Built something? We create video reels & spotlights for GitHub projects.Promote your project →
tigerless-labs
Home / Python / agent-memory

tigerless-labs/agent-memory

Long-term memory runtime for AI agents — plain Markdown as the source of truth, local ranked retrieval, and an independent sleep-time Manage layer. Claude Code and Codex share one store. No API key.

Python ◇ agent-memory MIT
★1.3KSTARS
⑂80FORKS
!10ISSUES
🏆#2,313GLOBAL RANK
🔥6DAYS TRENDING
🚀
Maintainer Growth Kit for agent-memory

Claim this project, add your verified backlink badge to your README, and download milestone cards.

Claim Repo

Star History

Continuous Observations
Interactive star growth chart for tigerless-labs/agent-memory
CSV

Momentum

+33

STARS · LAST 30 DAYS

1

PER DAY

#296

MOST-STARRED Python

Window7 days30 days90 days
Stars gained+7+33+90
Per day111
Forks gained+1+3+10

agent-memory gained 33 stars in the last 30 days, about 1 a day, and now has 1.3K. It is about 1 year old and has averaged roughly 1.3K stars a year. It ranks #296 among Python repositories and #2,313 across all languages on GitHubRepo.

Trending Record

agent-memory has maintained a continuous presence across global trending indexes, peaking at #28. Below is the 30-day activity profile:

💡 Overview

agent-memory is an open-source project written in Python: Long-term memory runtime for AI agents — plain Markdown as the source of truth, local ranked retrieval, and an independent sleep-time Manage layer. Claude Code and Codex share one store. No API key.

Engineered for speed, consistency, and developer ease, it solves common hurdles in agent-memory, ai-agents, claude-code. It provides clear interfaces, comprehensive configuration options, and seamless integration with existing tools across the modern development stack.

⚡ Key Features

1

Optimized execution pipeline written in Python for predictable speed.

2

Zero-friction configuration with comprehensive sensible defaults out of the box.

3

Cross-platform runtime support across Linux, macOS, and Windows environments.

4

Strong typing and modular architecture designed for easy extension and maintainability.

5

Standardized CLI and API interfaces for smooth integration into CI/CD workflows.

6

Active community maintenance with regular dependency updates and security patches.

📥 Installation

terminal
$ pip install agent-memory

⚙ System Requirements

Platforms

  • • macOS
  • • Linux
  • • Windows

Runtime & Dependencies

Python >= 3.9, pip, virtualenv

Architecture

x86_64, ARM64 (Apple Silicon & Graviton)

🧠 How It Works

agent-memory coordinates its core functionality through a modular Python pipeline. It parses configuration parameters, validates inputs, and resolves dependencies asynchronously. By minimizing runtime overhead and keeping allocations localized, it delivers predictable performance in both local development environments and automated production workloads.

🎯 Production Use Cases

Autonomous AI Agents

Orchestrate intelligent workflows and tool-calling routines with agent-memory.

Model Inference & Prompting

Integrate fast, local or cloud-hosted generative AI models directly into production code.

Context Memory & RAG

Augment language models with dynamic vector retrieval and structured project memory.

Developer Productivity

Automate repetitive engineering tasks, code generation, and test creation using AI agents.

🚀 Getting Started

1

Install agent-memory using your package manager: `pip install agent-memory`

2

Initialize your project workspace or configuration file for agent-memory.

3

Import agent-memory into your codebase or invoke it directly from your terminal.

4

Execute your test suite or run `agent-memory --help` to verify successful setup.

👍 Strengths

Active community backing with 965 GitHub stars and verified adoption.
Permissive open-source distribution under the MIT license.
Built in Python for high execution speed and developer familiarity.
Cross-platform compatibility across modern Linux, macOS, and Windows environments.
Clean modular design allowing flexible configuration and pipeline integration.

⚠️ Considerations

Requires familiarity with Python and modern CLI workflows.
Ecosystem extensions may require manual configuration depending on environment constraints.
Active development roadmap means breaking API changes may occur across major versions.

⇄ Alternatives & Direct Competitors

P
public-apis/public-apis ★ 483.8K Python

A collective list of free APIs

Compare ↗
F

:books: Freely available programming books

Compare ↗
P

Curated list of project-based tutorials

Compare ↗
H
NousResearch/hermes-agent ★ 249.1K Python

The agent that grows with you

Compare ↗

👥 Who Should Use This

Developers and engineering teams building with Python, seeking reliable, tested, and actively maintained tooling for production workloads.

🏆 Nearby in the Rankings

tigerless-labs/agent-memory is currently ranked #2,313 by stars across every repository tracked on GitHubRepo. These are adjacent projects:

RankRepositoryLanguageStarsAction
#2,308 AvdLee/Diagnostics Swift ★ 1.3K Compare ↗
#2,309 Muesli-HQ/muesli Swift ★ 1.3K Compare ↗
#2,310 code-golf/code-golf Go ★ 1.3K Compare ↗
#2,311 arkflow-rs/arkflow Rust ★ 1.3K Compare ↗
#2,312 moonshine-software/moonshine PHP ★ 1.3K Compare ↗
#2,313 tigerless-labs/agent-memory This Project Python ★ 1.3K
#2,314 flareteam/flare-engine C++ ★ 1.3K Compare ↗
#2,314 s2b-dev/smart-second-brain TypeScript ★ 1.3K Compare ↗
#2,316 marcosnils/bin Go ★ 1.3K Compare ↗
#2,317 supabase/supabase-swift Swift ★ 1.3K Compare ↗
#2,318 firebase/firebase-admin-go Go ★ 1.3K Compare ↗

Frequently Asked Questions

What does agent-memory do? +

Long-term memory runtime for AI agents — plain Markdown as the source of truth, local ranked retrieval, and an independent sleep-time Manage layer. Claude Code and Codex share one store. No API key.

What language is agent-memory written in? +

The primary language is Python. Topics include: agent-memory, ai-agents, claude-code, codex, llm.

Is agent-memory actively maintained? +

Yes, the last recorded push was on Sep 25, 2026 with 10 open issues being tracked.

How many stars does agent-memory have? +

agent-memory has 1,300 stars and 80 forks on GitHub.

How does agent-memory rank among GitHub repositories? +

With 1,300 stars, tigerless-labs/agent-memory is ranked #2,313 globally across all repositories tracked on GitHubRepo and #296 among Python projects.

What license is agent-memory distributed under? +

The repository reports a MIT license. Always verify the repository LICENSE file for legal terms.

From our network
FOR MAINTAINERS

Built something? Put it in front of millions of developers.

We make a short reel about your project and post it across YouTube, Instagram, Threads, and X. Send a link, we do the rest.