LICENSE
README.md
pyproject.toml
src/pinrag/__init__.py
src/pinrag/cli.py
src/pinrag/config.py
src/pinrag/env_validation.py
src/pinrag.egg-info/PKG-INFO
src/pinrag.egg-info/SOURCES.txt
src/pinrag.egg-info/dependency_links.txt
src/pinrag.egg-info/entry_points.txt
src/pinrag.egg-info/requires.txt
src/pinrag.egg-info/top_level.txt
src/pinrag/chunking/__init__.py
src/pinrag/chunking/splitter.py
src/pinrag/embeddings/__init__.py
src/pinrag/embeddings/openai_client.py
src/pinrag/evaluation/__init__.py
src/pinrag/evaluation/__main__.py
src/pinrag/evaluation/evaluators.py
src/pinrag/evaluation/run_evaluation.py
src/pinrag/evaluation/target.py
src/pinrag/indexing/__init__.py
src/pinrag/indexing/discord_indexer.py
src/pinrag/indexing/discord_loader.py
src/pinrag/indexing/github_indexer.py
src/pinrag/indexing/github_loader.py
src/pinrag/indexing/pdf_indexer.py
src/pinrag/indexing/pdf_loader.py
src/pinrag/indexing/plaintext_indexer.py
src/pinrag/indexing/plaintext_loader.py
src/pinrag/indexing/youtube_indexer.py
src/pinrag/indexing/youtube_loader.py
src/pinrag/llm/__init__.py
src/pinrag/llm/openai_client.py
src/pinrag/mcp/__init__.py
src/pinrag/mcp/logging_utils.py
src/pinrag/mcp/resource_text.py
src/pinrag/mcp/server.py
src/pinrag/mcp/tools.py
src/pinrag/rag/__init__.py
src/pinrag/rag/chain.py
src/pinrag/rag/formatting.py
src/pinrag/rag/multiquery.py
src/pinrag/rag/prompts.py
src/pinrag/rag/query_preprocess.py
src/pinrag/rag/rerank.py
src/pinrag/vectorstore/__init__.py
src/pinrag/vectorstore/chroma_client.py
src/pinrag/vectorstore/chroma_filters.py
src/pinrag/vectorstore/docstore.py
src/pinrag/vectorstore/retriever.py
tests/test_chunking.py
tests/test_cli.py
tests/test_config.py
tests/test_discord.py
tests/test_embeddings.py
tests/test_env_validation.py
tests/test_evaluation.py
tests/test_evaluation_target.py
tests/test_github.py
tests/test_indexing.py
tests/test_llm.py
tests/test_mcp_add_files.py
tests/test_mcp_list_documents.py
tests/test_mcp_paths.py
tests/test_mcp_query.py
tests/test_mcp_server_config.py
tests/test_mcp_stdio_pypi.py
tests/test_mcp_stdio_repo.py
tests/test_multiquery.py
tests/test_parent_child.py
tests/test_plaintext_indexer.py
tests/test_plaintext_loader.py
tests/test_pypdf_loader.py
tests/test_query_preprocess.py
tests/test_rag.py
tests/test_rerank.py
tests/test_scripts_clis.py
tests/test_structure_aware_chunking.py
tests/test_structure_config.py
tests/test_vectorstore.py
tests/test_youtube.py
tests/test_youtube_indexer.py