Google PageRank for AI agents. 25,000+ tools indexed.

SodaMem MCP Server

SodaMem/SodaMem

Score: 48.5 Rank #21644 Agent Framework
[![AgentRank](https://agentrank-ai.com/api/v1/badge/SodaMem--SodaMem)](https://agentrank-ai.com/tool/SodaMem--SodaMem/?utm_source=badge&utm_medium=readme&utm_campaign=agentrank_badge)
Are you the maintainer of SodaMem/SodaMem? Claim this listing →

Agentic memory infra for AI agents

Add AgentRank to Claude Code Discover and compare tools like SodaMem/SodaMem — your AI finds the right one automatically
Get API Access →
claude mcp add agentrank -- npx -y agentrank-mcp-server

Overview

SodaMem/SodaMem is a Python tool licensed under Apache-2.0. Agentic memory infra for AI agents Topics: agent-memory, agent-memory-system, ai-agents, ai-agents-framework, knowledge-graph, llm, mcp, memory, python, rag, retrieval-augmented-generation, temporal-knowledge-graph.

Ranked #21644 out of 24846 indexed tools.

Ecosystem

Python Apache-2.0 4 pypi/wk
agent-memoryagent-memory-systemai-agentsai-agents-frameworkknowledge-graphllmmcpmemorypythonragretrieval-augmented-generationtemporal-knowledge-graph

Score Breakdown

StarsFreshnessIssue HealthContributorsDependents
Stars 15% 225

225 stars → growing community

Freshness 25% 2mo ago

Last commit 2mo ago → moderate activity

Issue Health 25% 62%

8/13 issues closed → decent issue management

Contributors 10% 2

2 contributors → solo project

Dependents 25% 0

No dependents → no downstream usage

npm Downloads N/A
PyPI Downloads 13% 4/wk

4 weekly installs → early adoption

Forks 4
Description Brief
License Apache-2.0

Weights: Freshness 20% · Issue Health 20% · Dependents 22% · Stars 10% · Contributors 8% · How we score →

How to Improve

Description low impact

Expand your description to 150+ characters for better discoverability

Freshness high impact

Last commit was 84 days ago — a recent commit would boost your freshness score

Dependents medium impact

No downstream dependents detected yet — adoption by other projects is the strongest trust signal

Badge all embed codes →

AgentRank score for SodaMem/SodaMem
[![AgentRank](https://agentrank-ai.com/api/v1/badge/SodaMem--SodaMem)](https://agentrank-ai.com/tool/SodaMem--SodaMem/?utm_source=badge&utm_medium=readme&utm_campaign=agentrank_badge)
<a href="https://agentrank-ai.com/tool/SodaMem--SodaMem/?utm_source=badge&utm_medium=readme&utm_campaign=agentrank_badge"><img src="https://agentrank-ai.com/api/v1/badge/SodaMem--SodaMem" alt="AgentRank"></a>

Embed Widget docs →

Embed a rich score widget on your site or blog.

<script src="https://agentrank-ai.com/embed.js" data-tool="SodaMem/SodaMem"></script>

Matched Queries

topic:mcp

From the README

<div align="center">

<picture>
  <source media="(prefers-color-scheme: dark)" srcset="https://raw.githubusercontent.com/SodaMem/SodaMem/main/docs/assets/logo-dark.webp">
  
</picture>

**A self-evolving, agentic memory layer for AI agents.**

Most memory systems store what you said and stop there — correct today, silently wrong the moment your life changes. SodaMem evolves alongside your agent: facts get superseded instead of overwritten, entity profiles rebuild on demand instead of drifting silently stale, and every answer still traces back to the exact turn it came from. Recall costs zero LLM calls, so the same question gets the same answer every time.

**English** · [简体中文](https://github.com/SodaMem/SodaMem/blob/main/docs/i18n/README.zh-CN.md) · [日本語](https://github.com/SodaMem/SodaMem/blob/main/docs/i18n/README.ja.md) · [한국어](https://github.com/SodaMem/SodaMem/blob/main/docs/i18n/README.ko.md) · [Français](https://github.com/SodaMem/SodaMem/blob/main/docs/i18n/README.fr.md) · [Esp
Read full README on GitHub →

Get the weekly AgentRank digest

Top movers, new tools, ecosystem insights — straight to your inbox.