guidance-ai/guidance Graph

Graph Summary

guidance-ai/guidance graph connects 3 alternatives, 8 related projects, 1 inferred dependencies, 3 deployment targets, and 3 use cases.

Nodes63

Edges427

Projects47

Dependencies47

Open project knowledge Find alternatives Explore related projects Explain score Compare shortlist

Alternatives3 linked signals Related8 linked signals Dependencies1 linked signals Deployments3 linked signals Use Cases3 linked signals Categories28 linked signals Migrations3 linked signals

Project Context

guidance

Maintainerguidance-ai

LicenseMIT

LanguageJupyter Notebook

Recent activityLast push 166 days ago

Deployment Targets

Dependencies

Knowledge Graph

63 nodes / 427 edges

guidance-ai/guidance ↔ huggingface/transformersUse huggingface/transformers when the user needs a rag framework project with library-only, local, cloud deployment options.

guidance-ai/guidance ↔ langchain-ai/langgraphUse langchain-ai/langgraph when the user needs a rag framework project with library-only, local, cloud deployment options.

guidance-ai/guidance ↔ ggml-org/whisper.cppUse ggml-org/whisper.cpp when the user needs a rag framework project with docker, library-only, local deployment options.

guidance-ai/guidance ↔ NVIDIA/TensorRT-LLMUse NVIDIA/TensorRT-LLM when the user needs a rag framework project with docker, kubernetes, serverless deployment options.

guidance-ai/guidance ↔ LMCache/LMCacheUse LMCache/LMCache when the user needs a rag framework project with kubernetes, library-only, local deployment options.

guidance-ai/guidance ↔ lancedb/lancedbUse lancedb/lancedb when the user needs a rag framework project with docker, library-only, local deployment options.

Alternatives Network

Replacement candidates

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guidance-ai/guidance ↔ ggml-org/llama.cppUse ggml-org/llama.cpp when the user needs a rag framework project with docker, library-only, local deployment options.

guidance-ai/guidance ↔ infiniflow/ragflowUse infiniflow/ragflow when the user needs a rag framework project with docker, library-only, local deployment options.

guidance-ai/guidance ↔ mem0ai/mem0Use mem0ai/mem0 when the user needs a rag framework project with docker, vercel, serverless deployment options.

guidance-ai/guidance ↔ huggingface/transformersUse huggingface/transformers when the user needs a rag framework project with library-only, local, cloud deployment options.

guidance-ai/guidance ↔ QuantumNous/new-apiUse QuantumNous/new-api when the user needs a rag framework project with docker, local, cloud deployment options.

guidance-ai/guidance ↔ langchain-ai/langgraphUse langchain-ai/langgraph when the user needs a rag framework project with library-only, local, cloud deployment options.

Migration Paths

What to verify before switching

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These paths are evidence-backed heuristics, not drop-in compatibility claims.

guidance-ai/guidance -> ggml-org/llama.cppCompatibility: medium / estimated cost: medium.Shared: category:rag_framework, deployment:library_only, deployment:local, deployment:cloud, use_case:build RAG applications, use_case:connect private data to LLMs, use_case:index documents for retrieval, dependency:Vector database.Gaps: Language changes from Jupyter Notebook to C++.Validate: Compare API, configuration, license, and dependency requirements. Run the target project's minimal example or test suite. Verify deployment, persistence, and tool-execution behavior in the requested runtime.

guidance-ai/guidance -> infiniflow/ragflowCompatibility: medium / estimated cost: medium.Shared: category:rag_framework, deployment:library_only, deployment:local, deployment:cloud, use_case:build RAG applications, use_case:connect private data to LLMs, use_case:index documents for retrieval, dependency:Vector database.Gaps: Language changes from Jupyter Notebook to Go. License changes from MIT to Apache-2.0.Validate: Review license obligations before migrating production code. Compare API, configuration, license, and dependency requirements. Run the target project's minimal example or test suite. Verify deployment, persistence, and tool-execution behavior in the requested runtime.

guidance-ai/guidance -> mem0ai/mem0Compatibility: medium / estimated cost: high.Shared: category:rag_framework, deployment:library_only, deployment:local, use_case:build RAG applications, use_case:connect private data to LLMs, use_case:index documents for retrieval, dependency:Vector database.Gaps: Deployment targets not listed by target: cloud. Language changes from Jupyter Notebook to Python. License changes from MIT to Apache-2.0.Validate: Review license obligations before migrating production code. Compare API, configuration, license, and dependency requirements. Run the target project's minimal example or test suite. Verify deployment, persistence, and tool-execution behavior in the requested runtime.

Use Cases