Advanced Datasets for Coding Models & Agents

We build datasets and expert networks to improve the quality of coding models and agents.

Contact Us
commit-a3b4c5d.json
Deploy Environment
1{
2"token_id": "a3b4c5d_e6f7g8h",
3"token_type": "commit_diff",
4"repository": {
5"name": "gitlab-org/gitlab",
6"source": "gitlab"
7},
8"semantic_summary": "Integrates GitLab Duo AI capabilities to enhance code suggestions and automate repetitive development tasks. Implements intelligent context-aware features for merge request reviews, pipeline optimization, and security vulnerability detection across the platform.",
9"metadata": {
10"commit_from": "c9d0e1f",
11"commit_to": "g2h314j",
12"timestamp": "2025-10-09T13:15:42.000Z",
13"title": "Add GitLab Duo AI integration"
14},
15"diff": {
16"file": "lib/gitlab/duo/ai_integration.rb",
17"changes": {
18"additions": 47,
19"deletions": 12
20},
21"removed": [
22" def duo_enabled?",
23" Feature.enabled?(:gitlab_duo)"
24],
25"added": [
26" class DuoAIService",
27" include Gitlab::Utils::StrongMemoize",
28" attr_reader :context, :user",
29" end"
30]
31}
32}
Training TokenFormat: JSONModel-Ready
GitLab
github logo
nextjs/next.js
The React Framework for Production
98
Experts
3.1K
Stars
120K
Downloads
5.2M
WebReactFrameworkSSR
Commits
Issues
a3b4c5dFix hydration error in app router
2h
e6f7g8hUpdate turbopack integration
5h
i9j0k1lImprove server actions performance
1d
gitlab logo
gitlab-org/gitlab
The open source end-to-end software development platform
94
Experts
4.5K
Stars
25K
Downloads
1.2M
DevOpsCI/CDPlatformVCS
Commits
Issues
c9d0e1fAdd GitLab Duo AI integration
1h
g2h3i4jImprove CI/CD pipeline performance
8h
k5l6m7nSecurity fix for merge requests
2d
github logo
pytorch/pytorch
Tensors and Dynamic neural networks in Python
97
Experts
2.8K
Stars
74K
Downloads
8.9M
AI/MLPythonDeep LearningLibrary
Commits
Issues
b7c8d9eAdd support for PyTorch 2.0 compile
4h
f0g1h2iOptimize CUDA kernel for attention
12h
j3k4l5mFix memory leak in autograd
1d
A. Sharma avatar
A. Sharma
Independent
93
Projects
23
Stars
42.9K
Downloads
1.2M
Ecosystems
ReactNext.jsConvex
Categories
UI Development
S. Chen avatar
S. Chen
DataWorks
95
Projects
18
Stars
85K
Downloads
2.5M
Ecosystems
PythonPandasNumPy
Categories
Data Science
K. Ito avatar
K. Ito
EdgeWorks
85
Projects
15
Stars
37.6K
Downloads
803.2K
Ecosystems
RustWASMLinux
Categories
Systems Programming
T. Park avatar
T. Park
Cloud Systems
91
Projects
19
Stars
67K
Downloads
1.8M
Ecosystems
GoKubernetesDocker
Categories
Cloud Infrastructure
A. Sharma avatar
A. Sharma
Independent
93
Projects
23
Stars
42.9K
Downloads
1.2M
Ecosystems
ReactNext.jsConvex
Categories
UI Development
hf logo
huggingface/transformers
State-of-the-art Machine Learning for Pytorch/JAX/TensorFlow
99
Experts
2.2K
Stars
120K
Downloads
12M
AI/MLNLPLibraryModels
Commits
Issues
d1e2f3gAdd Llama 3 model support
3h
h4i5j6kFix tokenizer issues with special tokens
6h
l7m8n9oImprove inference speed for large models
1d
bitbucket logo
atlassian/bitbucket-server
Bitbucket Server platform
86
Experts
180
Stars
9.8K
Downloads
450K
DevOpsGitPlatformVCS
Commits
Issues
e3f4g5hUpdate branch permissions UI
7h
i6j7k8lFix PR approval workflow bug
15h
m9n0o1pAdd support for Git LFS v3
3d
github logo
prometheus/prometheus
Monitoring system & time series database
95
Experts
940
Stars
52K
Downloads
3.4M
DevOpsMonitoringObservabilityDatabase
Commits
Issues
f5g6h7iAdd native histograms support
9h
j8k9l0mOptimize TSDB query performance
18h
n1o2p3qFix memory spike during scraping
2d
L. Nguyen avatar
L. Nguyen
Kernel Labs
90
Projects
31
Stars
98.2K
Downloads
340.2K
Ecosystems
LinuxKernel
Categories
Security
F. Dubois avatar
F. Dubois
AI Research
92
Projects
42
Stars
120K
Downloads
5M
Ecosystems
PythonTensorFlowPyTorch
Categories
AI/ML
M. Rossi avatar
M. Rossi
Indie Hacker
89
Projects
27
Stars
32K
Downloads
980K
Ecosystems
JavaScriptVue.jsFirebase
Categories
Web Development

