A context-driven data pipeline and snapshotting library
Project description
Relay
Agent-agent context passing, done right.
Relay is a lightweight, open source Python middleware library for passing context reliably between AI agents in a multi-agent pipeline. Works with any LLM provider or framework — LangChain, OpenAI, Anthropic, LiteLLM, or your own agents.
The Problem
One hallucinating agent silently corrupts the shared context, and every downstream agent inherits the damage. Existing orchestration tools treat the context window as a mutable blob with no version control.
The Solution
Relay treats context like a ledger: append-only, signed at every step, and reversible.
Features
- Context Broker — Normalizes, timestamps, and cryptographically signs context envelopes
- Handoff Validator — Detects contradictions and triggers rollback on corruption
- Snapshot Store — Persists immutable checkpoints for automatic rollback
Installation
git clone https://github.com/kridaydave/Relay.git
cd Relay
pip install -e .
The Aha Moment
Without Relay (manual, error-prone):
# Agent 1 produces output
agent1_output = {"entities": ["Apple", "2024 revenue"], "summary": "Apple grew"}
# Manual serialization — easy to lose data, corrupt context
context = json.dumps(agent1_output)
# Agent 2 receives corrupted context
agent2_input = f"Given: {context}\nAnalyze this."
With Relay (automatic, verified):
from relay.pipeline import RelayPipeline
pipeline = RelayPipeline(
signing_secret="your-secret-key",
token_budget=8000
)
# Agent 1 — creates signed envelope
result = pipeline.execute_step({"entities": ["Apple"], "revenue": "2024"})
envelope1 = result.value # signed, immutable
# Agent 2 — validator detects contradiction
# If Agent 2 accidentally drops "entities", rollback triggers automatically
result = pipeline.execute_step({"summary": "growth"}) # contradiction!
What happens on contradiction:
# Validator detects: critical key "entities" disappeared
# Relay automatically rolls back to last clean snapshot
result = pipeline.rollback()
restored_envelope = result.value
# Now you have the clean envelope from step 1
How It Works
Agent 1 → [Sign Envelope] → Agent 2 → [Validate] → Agent 3
↓
[Snapshot]
↓
[Rollback if dirty]
Every handoff is signed and validated. If corruption is detected, Relay silently rolls back to the last clean checkpoint.
Context Envelope
Every context move between agents is wrapped in a signed, immutable envelope:
{
"relay_version": "0.1.0",
"pipeline_id": "uuid-v4",
"step": 2,
"timestamp": "2026-05-04T10:22:00Z",
"token_budget_used": 1840,
"token_budget_total": 8000,
"payload": {...},
"signature": "sha256:abc123..."
}
Error Handling
Relay uses Result types instead of exceptions:
from relay.types import Success, Failure, Result
result = pipeline.execute_step({"task": "work"})
if isinstance(result, Success):
envelope = result.value
elif isinstance(result, Failure):
print(f"Error: {result.reason} (code: {result.code})")
Testing
pytest tests/unit -v
Quality gates:
- mypy --strict passes
-
80% test coverage
- Every public function has a test
License
MIT License - see LICENSE file
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