This release adds 2 notable features for engineering teams evaluating rollout.
Published 1mo
MCP Developer Tools
✓ No known CVEs patched
✓ No known CVEs patched in this version
Topics
ai-agents
docker
fastapi
karpathy-inspired
karpathy-llm-wiki
knowledge-base
+8 more
knowledge-graph
knowledge-management
llm
llm-wiki
markdown
mcp
python
qmd
Summary
AI summaryUpdates MarkItDown Compiler, Binary File Ingestion, and Other across a mixed release.
Full changelog
What's New
MarkItDown Compiler
- Replaced LLM-based file conversion with MarkItDown — raw files are now converted to Markdown locally without needing an LLM API call
- Supported formats: PDF, DOCX, PPTX, XLSX, XLS, HTML, CSV, JSON, XML, images (EXIF), and plain text
- LLM API key is now optional — only needed for cross-reference detection between articles
Binary File Ingestion
- REST file upload: new
POST /api/v1/ingest/uploadendpoint accepts multipart file uploads - MCP base64 support:
vault_ingesttool acceptscontent_base64for binary files via JSON - Full support for all MarkItDown-compatible formats across all surfaces (REST, MCP, CLI)
Other
- Added
pylintto dev dependencies - 220 tests passing
Full Changelog: https://github.com/synpulse8-opensource/pulse8-ai-cortex-knowledge-vault/compare/v0.3.0...v0.4.0
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About Cortex
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Earlier breaking changes
- v1.2.0 Changes default search mode to hybrid from keyword.
Beta — feedback welcome: [email protected]