llm-chain

chatgpt langchain llama llm openai rust text-summary

Score: 23.560005183695342

Last synced: about 11 hours ago
JSON representation

Repository metadata:

`llm-chain` is a powerful rust crate for building chains in large language models allowing you to summarise text and complete complex tasks

Host: GitHub
URL: https://github.com/sobelio/llm-chain
Owner: sobelio
License: mit
Created: 2023-03-24T23:53:13.000Z (almost 3 years ago)
Default Branch: main
Last Pushed: 2024-10-31T16:19:00.000Z (over 1 year ago)
Last Synced: 2026-01-24T08:04:33.335Z (11 days ago)
Topics: chatgpt, langchain, llama, llm, openai, rust, text-summary
Language: Rust
Homepage: https://llm-chain.xyz
Size: 4.8 MB
Stars: 1,588
Watchers: 18
Forks: 143
Open Issues: 41
Metadata Files:
- Readme: docs/README.md
- Contributing: docs/CONTRIBUTING.md
- License: LICENSE
- Code of conduct: docs/CODE_OF_CONDUCT.md
- Security: SECURITY.md

Owner metadata:

Name: Sobel IO
Login: sobelio
Email:
Kind: organization
Description:
Website: https://sobel.io
Location: Europe
Twitter:
Company:
Icon url: https://avatars.githubusercontent.com/u/48801601?v=4
Repositories: 2
Last Synced at: 2024-04-19T18:59:59.378Z
Profile URL: https://github.com/sobelio

GitHub Events

Total

Fork event: 13
Issue comment event: 3
Issues event: 4
Pull request event: 2
Pull request review comment event: 1
Push event: 2
Watch event: 221
Total: 246

Last Year

Fork event: 7
Issue comment event: 3
Issues event: 2
Pull request review comment event: 1
Watch event: 137
Total: 150

Committers metadata

Last synced: 12 days ago

Total Commits: 344
Total Committers: 41
Avg Commits per committer: 8.39
Development Distribution Score (DDS): 0.509

Commits in past year: 0
Committers in past year: 0
Avg Commits per committer in past year: 0.0
Development Distribution Score (DDS) in past year: 0.0

Name	Email	Commits
William Högman Rudenmalm	m**e@w**e	169
dependabot[bot]	4****]	26
Emil Juzovitski	e**v@g**m	23
Daniel Bevenius	d**s@g**m	19
Shing Lyu	s**u@a**l	18
Pablo1785	p**5@w**l	10
katopz	k**z@g**m	10
andychenbruce	1****e	7
Sebastien Soudan	s**n@g**m	5
Shing Lyu	s**u@g**m	5
hlhr202	h**2@1**m	5
aminediro	a**o@g**m	4
Faruq Rasid	r****q	4
Anthony Rubick	6****M	3
github-actions[bot]	4****]	3
lef.filippakis	L****F	3
David Josephs	d**2@g**m	2
JohnTheCoolingFan	i**0@g**m	2
SpirosMakris	7****s	2
Alvaro Molina	a**s@g**m	2
alianse777	a****7	2
trojan-bumble-bee	t**e@g**m	1
Qiping Pan	q**n@b**m	1
shashankleanmvp	s**k@l**o	1
kfehlhauer	k**u@g**m	1
kaoru	k**@w**o	1
cometyang	c**g@g**m	1
Troy Edwards Jr	t**r@g**m	1
Timophey Molchanov	t**m@g**m	1
Ruohui Wang	n**u@o**m	1
and 11 more...

Issue and Pull Request metadata

Last synced: 4 months ago

Total issues: 69
Total pull requests: 207
Average time to close issues: 13 days
Average time to close pull requests: 9 days
Total issue authors: 39
Total pull request authors: 45
Average comments per issue: 1.45
Average comments per pull request: 0.71
Merged pull request: 147
Bot issues: 0
Bot pull requests: 72

Past year issues: 5
Past year pull requests: 2
Past year average time to close issues: 16 days
Past year average time to close pull requests: about 1 month
Past year issue authors: 5
Past year pull request authors: 2
Past year average comments per issue: 0.6
Past year average comments per pull request: 0.0
Past year merged pull request: 1
Past year bot issues: 0
Past year bot pull requests: 0

More stats: https://issues.ecosyste.ms/repositories/lookup?url=https://github.com/sobelio/llm-chain

Top Issue Authors

williamhogman (18)
Juzov (3)
andychenbruce (3)
JohnTheCoolingFan (2)
Pablo1785 (2)
prabirshrestha (2)
chenwanqq (2)
Jessie-Wilkins (1)
panosAthDBX (1)
dfberry (1)
Dixxe (1)
harshvishu (1)
shinglyu (1)
ghislaine-laios (1)
tirithen (1)

