownloads / mo
annotated-doc With conditions
PyPI · Software Development · released Jul 2026

Provides a way to document function parameters, class attributes, return types, and variables inline using Python's `Annotated` type hint syntax instead of traditional docstrings.

MITpure Python · 3.9+
456.2Mdownloads / mo
textual Worth it
PyPI · Application Frameworks · released Jun 2026

Textual is a Python framework for building cross-platform user interfaces that run in the terminal or web browser using a modern, component-based API.

Install it if you're developing CLI tools, dashboards, or interactive terminal applications.

MITpure Python
443.6Mdownloads / mo
typer Worth it
PyPI · Software Development · released Aug 2026

Typer builds command-line applications from Python functions using type hints, automatically generating help text, argument parsing, and shell completion.

Install it if you are building CLIs in Python.

MITpure Python · 3.10+
369.3Mdownloads / mo
mcp Worth it
PyPI · Application Frameworks · released Jul 2026

Build and connect to Model Context Protocol servers that expose tools, resources, and prompts to LLM applications over stdio, HTTP, or SSE transports.

Install it if you need to build or connect to servers.

MITpure Python · 3.10+
319.3Mdownloads / mo
Werkzeug Worth it
PyPI · Application Frameworks · released Apr 2026

Werkzeug is a WSGI utility library providing request/response objects, URL routing, an interactive debugger, HTTP utilities, and a development server for building web applications.

BSD-3-Clausepure Python · 3.9+
268.1Mdownloads / mo

See also agent-framework-azure-ai · agent-framework-redis · hindsight-api-slim · mem0ai · memori · langmem · memsearch · mindroom · agent-framework-azurefunctions · microsoft-agents-a365-runtime

Further reading