ndjordjevic/pinrag

v0.9.27 Breaking

This release includes 2 breaking changes for platform teams planning a safe upgrade.

Published 1mo MCP Developer Tools

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✓ No known CVEs patched

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✓ No known CVEs patched in this version

Topics

chromadb cursor discord github-repos langchain mcp

+8 more

mcp-server model-context-protocol pdf pypi python llm vscode youtube

Summary

AI summary

Removed GitHub file_path filter from query API and retrieval.

Full changelog

v0.9.27 — Core refactor, verbose MCP logging, and GitHub metadata cleanup

Summary: Moves query/indexing into pinrag.core, improves MCP observability, extends LLM/YouTube options, and removes GitHub file_path metadata from indexing and query_tool.

MCP and runtime

Verbose logging — PINRAG_VERBOSE_LOGGING batches tool progress to stderr and MCP notifications; startup banner and mirrored logs on success and errors.
Query API — file_path filter removed from query_tool and retrieval; GitHub citations use chunk-style labels; list_documents no longer exposes per-file lists (bytes still aggregate correctly).

LLM and YouTube

Providers — Cerebras Inference; OpenRouter video URL path for YouTube vision; model fallbacks and provider sort env vars; chat model refactor and vision env renames (PINRAG_YT_VISION_*).
YouTube — Vision enrichment and indexing instrumentation aligned with tests.

Packaging

Core layout — pinrag.core.operations for query/list/add/remove; mcp.tools re-exports.

Docs

README, skills, and notes updated for install, MCP URL indexing, and marketplace listings.

Breaking Changes

Removed `file_path` filter from `query_tool` and retrieval; GitHub citations now use chunk-style labels.
Moved query/list/add/remove operations to `pinrag.core.operations`; `mcp.tools` re‑exports reflect this layout.

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About ndjordjevic/pinrag

RAG for PDFs, YouTube, GitHub repos, Discord exports; index documents and query with citations.

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