Issues

• context-graph: subagent actions land on the parent Session when subagent lifecycle events are missed

  needs-triage
  memgraph/ai-toolkit#617 · Filter by author antejavor opened on Oct 27, 2026

• context-graph: deferred cleanups from the #549 architecture review

  needs-triage
  memgraph/ai-toolkit#615 · Filter by author antejavor opened on Oct 25, 2026

• memgraph-context-graph: route the SDK adapters through RuntimeSpec

  needs-triage
  memgraph/ai-toolkit#614 · Filter by author antejavor opened on Oct 25, 2026

• actions-graph: export its own traversals instead of copying them into other packages

  needs-triage
  memgraph/ai-toolkit#613 · Filter by author antejavor opened on Oct 25, 2026

• CI: remove workflow duplication (setup blocks, release workflows, overlapping live sessions)

  enhancementgithub_actionsneeds-triage
  memgraph/ai-toolkit#607 · Filter by author antejavor opened on Oct 23, 2026

• context-graph-viewer: Setup view — which agents are wired, and the fix for each gap

  wayfinder:task
  memgraph/ai-toolkit#545 · Filter by author antejavor opened on Oct 13, 2026

• Generalize hygm's default ontology, and decide whether learning stays on by default

  memgraph/ai-toolkit#476 · Filter by author antejavor opened on Oct 8, 2026

• sessions-graph: reconciliation feeds raw tool-result reprs to extraction

  wayfinder:task
  memgraph/ai-toolkit#473 · Filter by author antejavor opened on Oct 8, 2026

• Derive's propose step reads whole sessions: ~$0.65 per seed on BEAM

  memgraph/ai-toolkit#472 · Filter by author antejavor opened on Oct 8, 2026

• Derive is slow on long sessions: ~25-35 min per user per worker on BEAM

  memgraph/ai-toolkit#471 · Filter by author antejavor opened on Oct 8, 2026

• context-graph: track and analyse memory served to and used by the model

  needs-triage
  memgraph/ai-toolkit#463 · Filter by author antejavor opened on Oct 7, 2026

• Entity identity as a hygm contract the extraction backends apply

  memgraph/ai-toolkit#442 · Filter by author antejavor opened on Oct 6, 2026
  1

• Derived vocabularies drop relations for rarely stated facts (the 25:50 personal best)

  memgraph/ai-toolkit#440 · Filter by author antejavor opened on Oct 6, 2026
  1

• context-graph: make providers distinguishable and comparable in the graph (source_sdk property, normalized tool_kind)

  memgraph/ai-toolkit#385 · Filter by author antejavor opened on Sep 29, 2026

• agent-context-graph: verify the cursor runtime against a live Cursor session

  memgraph/ai-toolkit#384 · Filter by author antejavor opened on Sep 29, 2026

• unstructured2graph: GLiNER2Backend has no cross-chunk coreference and no batched reconciliation path (LightRAG has both)

  memgraph/ai-toolkit#339 · Filter by author antejavor opened on Sep 16, 2026

• Verify Tiers 2/3 of the SPAWNED inference rule against real concurrent-subagent Claude Code sessions

  memgraph/ai-toolkit#287 · Filter by author antejavor opened on Aug 14, 2026

• Codex adapter: implement SubagentStart/SubagentStop hook support

  memgraph/ai-toolkit#286 · Filter by author antejavor opened on Aug 14, 2026

• Task (deferred): implement procedural memory mining (Procedure nodes)

  wayfinder:task
  memgraph/ai-toolkit#272 · Filter by author antejavor opened on Aug 11, 2026

• lightrag-memgraph: MemgraphDocStatusStorage missing 4 abstract methods required by lightrag-hku 1.5.5

  memgraph/ai-toolkit#250 · Filter by author antejavor opened on Jul 31, 2026

• lightrag-memgraph: shared Memgraph driver lifecycle gap in _connection.py

  memgraph/ai-toolkit#223 · Filter by author antejavor opened on Jul 16, 2026

• ci(lightrag-memgraph): Bolt-readiness probe race can mask vector_search test coverage

  memgraph/ai-toolkit#221 · Filter by author antejavor opened on Jul 16, 2026

• lightrag-memgraph: get_docs_paginated() unstable pagination (no secondary sort key)

  memgraph/ai-toolkit#220 · Filter by author antejavor opened on Jul 16, 2026
  1

• perf(lightrag-memgraph): vector query() full label scan defeats vector index

  memgraph/ai-toolkit#215 · Filter by author antejavor opened on Jul 16, 2026

• Proposal: Write Gate server — schema + provenance enforcement for agent-authored MERGE/SET

  memgraph/ai-toolkit#159 · Filter by author injectedfusion opened on Apr 14, 2026