memgraph/mcp-memgraph

What's Changed

• Add the ability to generate MemGQL mapping by @gitbuda in https://github.com/memgraph/ai-toolkit/pull/156
• Improve the mapping usability under structured2graph agent by @gitbuda in https://github.com/memgraph/ai-toolkit/pull/157
• Fix: Improve security setup by @antejavor in https://github.com/memgraph/ai-toolkit/pull/158
• Bump dorny/paths-filter from 3 to 4 by @dependabot[bot] in https://github.com/memgraph/ai-toolkit/pull/160
• Update the license info and add license to monorepo. by @antejavor in https://github.com/memgraph/ai-toolkit/pull/162
• Update action to release MCP to dockerhub by @antejavor in https://github.com/memgraph/ai-toolkit/pull/164
• Add skills graph component by @antejavor in https://github.com/memgraph/ai-toolkit/pull/165
• Fix release skill graph by @antejavor in https://github.com/memgraph/ai-toolkit/pull/166
• Add ruff, linting, and formmating and CI Python matrix by @antejavor in https://github.com/memgraph/ai-toolkit/pull/167
• Feat: Add agent link component by @antejavor in https://github.com/memgraph/ai-toolkit/pull/170
• Fix: Docker build for AMD and ARM by @antejavor in https://github.com/memgraph/ai-toolkit/pull/175
• Feat: Make skills graph operational with codex by @antejavor in https://github.com/memgraph/ai-toolkit/pull/173
• Fix: Update Python release versions by @antejavor in https://github.com/memgraph/ai-toolkit/pull/176
• Agent context graph release by @antejavor in https://github.com/memgraph/ai-toolkit/pull/177
• Improve codex setup experience by @antejavor in https://github.com/memgraph/ai-toolkit/pull/178
• Fix skills graph detection. by @antejavor in https://github.com/memgraph/ai-toolkit/pull/179
• Fix naming strucure by @antejavor in https://github.com/memgraph/ai-toolkit/pull/181
• Add Codex and Claude Code plugins for Agent Context Graph by @antejavor in https://github.com/memgraph/ai-toolkit/pull/182
• Improve plugin doctor workflow by @antejavor in https://github.com/memgraph/ai-toolkit/pull/183
• Release downstream packages with memgraph-toolbox 0.1.11 by @antejavor in https://github.com/memgraph/ai-toolkit/pull/184

New Contributors

• @dependabot[bot] made their first contribution in https://github.com/memgraph/ai-toolkit/pull/160

Full Changelog: https://github.com/memgraph/ai-toolkit/compare/v0.1.8...v0.1.9

What's Changed

• Add procedure tool by @antejavor in https://github.com/memgraph/ai-toolkit/pull/137
• Update URI to URL by @antejavor in https://github.com/memgraph/ai-toolkit/pull/138
• Upgrade unstructured2graph to LightRAG 1.4.9.11 by @gitbuda in https://github.com/memgraph/ai-toolkit/pull/141
• Add the release SKILL by @gitbuda in https://github.com/memgraph/ai-toolkit/pull/142
• Update README structure. by @antejavor in https://github.com/memgraph/ai-toolkit/pull/139
• Bump up MCP version. by @antejavor in https://github.com/memgraph/ai-toolkit/pull/143
• Add client connection names. by @antejavor in https://github.com/memgraph/ai-toolkit/pull/148
• Update default mcp client name. by @antejavor in https://github.com/memgraph/ai-toolkit/pull/149
• Add Langchain client name by @antejavor in https://github.com/memgraph/ai-toolkit/pull/150
• Update lightrag dependency and example by @antejavor in https://github.com/memgraph/ai-toolkit/pull/151
• Fix lightrag build and release by @antejavor in https://github.com/memgraph/ai-toolkit/pull/152
• Add unstrucured2graph client name by @antejavor in https://github.com/memgraph/ai-toolkit/pull/153
• Release 0.1.8 by @antejavor in https://github.com/memgraph/ai-toolkit/pull/154

