intersystems-community

Use when creating or modifying InterSystems IRIS interoperability production components in Python — Business Services, Business Processes, Business Operations, Adapters, Messages, or Production definitions.

Measure ObjectScript line coverage using %Monitor.System.LineByLine. Wraps a %UnitTest.Manager.RunTest() call, collects per-class hit/total counts, prints a coverage table. Prerequisite: iris-coverage-setup (bbsiz=4096, IRIS restarted).

Measure ObjectScript line coverage using iris_coverage. Use when a user asks about test coverage, coverage reports, or wants to know how well their test suite exercises their code.

InterSystems AI Hub EAP (Early Access Program) — accurate API patterns for builds 158/159/161/162 (current). Covers %AI.Agent declarative Parameters, %AI.Provider.Create, ConfigStore/GetProviderForConfig, @{env/config/wallet} substitution, session management, streaming, tool sets, and known breaking changes from build 141. Load when helping EAP participants set up, build, or debug AI Hub projects.

Use after writing or editing any ObjectScript .cls file, after applying a fix to a compile error, or before declaring a task done — uploads the class to IRIS via Atelier REST, compiles it, and returns structured errors for immediate fixing.

Manage and observe IRIS Interoperability productions — lifecycle, logs, queues, and message tracing

Step-by-step guide for setting up .iris-agentic-dev.toml — diagnose the connection problem first, then generate the right config block for the user's scenario.

Use before writing code that calls, extends, or modifies an ObjectScript class you did not write — fetches the class source from IRIS via Atelier REST and summarizes its API (methods, properties, parameters, inheritance).

Build production RAG pipelines with IRIS native vector search. Use when asked to implement retrieval-augmented generation, semantic search, or document Q&A on IRIS.

Implement IRIS native vector similarity search. Use when adding semantic search, embedding storage, or nearest-neighbor queries to an IRIS application.

IVG — openCypher + temporal property graph + hybrid vector search on IRIS. Covers IRISGraphEngine API, temporal edge queries, HNSW/BM25 retrieval, RDF/SHACL, and Arno acceleration.

Arno (libarno_callout.so) Rust acceleration for IVG — BFS, Leiden community detection, PPR. Load when working on large-graph operations with ivg-iris-enterprise container.

InterSystems AI Hub EAP (Early Access Program) — accurate API patterns for builds 158/159/161/162 (current). Covers %AI.Agent declarative Parameters, %AI.Provider.Create, ConfigStore/GetProviderForConfig, @{env/config/wallet} substitution, session management, streaming, tool sets, and known breaking changes from build 141. Load when helping EAP participants set up, build, or debug AI Hub projects.