jammi-server

The OSS server binary for Jammi AI.

What it is

jammi-server is the substrate-level service for Jammi: a single-process binary that exposes Jammi's data sources, mutable tables, trigger streams, and vector search over Arrow Flight SQL and typed gRPC. It is the runnable artifact behind docker pull ghcr.io/f-inverse/jammi-ai-server.

The OSS server is single-tenant. The deployer's network is the authentication boundary — run one server per tenant, or front the binary with a reverse proxy that enforces tenancy at the HTTP layer. Multi-tenant SaaS, authentication, and the enterprise feature set (Registry, Gate, Monitor, Experiment, Blocks, Resilience) live in a separate commercial server.

What it exposes

The gRPC chain and Flight SQL share one Tonic server so a client binding a tenant via SessionService.SetTenant (with a jammi-session-id header) sees the same scoping applied to its Flight SQL queries.

What it is NOT

• Not multi-tenant. No tenant column on OSS-exclusive tables; no auth on the wire.
• Not clustered. Single-instance only; no leader election, no replication.
• Not authenticated. The OSS server speaks unauthenticated gRPC. Run it behind your own boundary.
• Not the enterprise binary. Registry / Gate / Monitor / Experiment / Blocks / Resilience are commercial features and ship in a separate image.

Quickstart (Docker)

docker run --rm \
  -p 8080:8080 -p 8081:8081 \
  -v jammi_data:/var/lib/jammi \
  ghcr.io/f-inverse/jammi-ai-server:latest

# Liveness
curl http://localhost:8080/healthz
# {"status":"ok","version":"0.8.0"}

# Readiness
curl http://localhost:8080/readyz
# {"status":"ready"}

# Prometheus metrics
curl http://localhost:8080/metrics
# jammi_grpc_requests_total 0
# jammi_flight_queries_total 0
# ...

# Flight SQL roundtrip from Python.
python -c '
from pyarrow.flight import FlightClient, FlightDescriptor
client = FlightClient("grpc://localhost:8081")
info = client.get_flight_info(FlightDescriptor.for_command(b"SELECT 1 AS one"))
print(client.do_get(info.endpoints[0].ticket).read_all())
'

Quickstart (from source)

cargo run --release --bin jammi-server --features jetstream-broker -- \
  --config crates/jammi-server/examples/jammi.toml

Production deploy

See Deploy as a Server in the cookbook for the full guide. The short version:

1. Mount a persistent volume at /var/lib/jammi (or chown 65532:65532 your bind mount — the distroless image runs as the nonroot user).
2. Provide a config file at /etc/jammi/jammi.toml. The sample at examples/jammi.toml is the starting point.
3. Point your load balancer's readiness check at /readyz. The probe pings the catalog backend; a 503 means traffic should be drained from this instance.
4. Scrape /metrics from Prometheus. The OSS server emits gRPC request counts, Flight SQL query counts, eval invocation counts, and a search-latency histogram.

License

Apache-2.0