Knowledge Pack Catalog
49 packs covering programming languages, AI/ML frameworks, cloud infrastructure, databases, and more.
Auto-generated on 2026-03-06 21:59 UTC from pack manifest data.
Summary
| Metric |
Value |
| Total packs |
49 |
| Total articles |
2,405 |
| Total entities |
15,320 |
| Total relationships |
12,836 |
| Packs evaluated |
48 |
| Baseline accuracy (Claude alone) |
88% |
| Enhanced accuracy (with pack) |
92% |
| Packs where pack wins |
11 of 48 |
Quick Install
Install any pack as a Claude Code skill:
/kg-pack install <pack-name>
Languages
| Pack |
Description |
Articles |
Entities |
Rels |
Eval (enhanced) |
Delta vs baseline |
Sources |
| rust-expert |
Expert Rust programming knowledge covering ownership, traits, async programming, unsafe code, and... |
294 |
1388 |
1190 |
100% |
0pp |
doc.rust-lang.org/book/ doc.rust-lang.org/rust-by-example/ |
| python-expert |
Expert Python programming knowledge covering Python 3.12+ features including structural pattern m... |
50 |
322 |
263 |
100% |
0pp |
docs.python.org/3/ realpython.com/ |
| go-expert |
Expert Go programming knowledge covering Go 1.22+ features including generics, range-over-func it... |
16 |
94 |
67 |
100% |
+20pp |
go.dev/doc/ gobyexample.com/ |
| java-expert |
Expert Java programming knowledge covering Java 21+ features including virtual threads, pattern m... |
34 |
239 |
168 |
100% |
0pp |
docs.oracle.com/en/java/javase/21/ dev.java/ |
| kotlin-expert |
Expert Kotlin programming knowledge covering Kotlin 2.x with K2 compiler, coroutines, multiplatfo... |
42 |
286 |
212 |
100% |
0pp |
kotlinlang.org/docs/home.html developer.android.com/kotlin |
| csharp-expert |
Expert C# programming knowledge covering C# 13 and .NET 9 features including primary constructors... |
45 |
301 |
210 |
100% |
0pp |
learn.microsoft.com/en-us/dotnet/csharp/ devblogs.microsoft.com/dotnet/ |
| cpp-expert |
Expert C++ programming knowledge covering C++23/26 features including modules, ranges, std::expec... |
47 |
235 |
197 |
100% |
0pp |
en.cppreference.com/w/cpp/23.html en.cppreference.com/w/cpp/20.html |
| ruby-expert |
Expert Ruby programming knowledge covering Ruby 3.3+ with YJIT JIT compiler, Ractors for parallel... |
45 |
238 |
185 |
100% |
+20pp |
docs.ruby-lang.org/en/3.3/ www.ruby-lang.org/en/documentation/ |
| swift-expert |
Expert Swift programming knowledge covering Swift 6 strict concurrency, typed throws, noncopyable... |
8 |
54 |
40 |
100% |
0pp |
docs.swift.org/swift-book/documentation/the-swi... developer.apple.com/documentation/swift |
| typescript-expert |
Expert TypeScript programming knowledge covering TypeScript 5.x type system, generics, decorators... |
45 |
248 |
202 |
100% |
0pp |
www.typescriptlang.org/docs/ devblogs.microsoft.com/typescript/ |
| zig-expert |
Expert Zig programming knowledge covering comptime metaprogramming, error unions, explicit alloca... |
26 |
149 |
96 |
100% |
0pp |
ziglang.org/documentation/master/ zig.guide/ |
AI/ML Frameworks
| Pack |
Description |
Articles |
Entities |
Rels |
Eval (enhanced) |
Delta vs baseline |
Sources |
| anthropic-api-expert |
Deep knowledge of the Anthropic Claude API covering Messages API, streaming, tool use, computer u... |
30 |
155 |
134 |
80% |
-20pp |
docs.anthropic.com/en/api/messages docs.anthropic.com/en/docs/build-with-claude/to... |
| openai-api-expert |
Expert knowledge of the OpenAI API covering Chat Completions, Responses API, function calling, st... |
8 |
35 |
31 |
100% |
0pp |
platform.openai.com/docs/api-reference/chat platform.openai.com/docs/guides/function-calling |
| claude-agent-sdk |
Expert knowledge of the Claude Agent SDK for building autonomous AI agents with Claude's tools, a... |
29 |
135 |
121 |
60% |
-20pp |
platform.claude.com/docs/en/agent-sdk/overview github.com/anthropics/claude-agent-sdk-python |
| langchain-expert |
