semantic-kernel
by
microsoft

Description: Integrate cutting-edge LLM technology quickly and easily into your apps

View on GitHub ↗

Summary Information

Updated 5 minutes ago
Added to GitGenius on July 29th, 2024
Created on February 27th, 2023
Open Issues & Pull Requests: 254 (+0)
Number of forks: 4,672
Total Stargazers: 28,289 (+0)
Total Subscribers: 295 (+0)

Issue Activity (beta)

Open issues: 159
New in 7 days: 1
Closed in 7 days: 4
Avg open age: 207 days
Stale 30+ days: 120
Stale 90+ days: 68

Recent activity

Opened in 7 days: 1
Closed in 7 days: 3
Comments in 7 days: 13
Events in 7 days: 21

Top labels

  • .NET (2,499)
  • sk team issue (1,414)
  • python (1,281)
  • bug (1,155)
  • stale (857)
  • triage (663)
  • agents (372)
  • ai connector (302)

Repository Insights (GitGenius)

Median issue/PR response: 0.0 hours
Mean response time: 34.7 days
90th percentile: 170.5 days
Tracked items: 3,418

Most active contributors

Detailed Description

Semantic Kernel is a model-agnostic SDK developed by Microsoft that enables developers to build, orchestrate, and deploy AI agents and multi-agent systems. The repository serves as a framework for integrating large language model technology into applications, supporting multiple programming languages including C#, Python, and Java. According to the README, Semantic Kernel has transitioned into Microsoft Agent Framework, which is positioned as the enterprise-ready successor offering production-ready release status with stable APIs and long-term support commitments.

The framework provides flexibility in model connectivity, with built-in support for OpenAI, Azure OpenAI, Hugging Face, and Nvidia services. Developers can construct modular AI agents equipped with access to tools, plugins, memory, and planning capabilities. The system supports multi-agent orchestration for complex workflows involving collaborating specialist agents. The plugin ecosystem allows extension through native code functions, prompt templates, OpenAPI specifications, and Model Context Protocol integration. Vector database support includes seamless integration with Azure AI Search, Elasticsearch, and Chroma.

Semantic Kernel accommodates multimodal inputs including text, vision, and audio processing. It supports local deployment options through Ollama, LMStudio, and ONNX. The framework includes a process framework for modeling complex business processes with structured workflow approaches and emphasizes enterprise readiness through observability, security, and stable API design. System requirements span Python 3.10 and above, .NET 10.0 and above, and Java JDK 17 and above, with support for Windows, macOS, and Linux operating systems.

The repository demonstrates substantial activity and engagement. GitGenius tracking shows 263 open issues as of the most recent check, with a median issue and pull request response latency of 0.0 hours and a mean latency of 833.8 hours across 3417 tracked items. The most active issue labels are .NET with 1990 occurrences, bug with 1018 occurrences, and python with 992 occurrences. Primary contributors tracked by GitGenius include markwallace-microsoft with 8098 events, moonbox3 with 3255 events, and crickman with 1523 events. The repository overlaps with contributors from github/gh-aw, solo-io/gloo, and microsoft/vscode according to GitGenius linking analysis.

The codebase is classified across multiple semantic domains including semantic understanding, kernel-based frameworks, contextual analysis, language understanding, natural language processing, semantic processing, machine learning, language models, data integration, semantic analysis, AI model integration, knowledge graphs, transformer architecture, semantic search, text generation, and data interpretation. The primary language is C#, and the project is licensed under the MIT license. The framework includes comprehensive documentation, detailed samples exceeding 100 examples, and community engagement through GitHub discussions, Discord channels, and regular office hours for contributors and users.

semantic-kernel
by
microsoftmicrosoft/semantic-kernel

Repository Details

Fetching additional details & charts...