beads vs LocalAI
beads and LocalAI share 6 technologies: net/http, SQLite, github.com/microcosm-cc/bluemonday, OpenTelemetry, go.opentelemetry.io/otel/metric, and go.opentelemetry.io/otel/sdk/metric. Both are written in Go.
What they share and what sets them apart
gastownhall
beads
Beads - A memory upgrade for your coding agent
Go28.6kRead on November 8, 2026, at commit 2edea9cWhat is beads built with?Only in beads
- go-sqlite3
- MySQL
- Anthropic
fastmcp
- charm.land/lipgloss/v2
- charm.land/glamour/v2
- charm.land/huh/v2
github.com/JohannesKaufmann/html-to-markdown/v2
- github.com/yuin/goldmark
- Pydantic
github.com/invopop/jsonschema
- go.opentelemetry.io/otel/trace
- go.opentelemetry.io/otel/exporters/otlp/otlpmetric/otlpmetrichttp
- go.opentelemetry.io/otel/exporters/stdout/stdoutmetric
- go.opentelemetry.io/otel/sdk
In common
mudler
LocalAI
LocalAI is the open-source AI engine. Run any model - LLMs, vision, voice, image, video - on any hardware. No GPU required.
Go50.2kRead on November 5, 2026, at commit efc6f93What is LocalAI built with?Only in LocalAI
- React
- Echo
pyarrow
s3
- NATS.io
- Postgres
- github.com/glebarez/sqlite
- MCP
- Hugging Face
OpenAI- anyio
- FastAPI
- Lightning
uvicorn
- Tokio
react-router-dom
- Vite
- Gradio
matplotlib
- gorm.io/gorm
- github.com/nats-io/jwt/v2
- github.com/nats-io/nkeys
- golang.org/x/oauth2
github.com/aws/aws-sdk-go-v2/credentials
github.com/coreos/go-oidc/v3
accelerate
- bitsandbytes
- conformer
- coqui-tts
- einops
- flash-attn
llama-cpp-python
- llvmlite
- Model Context Protocol
- ModelScope
- ONNX
- onnxruntime-gpu
openai-go
- phonemizer
- s3tokenizer
scikit-image
- sentencepiece
- spacy-pkuseg
- tiktoken
torchao
torchvision
- vector-quantize-pytorch
- torch
- transformers
diffusers
mlx
opencv-python
insightface
- mlx-lm
torchaudio
- vLLM
librosa
- onnxruntime
sglang
- datasets
- faster-whisper
funasr
- kokoro
- mlx-audio
optimum
peft
- QWen
- rerankers
safetensors
sentence-transformers
tokenizers
trl
- whisperx
av
- sox
- torchcodec
github.com/go-audio/wav
pillow
github.com/charmbracelet/glamour
- github.com/dhowden/tag
- golang.org/x/image
imageio
imageio-ffmpeg
- jinja2
loguru
- Docker
tracing
github.com/aws/aws-sdk-go-v2
github.com/aws/aws-sdk-go-v2/config
- github.com/Microsoft/hcsshim
- go.opentelemetry.io/otel/exporters/prometheus
- Prometheus
tracing-subscriber
fontsource-variable
- CodeMirror
- @lezer/highlight
yaml
- dompurify
highlight.js
marked
Side by side
beadsLocalAI
SizeLines written by people and agents, without generated ones; code files, without tests.
beads1,299,687 lines written1,440 code files
LocalAI1,389,292 lines written2,979 code files
Who writes itA commit counts as AI's when it carries its signature: a Co-Authored-By line, its author name or the merge of its branch.
beads41.4% of its commits signed by AIWith Claude Code, Amp, GitHub Copilot, Cursor, Codex, Factory, Devin, and Kilo Code
LocalAI3.7% of its commits signed by AIWith Claude Code, GitHub Copilot, and Cursor
ActivityFrom GitHub and its history, on the day SeeRepo read it.
beadsLast push November 8, 202610,396 commits28,583 stars
LocalAILast push November 5, 20269,317 commits50,214 stars
TestsThe files that test the code, and the share of code files a test imports.
beads2,621 test files86.1% of its code files have a test that imports them
LocalAI2,911 test files60.8% of its code files have a test that imports them
Frequently asked questions
Which is bigger, beads or LocalAI?
LocalAI, with 1,389,292 lines written; beads has 1,299,687.
The proof: mudler/LocalAI's code at commit efc6f93
Which has more GitHub stars, beads or LocalAI?
LocalAI, with 50,214 stars; beads has 28,583.
The proof: mudler/LocalAI on GitHub
Which has more tests, beads or LocalAI?
LocalAI, with 2,911 test files; beads has 2,621.
The proof: mudler/LocalAI's code at commit efc6f93
Which was updated more recently, beads or LocalAI?
beads: its last push was on November 8, 2026, and LocalAI's on November 5, 2026.
The proof: gastownhall/beads's commits on GitHub
Which has more commits signed by AI, beads or LocalAI?
beads: an AI signed 41.4% of its commits, with Claude Code, Amp, GitHub Copilot, Cursor, Codex, Factory, Devin, and Kilo Code; in LocalAI, 3.7%.
The proof: the commits each tool signed in gastownhall/beads
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