PulseGatePost-LLM software, agents & workflows market (since 2022)
Coverage
171,317

Apps indexed

 

Freshness
17 min ago

Last update

 

Cadence
1,059/day

7-day average

Indexed today: 332

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
BM
Bge M3
Visit ↗
  1. Home/
  2. Foundation models & chat/
  3. Bge M3
←Back to results
BM

Bge M3

huggingface.co·Infrastructure

bge-m3-GGUF is a quantized text embedding model distributed in GGUF format for efficient local inference. It is designed for feature extraction and retrieval tasks, allowing users to generate embeddings without cloud dependencies. Ideal for machine learning engineers seeking open-source, local solutions.

Open SourceApache-2.0
CLISelf-hosted
B
Bge M3 preview
Visit huggingface.co↗
⭐3.4k
stars
🍴640
forks
✓5
features
📅2022
since

Overview

5 features

Bge M3 sits in PulseGate's Foundation models & chat category. It focuses on enabling efficient local text embedding and retrieval without relying on cloud APIs. Bge M3 is an open-source project aimed at machine learning engineers. The project is open source (Apache-2.0). The product ships for the command line, and it can be self-hosted.

Behind Bge M3 is SmartTasks.cloud, and the product first shipped in 2022. The project is developed in the open on GitHub with 3.4k stars and 382 commits in the last 90 days. Across PulseGate's embedding index, Bge M3 has few near neighbours, marking it as relatively distinct. Among its 5 catalogued features are feature extraction, embeddings, and quantized model.

  • ✓Feature extraction
  • ✓Embeddings
  • ✓Quantized model
  • ✓Local inference
  • ✓Retrieval tasks

Tags

quantized-embeddingslocal-inferencefeature-extractionretrieval-modelgguf-format

AI capabilities

TextInference: LocalWeights: Open

Built with & integrations

Framework
fastapi
Hosting
aws
AI providers
local_ossopenaicohere
Runs on
CLISelf-hosted

Trust & compliance

LicenseApache-2.0
Verified signals
✓ HTTPS✓ Privacy Policy✓ Terms of Service✓ Open Source✓ Free tier✓ Active maintenance
Legal
Privacy Policy →Terms of Service →

Recent events

Latest indexed changes and source events

  1. IndexedJul 14, 7:42 PM

    smarttasks/bge-m3-GGUF discovered by the PulseGate indexer

    Source: PulseGate indexerOpen ↗

Frequently asked questions about Bge M3

What is Bge M3?
Bge M3 focuses on enabling efficient local text embedding and retrieval without relying on cloud APIs. It is catalogued under Foundation models & chat on PulseGate.
Who should use Bge M3?
Bge M3 is an open-source project built for machine learning engineers.
Does Bge M3 have a free plan?
Yes — Bge M3 is open source under the Apache-2.0 license and free to use.
What platforms does Bge M3 run on?
Bge M3 runs on the command line. It can also be self-hosted.
Is Bge M3 still active?
PulseGate's automated liveness checks currently classify Bge M3 as active. The GitHub repository shows 382 commits in the last 90 days.
What tools are similar to Bge M3?
Similar tools tracked by PulseGate include Bge Small En, Bge M3 Matryoshka, and Qwen3 4B.Bge Small EnBge M3 MatryoshkaQwen3 4B
Who develops Bge M3?
Bge M3 is developed by SmartTasks.cloud.
How long has Bge M3 been around?
Bge M3 first shipped in 2022.

At a glance

Pricing
Open Source
Platforms
Cli
Languages
English
License
Apache-2.0
First seen
May 5, 2022
Activity
🟢 Active
Status
🟢 Active
Built for
machine learning engineers
Model
Open source
Solves
Enabling efficient local text embedding and retrieval without relying on cloud APIs.

Developer

SmartTasks.cloud
Community-driven

Open source

⭐ Stars
3,356
🍴 Forks
640
Open issues
289
Last commit
today
Commits 90d
382
Contributors
296
Authorship
Community-driven
Default branch
main
Latest release
2.18.2 · today

PulseGate index

Confidence
High · 93
Indexed
Jul 14, 2026
Lifecycle
Alive
Activity
Active
First seen
May 2022
Last seen
today
Freshness
Unknown
Identity audit (9)
Entity ID
cmrl2601y0rv0jcp3ommo0z3x
Slug
smarttasks-bge-m3-gguf-huggingface-co
Verification state
Indexed for public listing
Claim / listing state
Unclaimed · listed: yes
Index status
Included in index
Latest evidence snapshot
Jul 14, 2026
Timeline basis
Indexed-at chronology (no inferred launch/funding milestones).
Last updated
Jul 14, 2026
Canonical URL
https://huggingface.co/smarttasks/bge-m3-GGUF

Similar apps

Other apps tracked under the same category.

  • Bge Small En
    huggingface.co
  • Bge M3 Matryoshka
    huggingface.co
  • Qwen3 4B
    huggingface.co
  • Mxbai Embed Large
    huggingface.co
  • Qwen3 1.7B
    huggingface.co
  • Hy3
    huggingface.co