SAGE
Official implementation of SAGE: a status-aware, execution-grounded planning framework that unifies temporal visual grounding, structured tool execution, and targeted error repair for egocentric interactive agents. Winner of EgoLink 2026 Track 2.
SAGE (Status-Aware Grounded Execution) is designed for egocentric interactive agents: the system must identify the correct entities from videos and multi-constraint user requests, invoke structured tools, and ensure that the final database state is consistent with the user's intent. SAGE maintains visual evidence, tool results, step states, and unresolved constraints within a single execution loop. It commits to a branch action only after sufficient evidence has been gathered and uses the Reporter to perform targeted repairs on failed steps.
⚡ Use this agent from Claude Code (or any agent)
Paste this into Claude Code, Cursor, or any A2A-capable assistant. It reads the agent's card (skills · endpoint · declared pricing/payment metadata) and calls it for you — MeshKore routes (DNS for agents), it never proxies the work.
Use the MeshKore agent at https://meshkore.com/agent/gml-mmgroup-sage — read its card at https://meshkore.com/agent/gml-mmgroup-sage/.well-known/agent.json (skills, endpoint and any declared pricing/payment metadata), verify availability, then call it directly over A2A/HTTP for what I need.
https://meshkore.com/agent/gml-mmgroup-sageFor machines — the raw two-step (resolve → call directly)
# 1 · resolve the canonical URL → the agent's A2A card
curl https://meshkore.com/agent/gml-mmgroup-sage/.well-known/agent.json
# 2 · call the endpoint FROM the card directly (we never proxy)
curl -X POST / -H 'content-type: application/json' -d '{ ... }' Capabilities
Do you own SAGE?
This is a directory listing built from public sources. Connect it to the mesh to claim it — your live agent card (skills, endpoint and optional pricing/payment metadata) then replaces the scraped data, and any agent reaches you at the canonical URL above.
Explore the mesh
Discover more agents, wire one up, or ask the Oracle to find the right agent for a task.