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memgraph/mcp-memgraph releases

Toolkit for building AI-driven graph apps on Memgraph, with LangChain, MCP, and agent implementations.

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9 shown

v0.1.9 New feature
Notable features
  • Add the ability to generate MemGQL mapping
  • Improve the mapping usability under structured2graph agent
  • Add skills graph component
Full changelog

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

v0.1.8 New feature
Notable features
  • Procedure tool added
  • LightRAG upgraded to 1.4.9.11
  • Client connection names configuration
Full changelog

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

v0.1.7 New feature
Notable features
  • Label index support added
  • Partition arguments enabled
Full changelog

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

v0.1.6 New feature
Notable features
  • LightRAG integration
  • Gemini and Anthropic API support
  • Unstructured2graph tool
Full changelog

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

v0.1.5 New feature
Notable features
  • Sentence embedding utilities
  • Coherence embeddings-based DeepEval metric
Full changelog

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

v0.1.4 New feature
Notable features
  • Node vector search tool
  • Node neighborhood tool
  • Schema validation
Full changelog

What's Changed

  • Memgraph agent 0 by @antejavor in https://github.com/memgraph/ai-toolkit/pull/37
  • Add README to the agent by @antejavor in https://github.com/memgraph/ai-toolkit/pull/47
  • Fix table counting and MySQL config error by @antejavor in https://github.com/memgraph/ai-toolkit/pull/48
  • Sync Memgraph schema by @antejavor in https://github.com/memgraph/ai-toolkit/pull/55
  • Schema validation by @antejavor in https://github.com/memgraph/ai-toolkit/pull/56
  • Improve constraint experience by @antejavor in https://github.com/memgraph/ai-toolkit/pull/60
  • Fix interactive experience by @antejavor in https://github.com/memgraph/ai-toolkit/pull/61
  • Add node vector search tool by @gitbuda in https://github.com/memgraph/ai-toolkit/pull/67
  • Add node neighborhood tool by @gitbuda in https://github.com/memgraph/ai-toolkit/pull/69
  • Improve experience on IMDb. by @antejavor in https://github.com/memgraph/ai-toolkit/pull/70
  • Remove the .python-version file from memgraph-toolbox by @gitbuda in https://github.com/memgraph/ai-toolkit/pull/75
  • Release Memgraph Toolbox 0.1.5 by @antejavor in https://github.com/memgraph/ai-toolkit/pull/77
  • Add new tools to the MCP server integration by @gitbuda in https://github.com/memgraph/ai-toolkit/pull/71
  • Add relevance expansion and vector search tools to langchain. by @antejavor in https://github.com/memgraph/ai-toolkit/pull/78

New Contributors

  • @gitbuda made their first contribution in https://github.com/memgraph/ai-toolkit/pull/67

Full Changelog: https://github.com/memgraph/ai-toolkit/compare/v0.1.3...v0.1.4

v0.1.3 New feature
Notable features
  • Dockerfile for MCP server
  • Named database support
  • Automated PyPI deployment
Full changelog

What's Changed

  • Add Dockerfile for Memgraph MCP server by @mitch-b in https://github.com/memgraph/ai-toolkit/pull/31
  • Add CI tests for toolbox, mcp and langchain by @antejavor in https://github.com/memgraph/ai-toolkit/pull/32
  • Fix langraph test by @antejavor in https://github.com/memgraph/ai-toolkit/pull/35
  • Fix naming of base toolbox. by @antejavor in https://github.com/memgraph/ai-toolkit/pull/36
  • Support named databases by @mitch-b in https://github.com/memgraph/ai-toolkit/pull/33
  • Fix temporal types form Neo4j driver by @antejavor in https://github.com/memgraph/ai-toolkit/pull/39
  • Release action for automatic deploying to PyPi by @antejavor in https://github.com/memgraph/ai-toolkit/pull/34
  • Release prep 0.1.3 by @antejavor in https://github.com/memgraph/ai-toolkit/pull/40

New Contributors

  • @mitch-b made their first contribution in https://github.com/memgraph/ai-toolkit/pull/31

Full Changelog: https://github.com/memgraph/ai-toolkit/compare/v0.1.0...v0.1.3

v0.1.2 Maintenance

Minor fixes and improvements.

Full changelog

What's Changed

  • Update toolbox dependency for mcp and langchain. by @antejavor in https://github.com/memgraph/ai-toolkit/pull/27
  • Update versions for release, 0.1.2 by @antejavor in https://github.com/memgraph/ai-toolkit/pull/28

Full Changelog: https://github.com/memgraph/ai-toolkit/compare/v0.1.0...v0.1.2

v0.1.1 New feature
Notable features
  • Memgraph specific toolbox implementation
Full changelog

What's Changed

  • Fix MCP config. by @antejavor in https://github.com/memgraph/ai-toolkit/pull/8
  • Update readme by @matea16 in https://github.com/memgraph/ai-toolkit/pull/10
  • Fix URL and envs by @antejavor in https://github.com/memgraph/ai-toolkit/pull/11
  • Add memgraph specific toolbox implementation by @antejavor in https://github.com/memgraph/ai-toolkit/pull/23
  • Fix langchain class and examples by @antejavor in https://github.com/memgraph/ai-toolkit/pull/22

New Contributors

  • @matea16 made their first contribution in https://github.com/memgraph/ai-toolkit/pull/10

Full Changelog: https://github.com/memgraph/ai-toolkit/compare/v0.1.0...v0.1.1

Beta — feedback welcome: [email protected]