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Octopoda-OS MCP Server

RyjoxTechnologies/Octopoda-OS

Score: 54.3 Rank #11141 Agent Framework
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The open-source memory and observability layer for AI agents — persistent memory, loop detection, hash-chained audit trails, and a live dashboard, automatic on pip install.

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Overview

RyjoxTechnologies/Octopoda-OS is a Python tool. The open-source memory and observability layer for AI agents — persistent memory, loop detection, hash-chained audit trails, and a live dashboard, automatic on pip install. Topics: ai-agents, ai-memory, autogen, crewai, knowledge-graph, langchain, mcp, memory-engine, openai, persistent-memory, python, semantic-search, agent-framework, crash-recovery, developer-tools, llm-agents, loop-detection, mcp-server, multi-agent, observability.

Ranked #11141 out of 24846 indexed tools.

Ecosystem

Python NOASSERTION
ai-agentsai-memoryautogencrewaiknowledge-graphlangchainmcpmemory-engineopenaipersistent-memorypythonsemantic-searchagent-frameworkcrash-recoverydeveloper-toolsllm-agentsloop-detectionmcp-servermulti-agentobservability

Score Breakdown

StarsFreshnessIssue HealthContributorsDependents
Stars 15% 486

486 stars → growing community

Freshness 25% 3mo ago

Last commit 3mo ago → stale

Issue Health 25% 55%

16/29 issues closed → decent issue management

Contributors 10% 5

5 contributors → small team

Dependents 25% 0

No dependents → no downstream usage

npm Downloads N/A
PyPI Downloads N/A
Forks 65
Description Detailed
License NOASSERTION

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

How to Improve

License low impact

Add an MIT or Apache-2.0 license to signal trust and enable adoption

Freshness high impact

Last commit was 119 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

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AgentRank score for RyjoxTechnologies/Octopoda-OS
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Matched Queries

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From the README

<h1 align="center">🐙 Octopoda</h1>

<p align="center">
  <strong>The open-source memory and observability layer for AI agents.</strong><br />
  Persistent memory, loop detection, audit trails, and a live dashboard — automatic on <code>pip install</code>.
</p>

<p align="center">
  <a href="https://pypi.org/project/octopoda/"></a>
  <a href="https://pypi.org/project/octopoda/"></a>
  <a href="https://github.com/RyjoxTechnologies/Octopoda-OS/actions/workflows/ci.yml"></a>
  <a href="https://github.com/RyjoxTechnologies/Octopoda-OS/actions/workflows/smoke.yml"></a>
  <a href="LICENSE"></a>
  <a href="https://www.python.org/downloads/"></a>
  <a href="https://github.com/RyjoxTechnologies/Octopoda-OS/stargazers"></a>
</p>

<p align="center">
  <a href="https://octopodas.com"><b>Website</b></a> ·
  <a href="https://octopodas.com/docs"><b>Docs</b></a> ·
  <a href="https://octopodas.com/dashboard"><b>Dashboard</b></a> ·
  <a href="#quick-start"><b>Quick start</b></a> ·
  <a href="#mcp-server"
Read full README on GitHub →

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