Top Pull Request Authors

dependabot[bot] (76)
williamhogman (31)
danbev (13)
Juzov (11)
Pablo1785 (7)
shinglyu (7)
andychenbruce (6)
katopz (4)
kfehlhauer (4)
ssoudan (4)
github-actions[bot] (4)
kyle-tennison (4)
ruqqq (4)
ppppqp (3)
alianse777 (2)

Top Issue Labels

help wanted (7)
enhancement (5)
good first issue (5)

Top Pull Request Labels

dependencies (76)

Package metadata

Total packages: 13
Total downloads:
- cargo: 255,400 total
Total dependent packages: 13 (may contain duplicates)
Total dependent repositories: 17 (may contain duplicates)
Total versions: 143
Total maintainers: 2

crates.io: llm-chain

A library for running chains of LLMs (such as ChatGPT) in series to complete complex tasks, such as text summation.

Homepage:
Documentation: https://docs.rs/llm-chain/
Licenses: MIT
Latest release: 0.13.0 (published about 2 years ago)
Last Synced: 2026-01-21T21:45:40.734Z (14 days ago)
Versions: 30
Dependent Packages: 11
Dependent Repositories: 10
Downloads: 80,945 Total
Rankings:
- Dependent packages count: 3.249%
- Stargazers count: 5.986%
- Forks count: 7.179%
- Average: 7.31%
- Dependent repos count: 7.813%
- Downloads: 12.323%
Maintainers (1)
- williamhogman

crates.io: llm-chain-openai

A library implementing `llm-chains` for OpenAI's models. Chains can be use to apply the model series to complete complex tasks, such as text summation.

Homepage:
Documentation: https://docs.rs/llm-chain-openai/
Licenses: MIT
Latest release: 0.13.0 (published about 2 years ago)
Last Synced: 2026-01-21T21:45:32.929Z (14 days ago)
Versions: 26
Dependent Packages: 1
Dependent Repositories: 4
Downloads: 59,528 Total
Rankings:
- Stargazers count: 5.986%
- Forks count: 7.179%
- Dependent repos count: 10.446%
- Average: 12.01%
- Dependent packages count: 18.179%
- Downloads: 18.261%
Maintainers (1)
- williamhogman

crates.io: llm-chain-llama-sys

A library with bindings based on bindgen for LLaMA.cpp

Homepage:
Documentation: https://docs.rs/llm-chain-llama-sys/
Licenses: MIT
Latest release: 0.13.0 (published about 2 years ago)
Last Synced: 2026-01-21T21:45:58.545Z (14 days ago)
Versions: 26
Dependent Packages: 1
Dependent Repositories: 2
Downloads: 38,155 Total
Rankings:
- Stargazers count: 5.986%
- Forks count: 7.179%
- Dependent repos count: 13.207%
- Average: 14.646%
- Dependent packages count: 18.179%
- Downloads: 28.678%
Maintainers (1)
- williamhogman

crates.io: llm-chain-llama

A library implementing `llm-chains` for LLamA. Chains can be use to apply the model series to complete complex tasks, such as agents.

Homepage:
Documentation: https://docs.rs/llm-chain-llama/
Licenses: MIT
Latest release: 0.13.0 (published about 2 years ago)
Last Synced: 2026-01-21T21:45:36.375Z (14 days ago)
Versions: 26
Dependent Packages: 0
Dependent Repositories: 1
Downloads: 31,606 Total
Rankings:
- Stargazers count: 5.986%
- Forks count: 7.179%
- Dependent repos count: 16.576%
- Average: 19.528%
- Downloads: 31.737%
- Dependent packages count: 36.165%
Maintainers (1)
- williamhogman

crates.io: llm-chain-macros

Set of macros for use with llm-chain

Homepage:
Documentation: https://docs.rs/llm-chain-macros/
Licenses: MIT
Latest release: 0.13.0 (published about 2 years ago)
Last Synced: 2026-01-21T21:46:10.229Z (14 days ago)
Versions: 2
Dependent Packages: 0
Dependent Repositories: 0
Downloads: 2,709 Total
Rankings:
- Stargazers count: 6.672%
- Forks count: 8.442%
- Dependent repos count: 28.096%
- Dependent packages count: 32.663%
- Average: 34.896%
- Downloads: 98.606%
Maintainers (1)
- williamhogman

crates.io: llm-chain-local

Use `llm-chain` with a local [`llm`](https://github.com/rustformers/llm) backend.

