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folkway
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folkway

PyPI·Infrastructure

folkway is an open-source Python package that provides stigmergic memory for AI agents, allowing knowledge learned by one agent to be shared and remembered by others. It is designed for developers building multi-agent systems that require persistent, organizational memory. The package supports integration with the Model Context Protocol (MCP).

Open SourceMIT
CLISelf-hosted
F
Visit PyPI↗

Overview

5 features

In the Frameworks & SDKs space, folkway takes a focused approach. It focuses on enabling AI agents to share and retain learned information across multiple agents for improved collaboration. It is built as an open-source project for AI agent developers. folkway is open source under the MIT license. folkway is available on the command line, and it can be self-hosted.

folkway first shipped in 2026. Key capabilities include stigmergic memory, agent collaboration, and organizational memory. It exposes integrations via an MCP server. folkway is currently in beta.

  • ✓Stigmergic memory
  • ✓Agent collaboration
  • ✓Organizational memory
  • ✓MCP integration
  • ✓Python support

Tags

stigmergic-memoryagent-frameworkorganizational-memorypython-packagemcp-support

Built with & integrations

Connectors
MCP
Runs on
CLISelf-hosted

Trust & compliance

LicenseMIT
Verified signals
✓ HTTPS✓ Open Source✓ Free tier

Recent events

Latest indexed changes and source events

  1. IndexedJul 15, 10:03 PM

    folkway verified by the PulseGate indexer

    Source: PulseGate indexerOpen ↗

Frequently asked questions about folkway

What does folkway do?
Folkway focuses on enabling AI agents to share and retain learned information across multiple agents for improved collaboration. It is catalogued under Frameworks & SDKs on PulseGate.
Who is folkway for?
folkway is an open-source project built for AI agent developers.
Is folkway free?
Yes — folkway is open source under the MIT license and free to use.
What platforms does folkway run on?
folkway runs on the command line. It can also be self-hosted.
Is folkway still maintained?
PulseGate's liveness checks currently classify folkway as active.
What are alternatives to folkway?
Similar tools tracked by PulseGate include forgememo, observational-memory, and forgemem.forgememoobservational-memoryforgemem
When did folkway launch?
folkway first shipped in 2026.
Is folkway open source?
Yes — folkway is open source under the MIT license.

At a glance

Platforms
Cli
Languages
English
License
MIT
First seen
Jul 15, 2026
Activity
🟢 Active
Status
🟡 Beta
Built for
AI agent developers
Model
Open source
Solves
Enabling AI agents to share and retain learned information across multiple agents for improved collaboration.

Developer

Vstorm

Live coverage

Confidence
Low · 64
Indexed
Jul 15, 2026
Lifecycle
Alive
Activity
Active
First seen
Jul 2026
Last seen
6d ago
Identity audit (9)
Entity ID
cmrmmn80a0001daglj10my3hh
Slug
folkway-pypi-org
Verification state
Indexed for public listing
Claim / listing state
Unclaimed · listed: yes
Index status
Included in index
Latest evidence snapshot
Jul 15, 2026
Timeline basis
Indexed-at chronology (no inferred launch/funding milestones).
Last updated
Jul 15, 2026
Canonical URL
https://pypi.org/project/folkway

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  • forgememo
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  • observational-memory
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  • forgemem
    pypi.org
  • dory-memory
    github.com
  • furoshiki
    pypi.org
  • fluctlightdb
    pypi.org