AgentOps-AI / AgentOps-AI/agentops

GNAP: git-native coordination that AgentOps can observe and trace end-to-end

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## Proposal: GNAP as a coordination protocol with first-class AgentOps observability

AgentOps provides observability and DevTools for AI agents — session tracking, cost monitoring, replay, and now an MCP server. The core challenge you solve is making agent behavior visible and debuggable. GNAP adds a layer that's directly traceable.

[GNAP](https://github.com/farol-team/gnap) (Git-Native Agent Protocol) uses git as the coordination substrate: tasks move through `board/todo/` → `board/doing/` → `board/done/` via commits. Every task transition is a git commit — with timestamp, agent identity, and content.

**Why GNAP + AgentOps is a natural fit:**

1. **Git commits as observable events**: Each GNAP state transition (todo→doing, doing→done) maps perfectly to an AgentOps event — agent ID, timestamp, task content
2. **Multi-agent session reconstruction**: From the git log, AgentOps can reconstruct the full coordination graph across all agents
3. **Cost attribution**: Which agent spent what on which GNAP task — combining AgentOps LLM cost tracking with GNAP task metadata

```python
# GNAP task transition becomes AgentOps event
agentops.record(ActionEvent(
action_type="gnap.task.claimed",
params={"task": "board/doing/analyze-dataset-47.md", "agent": agent_id},
returns={"status": "in_progress"}
))
```

GNAP could integrate with AgentOps' existing framework integrations (LangChain, AutoGen, CrewAI) — any agent using those frameworks that participates in a GNAP board would automatically have its coordination events traced.

Spec: https://github.com/farol-team/gnap

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