PulseGatePost-LLM software, agents & workflows market (since 2022)
Coverage
169,177

Apps indexed

 

Freshness
32 min ago

Last update

 

Cadence
1,540/day

7-day average

Indexed today: 1,221

PulseGate

Market catalog for public software products, models, infra, and workflow tools.

Software is shipping faster than ever, and a growing share of it lives outside the official app stores. PulseGate is a free public catalog — built for builders, analysts, and everyday users.

Platform

  • All Apps
  • Categories
  • Industry Updates
  • Data Sources
  • Coverage Rules
  • Glossary
  • Embed Widget

Support

  • Help Center
  • Submit a Project
  • Report an Issue

Company

  • About
  • Press & Data
  • Contact
  • Platform Status

Legal

  • Privacy
  • Terms
  • Disclaimer

© 2026 PulseGate. Operated by Dymaxio s.r.o., Prague, Czech Republic.·

All systems operational
PulseGate
CR
crumb-context
Visit ↗
  1. Home/
  2. Other AI/
  3. crumb-context
←Back to results
C

crumb-context

pypi.org·Infrastructure

crumb-context is an open-source CLI tool designed for AI developers to manage context routing for AI agents. It ensures that exact facts remain precise while older or less relevant context is handled more efficiently, optimizing prompt engineering and agent memory for large language models.

Open SourceMIT
CLI
C
Visit PyPI↗

Overview

5 features

In the Other AI space, crumb-context takes a focused approach. It focuses on ensuring accurate and efficient context management for AI agents by routing exact and stale information appropriately. It is built as an open-source project for AI developers. crumb-context is open source under the MIT license. It runs on the command line.

Behind crumb-context is XioAISolutions, and the product first shipped in 2026. Development happens publicly on GitHub with 14 commits in the last 90 days. PulseGate's similarity index finds few close equivalents — crumb-context occupies a relatively distinct niche. Key capabilities include context routing, prompt caching, and token optimization.

  • ✓Context routing
  • ✓Prompt caching
  • ✓Token optimization
  • ✓Agent memory
  • ✓Safety-first design

Tags

context-routingagent-memoryprompt-cachingllmopstoken-optimization

AI capabilities

TextWeights: Open

Built with & integrations

Runs on
CLI

Trust & compliance

LicenseMIT
Verified signals
✓ HTTPS✓ Open Source✓ Free tier✓ GitHub✓ Active maintenance

Recent events

Latest indexed changes and source events

  1. IndexedJul 12, 9:55 PM

    crumb-context discovered by the PulseGate indexer

    Source: PulseGate indexerOpen ↗

Frequently asked questions about crumb-context

What does crumb-context do?
Crumb-context focuses on ensuring accurate and efficient context management for AI agents by routing exact and stale information appropriately. It is catalogued under Other AI on PulseGate.
Who is crumb-context for?
crumb-context is an open-source project built for AI developers.
Is crumb-context free?
Yes — crumb-context is open source under the MIT license and free to use.
What platforms does crumb-context run on?
crumb-context runs on the command line.
Is crumb-context still maintained?
PulseGate's automated liveness checks currently classify crumb-context as active. The GitHub repository shows 14 commits in the last 90 days.
What are alternatives to crumb-context?
Similar tools tracked by PulseGate include crumbs-cli, rm-contextos, and Contextium.crumbs-clirm-contextosContextium
Who makes crumb-context?
crumb-context is developed by XioAISolutions.
When did crumb-context launch?
crumb-context first shipped in 2026.

At a glance

Platforms
Cli
Languages
English
Open source
Yes (GitHub)
License
MIT
First seen
Jul 12, 2026
Activity
🟢 Active
Status
🟢 Active
Built for
AI developers
Model
Open source
Solves
Ensuring accurate and efficient context management for AI agents by routing exact and stale information appropriately.

Developer

XioAISolutions
Solo developer
↗ GitHub

Open source

View on GitHub →
⭐ Stars
0
🍴 Forks
0
Open issues
1
Last commit
today
Commits 90d
14
Contributors
1
Authorship
Solo
Default branch
main
Latest release
v0.1.0 · today

PulseGate index

Confidence
Low · 64
Indexed
Jul 12, 2026
Lifecycle
Alive
Activity
Active
First seen
Jul 2026
Last seen
today
Freshness
Unknown
Identity audit (9)
Entity ID
cmric1nyl000jftqerfqaokmm
Slug
crumb-context-pypi-org
Verification state
Indexed for public listing
Claim / listing state
Unclaimed · listed: yes
Index status
Included in index
Latest evidence snapshot
Jul 12, 2026
Timeline basis
Indexed-at chronology (no inferred launch/funding milestones).
Last updated
Jul 12, 2026
Canonical URL
https://pypi.org/project/crumb-context

Similar apps

Other apps tracked under the same category.

  • crumbs-cli
    pypi.org
  • rm-contextos
    pypi.org
  • Contextium
    contextium.ai
  • crespo
    pypi.org
  • foldcrumbs
    pypi.org
  • crumb-kit
    pypi.org