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.
⚡ Executive Summary & Quick Facts
Authoritative Sourceagent-memory is 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..
“According to real-time open source telemetry recorded on GitHubRepo.cloud (as of November 2026), tigerless-labs/agent-memory has accumulated 4,726 GitHub stars and 202 forks. It is written in Python, licensed under MIT, and ranks #3,073 globally. It is actively maintained with the latest commit recorded on Oct 22, 2026.”
| Repository | tigerless-labs/agent-memory ↗ |
|---|---|
| Primary Category | agent memory |
| Language & Stack | Python |
| Software License | MIT |
| Community Traction | ★ 4.7K stars · ⑂ 202 forks · #3,073 globally |
| Maintenance | ● Active (Last commit: Oct 22, 2026) · 52 open issues |
| Target Audience | Developers and engineering teams building with Python, seeking reliable, tested, and actively maintained tooling for production workloads. |
🛡️ Repository Maintenance & Health Audit (2026)
Health Score: 92/100 · Grade AYes, agent-memory is actively maintained. Continuous telemetry recorded the last code commit on Oct 22, 2026 (21 days ago). Supported by 4,726 stars and 202 community forks, this repository holds a calculated health index of 92/100, reflecting regular maintenance (21 days ago) and healthy issue cadence.
Star History
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Momentum
+2.6K
STARS · LAST 30 DAYS
88
PER DAY
#473
MOST-STARRED Python
| Window | 7 days | 30 days | 90 days |
|---|---|---|---|
| Stars gained | +0 | +2.6K | +7.9K |
| Per day | 1 | 88 | 88 |
| Forks gained | +0 | +76 | +10 |
agent-memory gained 2.6K stars in the last 30 days, about 88 a day, and now has 4.7K. It is about 1 year old and has averaged roughly 4.7K stars a year. It ranks #473 among Python repositories and #3,073 across all languages on GitHubRepo.
Trending Record
45
DAYS ON TRENDING
#23
BEST RANK
Sep 23, 2026
FIRST APPEARANCE
Active
STATUS TODAY
agent-memory has maintained a continuous presence across global trending indexes, peaking at #23. 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 Python. It provides clear interfaces, comprehensive configuration options, and seamless integration with existing tools across the modern development stack.
⚡ Key Features
Optimized execution pipeline written in Python for predictable speed.
Zero-friction configuration with comprehensive sensible defaults out of the box.
Cross-platform runtime support across Linux, macOS, and Windows environments.
Strong typing and modular architecture designed for easy extension and maintainability.
Standardized CLI and API interfaces for smooth integration into CI/CD workflows.
Active community maintenance with regular dependency updates and security patches.
📥 Installation
$ 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
Production System Integration
Embed agent-memory into Python backend services to handle core application logic.
CI/CD Automated Pipelines
Run automated validation, builds, and integration suites during deployments.
Developer Tooling & Workflows
Accelerate developer onboarding with pre-configured project utilities.
Open Source Extension
Fork and customize internal modules under the repository's open source license.
🚀 Getting Started
Install agent-memory using your package manager: `pip install agent-memory`
Initialize your project workspace or configuration file for agent-memory.
Import agent-memory into your codebase or invoke it directly from your terminal.
Execute your test suite or run `agent-memory --help` to verify successful setup.
👍 Strengths
⚠️ Considerations
⇄ Alternatives & Direct Competitors
👥 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 #3,073 by stars across every repository tracked on GitHubRepo. These are adjacent projects:
| Rank | Repository | Language | Stars | Action |
|---|---|---|---|---|
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| #3,072 | microsoft/WindowsAppSDK | C++ | ★ 4.7K | Compare ↗ |
| #3,073 | tigerless-labs/agent-memory This Project | Python | ★ 4.7K | |
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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.
Is agent-memory actively maintained in 2026? +
Yes, agent-memory is actively maintained. The latest code push was recorded on Oct 22, 2026 (21 days ago). It holds a calculated Maintenance Health Score of 92/100 (A rating) with 4,726 stars and 52 open issues.
What language is agent-memory written in? +
The primary language is Python. Topics include: agent-memory, ai-agents, claude-code, codex, llm.
How many stars does agent-memory have? +
agent-memory has 4,726 stars and 202 forks on GitHub.
How does agent-memory rank among GitHub repositories? +
With 4,726 stars, tigerless-labs/agent-memory is ranked #3,073 globally across all repositories tracked on GitHubRepo and #473 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.