This release includes 1 security fix for security teams reviewing exposed deployments.
Published 3mo
MCP Developer Tools
✓ No known CVEs patched
This release patches 1 known CVE
Topics
ai
ai-agents
blazor
docker
document-management
.net
+13 more
embeddings
generative-ai
hybrid-search
knowledge-management
llm
mcp-server
model-context-protocol
ollama
pgvector
retrieval-augmented-generation
self-hosted
semantic-search
vector-db
Affected surfaces
auth
rbac
Summary
AI summaryAdded multi-provider embeddings, LLMs, vector support and background sync.
Full changelog
Added
- 4 connector types: MinIO, Filesystem (FileSystemWatcher), S3 (IAM-only), Azure Blob (managed identity)
- Per-container settings overrides (chunking, embedding, search, upload)
- Cloud identity linking: AWS IAM Identity Center (device auth) + Azure AD (OAuth2+PKCE)
- IAM-derived scope enforcement — cloud permissions as source of truth
- Multi-provider embeddings: Ollama, OpenAI, Azure OpenAI
- Multi-provider LLM: Ollama, OpenAI, Azure OpenAI, Anthropic
- Multi-dimension vector support with partial IVFFlat indexes per model
- Cross-model search with automatic Semantic-to-Hybrid fallback
- Background sync: FileSystemWatcher for local, 5-min polling for cloud containers
- Connection testing for all providers (S3, Azure Blob, MinIO, LLM, embeddings, AWS SSO, Azure AD)
- Provider-specific API keys and IOptionsSnapshot for settings
- 457 passing tests (unit + integration)
Fixed
- CLI self-update for global tool installs
- AWS account IDs removed from logs (CodeQL)
- User-controlled values sanitized in ConnectorWatcherService logs
Full Changelog: https://github.com/Destrayon/Connapse/compare/v0.2.2...v0.3.1
Security Fixes
- AWS account IDs removed from logs (addresses CodeQL issue)
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About Destrayon/Connapse
Self-hosted knowledge backend for AI agents with hybrid vector + keyword search, container-isolated indexes, and 11 MCP tools. .NET, Docker-ready.
Related context
Beta — feedback welcome: [email protected]