ndjordjevic/pinrag

v0.9.0 Feature

This release adds 2 notable features for engineering teams evaluating rollout.

Published 2mo 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

Affected surfaces

auth

Summary

AI summary

Adds an end-to-end MCP stdio integration test.

Full changelog

v0.9.0 — Config hardening, MCP refactor, stdio integration test

Summary: Aligns environment and validation with production MCP usage, slims the MCP server (resource formatters, logging), moves PDF loading into indexing and splits Chroma filters, hardens scripts and the test suite, and adds an end-to-end MCP stdio integration test.

Configuration

Env and validation — Stricter config and startup checks; README and notes updated (LangSmith EU endpoint, MCP key setup).

MCP

Server — Resource text moved to resource_text.py; logging helpers; server-config and LangSmith runtime alignment.
Integration test — tests/test_mcp_stdio_integration.py drives a real uv run pinrag-mcp subprocess (add / list / query / remove); API keys from the environment or tests/.mcp_stdio_integration.env (optional PINRAG_ITEST_USE_CURSOR_MCP_JSON for migration).

Indexing and retrieval

PDF — Loader consolidated under indexing/; Chroma filter helpers in chroma_filters.py.

Scripts

CLIs — Shared env helpers, config-aware entry points, and CLI smoke tests.

Tests

MCP tests split and expanded; integration marker; broad RAG, GitHub, and eval coverage improvements.

View diff on GitHub

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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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