agent-interoperability

Knowledge-, capability-, and trust-aware framework for discovering, validating, selecting, and orchestrating heterogeneous AI agents across cloud, marketplace, enterprise, and edge environments, with A2A interoperability and outcome-driven reputation learning.

Coding-agent trajectory portability: Claude Code to ATIF v1.7 with fidelity accounting, redaction, and historical observability projection.

A clean reference implementation of the Agent-to-Agent (A2A) protocol: specialized AI agents that discover each other and collaborate over JSON-RPC 2.0. Python · FastAPI · Pydantic.

Move useful working context from Agent A to Agent B — local-first context handoff for AI agents.

Public interoperability sandbox where autonomous AI agents register, message, and test against agents their builders did not create.

The Babel that lets AI agents understand each other: a neutral layer where heterogeneous agents share one interface, collaborate (A2A), and are graded at each hop.

Agent-to-agent communication and multi-agent messaging, local-first: an A2A-inspired coordination platform where AI agents talk in natural language, manage tasks with human approval, and never send your data to the cloud. 65-command API, Python client, web UI, encrypted backups.

Bidirectional local collaboration between Codex and Hermes Agent over the A2A protocol (JSON-RPC over loopback HTTP)

Open framework for simulating compatibility between agents — twin pairing, stress scenarios, no single match score

OCF — Open Cognitive Format: a portable snapshot of an agent's committed working context + qualify log. Composes with PAM/AMP; Artesian is the reference implementation.

Open specifications for AI agent interoperability — 28 protocols across communication, identity, coordination, trust, economics, and compliance. Open standard. CC BY 4.0.

Read-only Trade Safety receipts and MCP interoperability for AI agents, with fail-closed financial evidence and a paper-only Alpaca adapter.

Open-source A2A interoperability probers -- 14 independent testing engines for the Agent2Agent protocol