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mandol

PyPI·Infrastructure

Mandol is a memory system for AI agents that supports hierarchical storage, episodic recall, and entity-relation based retrieval using knowledge graphs. It helps large language model agents maintain coherent context and retrieve relevant information across long interactions. Designed for developers building advanced autonomous agents.

Open SourceApache-2.0CLI
Visit PyPI↗
50stars
4forks
4features
2026since

Overview

4 features

In the AI & ML space, mandol takes a focused approach. It focuses on providing structured, long-term memory and advanced retrieval capabilities to AI agents. It is built as an open-source project for AI developers. mandol is open source under the Apache-2.0 license. mandol is available on the command line.

It is developed by AgentCombo, and it first shipped in 2026. Development happens publicly on GitHub with 50 stars and 25 commits in the last 90 days. Key capabilities include Hierarchical Retrieval, Episodic Memory, and Entity-Relation Retrieval.

Summary written by a language model from the project’s public pages.

  • ✓Hierarchical Retrieval
  • ✓Episodic Memory
  • ✓Entity-Relation Retrieval
  • ✓Knowledge Graph
Tags
agent-memoryrag-systemepisodic-memoryknowledge-graphllm-retrieval
AI capabilities
Text
Inference: Local

Built with & integrations

Framework
FastAPI
AI providers
openailocal_oss
Runs on
CLI

Trust & compliance

License
Apache-2.0
Verified signals
✓HTTPS✓Open Source✓Free tier✓GitHub · ★ 50✓Active maintenance

Indexing history

1

What PulseGate has recorded for this listing

  1. Indexed1 Aug · 17:19 UTC
    mandol verified against its public source
    Source: PulseGate · Open ↗

Frequently asked questions about mandol

What is mandol?
Mandol focuses on providing structured, long-term memory and advanced retrieval capabilities to AI agents. It is catalogued under AI & ML on PulseGate.
Who is mandol for?
mandol is an open-source project built for AI developers.
Does mandol have a free plan?
Yes — mandol is open source under the Apache-2.0 license and free to use.
What platforms does mandol run on?
mandol runs on the command line.
Is mandol still maintained?
The GitHub repository shows 25 commits in the last 90 days.
What projects are similar to mandol?
Similar projects tracked by PulseGate include Cliprise, chi-ai, and AI DocuChat.Cliprisechi-aiAI DocuChat
Who makes mandol?
mandol is developed by AgentCombo.
When did mandol launch?
mandol first shipped in 2026.

At a glance

Platforms
Cli
Languages
English
Open source
Yes · ★ 50
License
Apache-2.0
First seen
1 Aug 2026
Built for
AI developers
Model
Open source
Solves
Providing structured, long-term memory and advanced retrieval capabilities to AI agents.

Registered as

GitHub
AgentCombo/Mandol
PyPI
mandol

Developer

AgentCombo
Small team
↗ GitHub

Open source

View on GitHub →
Stars
50
Forks
4
Open issues
0
Last commit
1 Aug 2026
Commits 90d
25
Contributors
2
Authorship
Small team
Default branch
main

Live coverage

Identity confidence
Low · 64
Indexed
1 Aug 2026
Lifecycle
Alive
First seen
Aug 2026
Last seen
1 Aug 2026
Identity audit (13)
Slug
mandol-pypi-org
Lifecycle state recorded
1 Aug 2026
Verification state
Indexed for public listing
Listing state
Listed: yes
Index status
Included in index
Latest evidence snapshot
1 Aug 2026
Timeline basis
Indexed-at chronology (no inferred launch/funding milestones).
Name from
Written by a language model from the project's public pages.
Category from
Assigned by a language model.
Summary from
Written by a language model from public pages.
Languages from
Detected by a language model from page content.
Last updated
3 Aug 2026
Canonical URL
https://pypi.org/project/mandol

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