diff --git a/pages/projects/llm.md b/pages/projects/llm.md
index 5ba665973..8029893e5 100644
--- a/pages/projects/llm.md
+++ b/pages/projects/llm.md
@@ -30,3 +30,8 @@ physicists work. This includes coding, attending conferences, reading and compre
   Shows all the various problems that traditional RAG shows when working with very large amounts of data. Designed to run in the cloud, and be invoked as a tool from OpenAI's ChatGPT tool.
 * [abstract-ranker](https://github.com/gordonwatts/abstract-ranker) - given a list of the user's preferences, will rank abstracts submitted to a conference and generate a spreadsheet
   can be used to navigate a large conference like ICHEP or CHEP.
+* [root-mcp](https://gitlab.cern.ch/itgpt/root-mcp-server) connects LLM agents to ROOT files through MCP tools and a command-line interface. It handles file inspection, event selections, histograms, statistics, invariant-mass calculations, and plotting.
+* [hepdata-mcp](https://github.com/HEPData/hepdata-mcp) gives LLM agents read-only access to public HEPData records and tables. It's an early build supporting measurement discovery, retrieving numerical data, and getting export links.
+* [inspirehep-mcp](https://github.com/MohamedElashri/inspirehep-mcp) connects LLM agents to INSPIRE-HEP for literature searches, citation exploration, author information, and formatted references.
+* [cerngitlab-mcp](https://gitlab.cern.ch/itgpt/cerngitlab-mcp) connects LLM agents to CERN GitLab to discover and inspect HEP code, documentation, and analysis examples. It offers MCP and CLI interfaces, with public repository access and authenticated access subject to GitLab permissions.
+* [LHCbFinder](https://lhcbfinder.net/) runs semantic search over LHCb papers using embeddings and vector retrieval.