Homepage:
Documentation: https://docs.rs/llm-chain-local/
Licenses: MIT
Latest release: 0.12.3 (published over 2 years ago)
Last Synced: 2026-01-21T21:45:28.885Z (14 days ago)
Versions: 9
Dependent Packages: 0
Dependent Repositories: 0
Downloads: 11,399 Total
Rankings:
- Stargazers count: 8.217%
- Forks count: 10.186%
- Dependent repos count: 28.621%
- Dependent packages count: 33.617%
- Average: 34.953%
- Downloads: 94.122%
Maintainers (1)
- williamhogman

crates.io: llm-chain-hnsw

For using hnsw with llm-chain

Homepage:
Documentation: https://docs.rs/llm-chain-hnsw/
Licenses: MIT
Latest release: 0.13.0 (published about 2 years ago)
Last Synced: 2026-01-21T21:45:51.286Z (14 days ago)
Versions: 6
Dependent Packages: 0
Dependent Repositories: 0
Downloads: 7,602 Total
Rankings:
- Stargazers count: 7.169%
- Forks count: 9.391%
- Dependent repos count: 28.595%
- Dependent packages count: 33.307%
- Average: 35.377%
- Downloads: 98.425%
Maintainers (1)
- williamhogman

crates.io: llm-chain-sagemaker-endpoint

Use `llm-chain` with a SageMaker Endpoint backend.

Homepage:
Documentation: https://docs.rs/llm-chain-sagemaker-endpoint/
Licenses: MIT
Latest release: 0.13.0 (published about 2 years ago)
Last Synced: 2026-01-21T21:45:47.994Z (14 days ago)
Versions: 1
Dependent Packages: 0
Dependent Repositories: 0
Downloads: 1,538 Total
Rankings:
- Stargazers count: 6.373%
- Forks count: 7.455%
- Dependent repos count: 30.746%
- Average: 35.763%
- Dependent packages count: 36.073%
- Downloads: 98.166%
Maintainers (1)
- williamhogman

crates.io: llm-chain-milvus

Driver for the Milvus vector store

Homepage:
Documentation: https://docs.rs/llm-chain-milvus/
Licenses: MIT
Latest release: 0.13.0 (published about 2 years ago)
Last Synced: 2026-01-21T21:45:41.233Z (14 days ago)
Versions: 1
Dependent Packages: 0
Dependent Repositories: 0
Downloads: 1,575 Total
Rankings:
- Stargazers count: 6.373%
- Forks count: 7.455%
- Dependent repos count: 30.746%
- Average: 35.767%
- Dependent packages count: 36.073%
- Downloads: 98.186%
Maintainers (1)
- williamhogman

crates.io: llm-chain-mock

Use `llm-chain` with a mock backend. Useful for testing.

Homepage:
Documentation: https://docs.rs/llm-chain-mock/
Licenses: MIT
Latest release: 0.13.0 (published about 2 years ago)
Last Synced: 2026-01-21T21:45:56.243Z (14 days ago)
Versions: 1
Dependent Packages: 0
Dependent Repositories: 0
Downloads: 1,563 Total
Rankings:
- Stargazers count: 6.373%
- Forks count: 7.455%
- Dependent repos count: 30.746%
- Average: 35.767%
- Dependent packages count: 36.073%
- Downloads: 98.186%
Maintainers (1)
- williamhogman

crates.io: llm-chain-qdrant

For using Qdrant with llm-chain

Homepage:
Documentation: https://docs.rs/llm-chain-qdrant/
Licenses: MIT
Latest release: 0.13.0 (published about 2 years ago)
Last Synced: 2026-01-21T21:45:14.571Z (14 days ago)
Versions: 9
Dependent Packages: 0
Dependent Repositories: 0
Downloads: 11,252 Total
Rankings:
- Stargazers count: 10.056%
- Forks count: 11.667%
- Dependent repos count: 28.807%
- Dependent packages count: 33.822%
- Average: 36.234%
- Downloads: 96.816%
Maintainers (1)
- williamhogman

crates.io: llm-chain-tools

A library for providing Large Language Models with tools (also known as 'actions') that they can trigger

Homepage:
Documentation: https://docs.rs/llm-chain-tools/
Licenses: MIT
Latest release: 0.4.0 (published almost 3 years ago)
Last Synced: 2026-01-21T21:45:46.657Z (14 days ago)
Versions: 5
Dependent Packages: 0
Dependent Repositories: 0
Downloads: 6,249 Total
Rankings:
- Dependent repos count: 28.997%
- Dependent packages count: 34.329%
- Forks count: 40.195%
- Stargazers count: 47.092%
- Average: 49.985%
- Downloads: 99.31%
Maintainers (1)
- williamhogman

crates.io: llm-chain-openai-compatible

A library implementing `llm-chains` for OpenAI's models. Chains can be use to apply the model series to complete complex tasks, such as text summation.