Full Changelog: https://github.com/memgraph/ai-toolkit/compare/v0.1.7...v0.1.8

What's Changed

• Experimental: SIC MCP example by @antejavor in https://github.com/memgraph/ai-toolkit/pull/112
• Fix optional dependencies by @antejavor in https://github.com/memgraph/ai-toolkit/pull/129
• Enable partition arguments by @antejavor in https://github.com/memgraph/ai-toolkit/pull/130
• Add suport for label index by @antejavor in https://github.com/memgraph/ai-toolkit/pull/132
• Fix readme logging by @antejavor in https://github.com/memgraph/ai-toolkit/pull/133
• Fix logger level by @antejavor in https://github.com/memgraph/ai-toolkit/pull/134
• Release new version of toolkit by @antejavor in https://github.com/memgraph/ai-toolkit/pull/135

Full Changelog: https://github.com/memgraph/ai-toolkit/compare/v0.1.6...v0.1.7

What's Changed

• Improve the toolbox logger by @gitbuda in https://github.com/memgraph/ai-toolkit/pull/84
• Improve agent experience by @antejavor in https://github.com/memgraph/ai-toolkit/pull/83
• Add LightRAG integration by @gitbuda in https://github.com/memgraph/ai-toolkit/pull/82
• Improve agent experience by @antejavor in https://github.com/memgraph/ai-toolkit/pull/89
• Improve sql2memgraph experience by @antejavor in https://github.com/memgraph/ai-toolkit/pull/90
• Add suport for Gemini and Antropic by @antejavor in https://github.com/memgraph/ai-toolkit/pull/91
• Fix LLM construction in interactive mode. by @antejavor in https://github.com/memgraph/ai-toolkit/pull/94
• fix: Fix MCP server host and transport in Docker environment by @tonilastre in https://github.com/memgraph/ai-toolkit/pull/86
• Add unstructured2graph by @gitbuda in https://github.com/memgraph/ai-toolkit/pull/92
• Improve unstructured2graph by @gitbuda in https://github.com/memgraph/ai-toolkit/pull/96
• Sync the FastMCP api by @antejavor in https://github.com/memgraph/ai-toolkit/pull/95
• Feature: Write-Read mode by @antejavor in https://github.com/memgraph/ai-toolkit/pull/97
• Update dependecies to Langchain v1. by @antejavor in https://github.com/memgraph/ai-toolkit/pull/99
• Fix merge counter by @antejavor in https://github.com/memgraph/ai-toolkit/pull/100
• Add support for multiple servers by @antejavor in https://github.com/memgraph/ai-toolkit/pull/101
• Memgraph experimental by @antejavor in https://github.com/memgraph/ai-toolkit/pull/103
• Fix duplication. by @antejavor in https://github.com/memgraph/ai-toolkit/pull/104
• Fix Pytorch dependency by @antejavor in https://github.com/memgraph/ai-toolkit/pull/106
• Update MCP README.md by @antejavor in https://github.com/memgraph/ai-toolkit/pull/109
• Add unstructured2graph improvements by @gitbuda in https://github.com/memgraph/ai-toolkit/pull/98
• Release ai-toolkit integrations by @antejavor in https://github.com/memgraph/ai-toolkit/pull/110

New Contributors

• @tonilastre made their first contribution in https://github.com/memgraph/ai-toolkit/pull/86

Full Changelog: https://github.com/memgraph/ai-toolkit/compare/v0.1.5...v0.1.6

What's Changed

• Add sentence embedding util by @gitbuda in https://github.com/memgraph/ai-toolkit/pull/72
• Add coherence embeddings-based DeepEval metric by @gitbuda in https://github.com/memgraph/ai-toolkit/pull/74
• Add MCP client prompt lib by @gitbuda in https://github.com/memgraph/ai-toolkit/pull/73
• Bump the release versions by @gitbuda in https://github.com/memgraph/ai-toolkit/pull/80

Full Changelog: https://github.com/memgraph/ai-toolkit/compare/v0.1.4...v0.1.5