Datasets

Use Better Datasets for All Training Stages

Go beyond basic repo data to build datasets across 30+ factors in 350+ programming languages and ecosystems.

Better Signals, Better Code

Our pipeline surfaces the most valuable codebases by going beyond basic repo data.

From Open Source Datasets
Core Project Metadata

Programming Languages

Quality & Usage Signals

Evolution & Freshness

Code Structure & Complexity

Community Activity

AI & Semantic Features

Ecosystem Level Data

Dynamic Categories & Taxonomies

Commit Snapshots

Issue Metadata
FromDatamarket logo
Core Project Metadata

Programming Languages

Quality & Usage Signals

Evolution & Freshness

Code Structure & Complexity

Community Activity

AI & Semantic Features

Ecosystem Level Data

Dynamic Categories & Taxonomies

Commit Snapshots

Issue Metadata

Expert Networks

Tap Into Ecosystem Experts, On Demand

We work with some of the best developers working in open source across all ecosystems and categories, so you can search and filter to find specialists for your projects.

400K+

Experts

8.5M+

Projects

350+

Ecosystems

A. Sharma avatar
A. Sharma
Independent
93
Projects
12
Stars
42.9K
Downloads
1.2M
Ecosystems
ReactNext.jsConvex
Categories
UI Development
L. Nguyen avatar
L. Nguyen
Kernel Labs
90
Projects
9
Stars
98.2K
Downloads
340.2K
Ecosystems
LinuxKernel
Categories
Security
M. Duarte avatar
M. Duarte
Open Systems
88
Projects
18
Stars
12.5K
Downloads
2.4M
Ecosystems
JavaMinecraftFabric
Categories
Game Development
K. Ito avatar
K. Ito
EdgeWorks
85
Projects
14
Stars
37.6K
Downloads
803.2K
Ecosystems
RustWASMLinux
Categories
Systems Programming
J. Park avatar
J. Park
CloudForge
81
Projects
8
Stars
21.2K
Downloads
510.3K
Ecosystems
Node.js
Categories
SecurityInfrastructure
R. Costa avatar
R. Costa
Independent
79
Projects
13
Stars
14.5K
Downloads
420.2K
Ecosystems
PythonLinux
Categories
Data Science
S. Chen avatar
S. Chen
DataWorks
95
Projects
16
Stars
85K
Downloads
2.5M
Ecosystems
PythonPandasNumPy
Categories
Data Science
M. Rossi avatar
M. Rossi
Indie Hacker
89
Projects
21
Stars
32K
Downloads
980K
Ecosystems
JavaScriptVue.jsFirebase
Categories
Web Development
D. Kim avatar
D. Kim
MobileFirst
87
Projects
10
Stars
18K
Downloads
750K
Ecosystems
SwiftiOSKotlin
Categories
Mobile Development
A. Kowalski avatar
A. Kowalski
GameDev Inc.
84
Projects
11
Stars
45K
Downloads
1.2M
Ecosystems
C++Unreal EngineBlender
Categories
Game Development3D Graphics
F. Dubois avatar
F. Dubois
AI Research
92
Projects
19
Stars
120K
Downloads
5M
Ecosystems
PythonTensorFlowPyTorch
Categories
AI/ML
C. Schmidt avatar
C. Schmidt
CyberSec
86
Projects
15
Stars
60K
Downloads
1.8M
Ecosystems
GoDockerKubernetes
Categories
DevOpsCloud Native
L. Fischer avatar
L. Fischer
DevOps Solutions
91
Projects
13
Stars
72K
Downloads
2.1M
Ecosystems
AnsibleTerraformAWS
Categories
DevOpsCloud Infrastructure
V. Ivanov avatar
V. Ivanov
DeepMind
94
Projects
9
Stars
150K
Downloads
4.5M
Ecosystems
PythonJAX
Categories
Machine Learning
E. Johansson avatar
E. Johansson
Frontend Masters
88
Projects
17
Stars
25K
Downloads
1.3M
Ecosystems
CSSGSAP
Categories
AnimationUI Development
P. García avatar
P. García
Big Data Corp
85
Projects
7
Stars
48K
Downloads
900K
Ecosystems
SparkHadoopScala
Categories
Big Data
N. Williams avatar