Expert knowledge of LangChain framework covering agents, RAG pipelines, LCEL chains, LangGraph or... |
16 |
59 |
60 |
80% |
0pp |
python.langchain.com/docs/concepts/ github.com/langchain-ai/langchain |
| llamaindex-expert |
Expert knowledge of LlamaIndex framework covering RAG pipelines, indexing, embeddings, AgentWorkf... |
44 |
200 |
188 |
100% |
0pp |
developers.llamaindex.ai/python/framework/getti... github.com/run-llama/llama_index |
| huggingface-transformers |
Expert knowledge of the Vercel AI SDK for building AI-powered applications in TypeScript, coverin... |
33 |
183 |
141 |
100% |
0pp |
huggingface.co/docs/transformers/index huggingface.co/docs/transformers/en/peft |
| dspy-expert |
Expert knowledge of the Vercel AI SDK for building AI-powered applications in TypeScript, coverin... |
25 |
126 |
104 |
80% |
0pp |
dspy.ai/ dspy.ai/learn/programming/modules/ |
| crew-ai-expert |
Expert knowledge of CrewAI multi-agent orchestration covering agents, tasks, crews, flows, tools,... |
25 |
42 |
102 |
80% |
0pp |
docs.crewai.com github.com/crewAIInc/crewAI |
| autogen-expert |
Expert knowledge of Microsoft AutoGen multi-agent framework covering AgentChat, GroupChat, code e... |
28 |
148 |
139 |
80% |
-20pp |
microsoft.github.io/autogen/stable/index.html github.com/microsoft/autogen |
| microsoft-agent-framework |
Expert knowledge of Microsoft Agent Framework covering agent creation, graph-based workflows, orc... |
19 |
88 |
89 |
100% |
+20pp |
learn.microsoft.com/en-us/agent-framework/overv... github.com/microsoft/agent-framework |
| semantic-kernel |
Expert knowledge of Microsoft Semantic Kernel covering the kernel, plugins, functions, planners, ... |
25 |
128 |
110 |
100% |
+20pp |
learn.microsoft.com/en-us/semantic-kernel/ github.com/microsoft/semantic-kernel |
Web
Infrastructure
Databases
Azure / Microsoft
| Pack |
Description |
Articles |
Entities |
Rels |
Eval (enhanced) |
Delta vs baseline |
Sources |
| azure-ai-foundry |
Expert knowledge of Azure AI Foundry (Microsoft Foundry) covering model catalog, prompt flow, fin... |
33 |
183 |
147 |
80% |
+60pp |
learn.microsoft.com/en-us/azure/ai-foundry/what... learn.microsoft.com/en-us/azure/ai-foundry/conc... |
| azure-lighthouse |
Expert knowledge of Azure Lighthouse covering delegated resource management, cross-tenant managem... |
29 |
267 |
230 |
100% |
+20pp |
learn.microsoft.com/en-us/azure/lighthouse/over... learn.microsoft.com/en-us/azure/lighthouse/conc... |
| fabric-graph-gql-expert |
Expert knowledge of Microsoft Fabric API for GraphQL covering schema management, queries, mutatio... |
21 |
101 |
90 |
100% |
+60pp |
learn.microsoft.com/en-us/fabric/data-engineeri... learn.microsoft.com/en-us/fabric/data-engineeri... |
| fabric-graphql-expert |
Expert knowledge of Microsoft Fabric API for GraphQL, covering schema generation, authentication,... |
21 |
102 |
96 |
100% |
0pp |
learn.microsoft.com/en-us/fabric/data-engineeri... learn.microsoft.com/en-us/fabric/data-engineeri... |
| security-copilot |
Expert knowledge of Microsoft Security Copilot covering AI-powered security analysis, threat inte... |
17 |
116 |
102 |
100% |
0pp |
learn.microsoft.com/en-us/copilot/security/micr... learn.microsoft.com/en-us/copilot/security/get-... |
| sentinel-graph |
Expert knowledge of Microsoft Sentinel covering SIEM and SOAR capabilities, data connectors, anal... |
37 |
316 |
269 |
100% |
0pp |
learn.microsoft.com/en-us/azure/sentinel/overview learn.microsoft.com/en-us/azure/sentinel/detect... |
| workiq-mcp |
Expert knowledge of Microsoft Work IQ MCP integration for accessing M365 Copilot data via CLI and... |
23 |
91 |
93 |
60% |
+40pp |
github.com/microsoft/work-iq-mcp learn.microsoft.com/en-us/microsoft-365-copilot... |
Other
| Pack |
Description |
Articles |
Entities |
Rels |
Eval (enhanced) |
Delta vs baseline |
Sources |