Homepage:
Documentation: https://docs.rs/llm-chain-openai-compatible/
Licenses: MIT
Latest release: (published 14 days ago)
Last Synced: 2026-01-21T21:45:50.557Z (14 days ago)
Versions: 1
Dependent Packages: 0
Dependent Repositories: 0
Downloads: 1,279 Total
Rankings:
- Dependent repos count: 27.506%
- Dependent packages count: 36.483%
- Average: 53.539%
- Downloads: 96.626%
Maintainers (1)
- louloulin

Dependencies

.github/workflows/cicd.yaml actions

EmbarkStudios/cargo-deny-action v1 composite
actions-rs/cargo v1 composite
actions-rs/toolchain v1 composite
actions/cache v2 composite
actions/checkout v3 composite

.github/workflows/website-pr.yaml actions

actions/checkout v3 composite
actions/setup-node v3 composite

.github/workflows/website.yaml actions

actions/checkout v3 composite
actions/setup-node v3 composite
peaceiris/actions-gh-pages v3 composite

Cargo.lock cargo

400 dependencies

Cargo.toml cargo

crates/llm-chain/Cargo.toml cargo

mockall 0.11.4 development
anyhow 1.0.72
async-trait 0.1.68
derive_builder 0.12.0
futures 0.3.28
lazy_static 1.4.0
markdown 1.0.0-alpha.8
paste 1.0.12
reqwest 0.11.18
serde 1.0.164
serde_json 1.0.99
serde_yaml 0.9.27
strum 0.25.0
strum_macros 0.25.3
tera 1.19.0
thiserror 1.0.40
tokio 1.28.2
tokio-stream 0.1.14
uuid 1.4.1

crates/llm-chain-hnsw/Cargo.toml cargo

hnsw_rs 0.2
llm-chain 0.13.0

crates/llm-chain-llama/Cargo.toml cargo

tokio 1.28.2 development
futures 0.3.29
lazy_static 1.4.0
llm-chain 0.13.0
llm-chain-llama-sys 0.13
serde 1.0.163

crates/llm-chain-llama-sys/Cargo.toml cargo

crates/llm-chain-local/Cargo.toml cargo

tokio 1.28.2 development
llm 0.1.1
llm-chain 0.13.0
rand 0.8.5

crates/llm-chain-macros/Cargo.toml cargo

crates/llm-chain-milvus/Cargo.toml cargo

rand 0.8.5 development
serde_yaml 0.9.27 development
tokio 1.28.2 development
anyhow 1.0.72
async-trait 0.1.68
llm-chain 0.13.0
milvus-sdk-rust 0.1.0
serde 1.0.164
serde_json 1.0.99
thiserror 1.0.40
uuid 1.3.3

crates/llm-chain-mock/Cargo.toml cargo

tokio 1.28.2 development
async-trait 0.1.68
llm-chain 0.13.0
thiserror 1.0.40

crates/llm-chain-openai/Cargo.toml cargo

anyhow 1.0.70 development
qdrant-client 1.3.0 development
serde_yaml 0.9.21 development
tokio 1.28.2 development
async-openai 0.16.2
futures 0.3.28
llm-chain 0.13.0
strum 0.24
strum_macros 0.24
tiktoken-rs 0.5.7

crates/llm-chain-qdrant/Cargo.toml cargo

llm-chain 0.13.0
qdrant-client 1.1.2
uuid 1.3.3

crates/llm-chain-sagemaker-endpoint/Cargo.toml cargo

tokio 1.28.2 development
async-trait 0.1.68
aws-config 0.56.0
aws-sdk-sagemakerruntime 0.34.0
futures 0.3.28
llm-chain 0.13.0
serde 1.0.183
serde_json 1.0.104
serde_with 3.2.0
strum 0.25.0
strum_macros 0.25.3
thiserror 1.0.40

website/package.json npm

@docusaurus/module-type-aliases 2.4.0 development
@docusaurus/core 2.4.0
@docusaurus/plugin-google-gtag ^2.4.0
@docusaurus/preset-classic 2.4.0
@mdx-js/react ^1.6.22
clsx ^1.2.1
enhancedocs-chat ^1.1.4
prism-react-renderer ^1.3.5
raw-loader ^4.0.2
react ^17.0.2
react-dom ^17.0.2

website/yarn.lock npm

1079 dependencies

crates/llm-chain-gemma/Cargo.toml cargo

crates/llm-chain-gemma-sys/Cargo.toml cargo

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