N. Williams
Creative Code
82
Projects
24
Stars
19K
Downloads
600K
Ecosystems
p5.jsThree.jsWebGL
Categories
Creative CodingData Visualization
T. Nakamura avatar
T. Nakamura
Robotics Inc.
90
Projects
14
Stars
95K
Downloads
3.2M
Ecosystems
ROSC++Python
Categories
Robotics
O. Adebayo avatar
O. Adebayo
FinTech Start
86
Projects
19
Stars
33K
Downloads
850K
Ecosystems
SolidityEthereum
Categories
Web3Blockchain
I. Popescu avatar
I. Popescu
Cloud Native
89
Projects
12
Stars
67K
Downloads
1.9M
Ecosystems
PrometheusGrafanaKubernetes
Categories
ObservabilityDevOps
H. Singh avatar
H. Singh
Mobile Gaming
83
Projects
17
Stars
41K
Downloads
1.1M
Ecosystems
UnityC#
Categories
Game DevelopmentMobile Development
G. Leclerc avatar
G. Leclerc
Data Viz
87
Projects
13
Stars
105K
Downloads
2.8M
Ecosystems
D3.jsSVGJavaScript
Categories
Data Visualization
Y. Ahmed avatar
Y. Ahmed
Cyber Security
93
Projects
10
Stars
130K
Downloads
3.8M
Ecosystems
Metasploit
Categories
Cyber SecurityPenetration Testing
Z. Nowak avatar
Z. Nowak
E-commerce Solutions
84
Projects
20
Stars
29K
Downloads
950K
Ecosystems
MagentoPHPMySQL
Categories
E-commerce
K. O'Connell avatar
K. O'Connell
Indie Dev
81
Projects
15
Stars
15K
Downloads
400K
Ecosystems
ElixirPhoenixLiveView
Categories
Web Development

Quality & Delivery Standards

We make sure our data meets your strict quality standards to ensure models and agents are trained on the best possible data.

Custom Feeds

Efficient bulk delivery of ready-to-use datasets directly into your training pipeline. Designed for scale.

API

Instant, targeted access with one call. Filter by ecosystem or project type and start training.


Coding Agents

Inference-Time Intelligence for Coding Agents

Give your AI agents access to ranked project data and current documentation at inference time for better technology recommendations and code generation.

Better Tools, Better Agents


Project Discovery

Agents get ranked project data and ecosystem mappings to recommend optimal libraries and frameworks.


Up-To-Date Documentation

Live access to current documentation ensures agents generate code with up-to-date APIs and patterns.


High-Quality Code Generation

Agents write better code by understanding current best practices and project-specific conventions.

Add real-time messaging so you see new messages as soon as they're sent.

Searching for real-time libraries to use...

datamarket logo

Finding top open source libraries...

It looks like Socket.IO is your best bet for implementing real-time updates. Let's implement it.

datamarket logo

Accessing latest v4.7.2 docs

Reading Socket.IO documentation...

Writing starter code...

Here's a snippet implementation for real-time messaging:

const { Server } = require("socket.io");

  const io = new Server(3000, {
    cors: { origin: "*" }
  });

  io.on("connection", (socket) => {
    socket.on("chat message", (msg) => {
      io.emit("chat message", {
        text: msg,
        user: socket.id,
        timestamp: new Date().toISOString()
      });
    });
    
    socket.on("disconnect", () => {
      console.log("User disconnected:", socket.id);
    });
  });

Give Your Models
Better Data

Access data and insights from 350+ open source ecosystems to ship faster, hire smarter, and build better models.

Contact Us