| mcp-protocol |
Expert knowledge of the Model Context Protocol (MCP) covering server development, tool definition... |
30 |
159 |
124 |
100% |
0pp |
modelcontextprotocol.io/specification/2025-11-25 modelcontextprotocol.io/docs/learn/architecture |
| github-copilot-sdk |
Expert knowledge of GitHub Copilot Extensions SDK covering building extensions, MCP server integr... |
19 |
86 |
73 |
80% |
0pp |
docs.github.com/en/copilot/building-copilot-ext... code.visualstudio.com/docs/copilot/overview |
| opentelemetry-expert |
Expert knowledge of OpenTelemetry covering SDK instrumentation, collector pipeline configuration,... |
32 |
175 |
155 |
100% |
0pp |
opentelemetry.io/docs/what-is-opentelemetry/ opentelemetry.io/docs/collector/ |
| prompt-engineering |
Comprehensive prompt engineering knowledge covering system prompts, tool use, chain-of-thought, f... |
21 |
101 |
88 |
100% |
0pp |
docs.anthropic.com/en/docs/build-with-claude/pr... platform.openai.com/docs/guides/prompt-engineering |
| wasm-components |
Expert knowledge of the WebAssembly Component Model, WASI P2, WIT interface definitions, wit-bind... |
37 |
158 |
163 |
100% |
0pp |
component-model.bytecodealliance.org/ docs.wasmtime.dev/examples-wasip2.html |
| physics-expert |
Expert-level physics knowledge covering classical mechanics, quantum mechanics, relativity, therm... |
451 |
5094 |
4104 |
100% |
0pp |
en.wikipedia.org |
| rust-async-expert |
Expert knowledge of Rust asynchronous programming covering async/await, Tokio runtime, Pin/Unpin,... |
49 |
247 |
238 |
100% |
+20pp |
tokio.rs/tokio/tutorial rust-lang.github.io/async-book/ |
| dotnet-expert |
Expert .NET programming knowledge covering C#, ASP.NET Core, Entity Framework, Blazor, async/awai... |
204 |
1089 |
888 |
100% |
0pp |
learn.microsoft.com/en-us/dotnet/csharp/ learn.microsoft.com/en-us/aspnet/core/ |
All Install Commands
/kg-pack install anthropic-api-expert
/kg-pack install autogen-expert
/kg-pack install azure-ai-foundry
/kg-pack install azure-lighthouse
/kg-pack install bicep-infrastructure
/kg-pack install claude-agent-sdk
/kg-pack install cpp-expert
/kg-pack install crew-ai-expert
/kg-pack install csharp-expert
/kg-pack install docker-expert
/kg-pack install dotnet-expert
/kg-pack install dspy-expert
/kg-pack install fabric-graph-gql-expert
/kg-pack install fabric-graphql-expert
/kg-pack install github-actions-advanced
/kg-pack install github-copilot-sdk
/kg-pack install go-expert
/kg-pack install huggingface-transformers
/kg-pack install java-expert
/kg-pack install kotlin-expert
/kg-pack install kubernetes-networking
/kg-pack install ladybugdb-expert
/kg-pack install langchain-expert
/kg-pack install llamaindex-expert
/kg-pack install mcp-protocol
/kg-pack install microsoft-agent-framework
/kg-pack install nextjs-expert
/kg-pack install openai-api-expert
/kg-pack install opencypher-expert
/kg-pack install opentelemetry-expert
/kg-pack install physics-expert
/kg-pack install postgresql-internals
/kg-pack install prompt-engineering
/kg-pack install python-expert
/kg-pack install react-expert
/kg-pack install ruby-expert
/kg-pack install rust-async-expert
/kg-pack install rust-expert
/kg-pack install security-copilot
/kg-pack install semantic-kernel
/kg-pack install sentinel-graph
/kg-pack install swift-expert
/kg-pack install terraform-expert
/kg-pack install typescript-expert
/kg-pack install vercel-ai-sdk
/kg-pack install vscode-extensions
/kg-pack install wasm-components
/kg-pack install workiq-mcp
/kg-pack install zig-expert
Evaluation Methodology
Each pack is evaluated on 5 domain-specific questions scored 1-10 by Claude Opus. Accuracy counts scores >= 8 as correct. Delta is the difference between enhanced (with pack) accuracy and training (Claude alone) accuracy in percentage points.
To regenerate this page:
python scripts/generate_catalog.py