The columnar database purpose-built for AI agent traces.

Quickstart · Architecture · Runbook · Contributing · Changelog

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What is ZenithDB?

ZenithDB is an open source, columnar database engine purpose-built for the AI agent observability workload — long, sparse, high-cardinality JSON traces with rich text fields, late-arriving annotations, and bursty ingest. It is written in Rust, exposes HTTP / gRPC / OTLP endpoints, and speaks both SQL and ZenithQL.

Existing observability backends are built for short, structured spans and pay a 10–100× cost on this workload. ZenithDB's storage engine is built around five non-negotiable design choices that make AI traces cheap to store and fast to query:

1. PAX segment format sorted by (trace_id, start_time, span_id), with per-row offset directories on wide string columns.
2. Trace-locality at compaction time — every span of a trace lands in one row group.
3. Late materialization in the scan operator — wide columns are never decoded for rows that didn't survive every other filter.
4. Tantivy embedded inline in segments, not a separate index.
5. WAL on object storage with conditional PUT, queryable on PUT-ack and merged with compacted segments at query time.

Everything else is supporting infrastructure.

Quickstart

Install (30-second start)

One line on macOS or Linux — the installer detects your OS + arch and drops the zen binary in ~/.local/bin:

# macOS (Apple Silicon or Intel) and Linux (arm64 or amd64)
curl -fsSL https://raw.githubusercontent.com/Polarityinc/zenith/main/install.sh | sh

# pin a version, or change the install dir
curl -fsSL https://raw.githubusercontent.com/Polarityinc/zenith/main/install.sh \
  | VERSION=v0.1.0 INSTALL_DIR=/usr/local/bin sh

Then start a local server in seconds (in-memory catalog + local-FS object store, no Docker, no Postgres):

zen serve --config examples/zenithdb.dev.toml
# HTTP :8080  |  gRPC :50051  |  data under ./data/

Build from source

If you'd rather build it yourself (or install.sh has no release for your platform yet):

• Rust 1.87+ (stable)
• protoc 3.21+ (brew install protobuf on macOS, apt-get install protobuf-compiler on Debian/Ubuntu)

git clone https://github.com/Polarityinc/zenith.git
cd zenith
cargo build --release

# Default profile: in-memory `MockCatalog` + local-FS object store. No Docker required.
cargo run --release -p zen_cli -- serve --config examples/zenithdb.dev.toml

The server listens on :8080 (HTTP) and :50051 (gRPC). Data lives under ./data/.

Ingest and query

# Ingest a trace
curl -s localhost:8080/v1/ingest -H 'content-type: application/json' -d '{
  "trace_id": "01HZ...",
  "spans": [{
    "span_id": "01HZ...A",
    "name": "agent.run",
    "start_time": "2026-05-07T12:00:00Z",
    "attributes": {"model": "claude-opus-4-7", "tokens": 4321}
  }]
}'

# Query with SQL
curl -s 'localhost:8080/v1/query' -H 'content-type: application/json' -d '{
  "sql": "SELECT model, count(*) FROM spans WHERE start_time > now() - 1h GROUP BY model"
}'

Production-like local stack (Postgres + MinIO)

docker compose -f deploy/docker/docker-compose.dev.yml up -d
ZEN_PROFILE=prod-like cargo run --release -p zen_cli -- serve

Architecture

Clients (SDKs, OTLP, REST, gRPC)
            │
            ▼
       Gateway (axum + tonic)
        │           │
   ingest         queries
        │           │
   Writer       Querier
   (memtable)   (planner + exec)
        │           │
        ▼           ▼
   Catalog (Postgres)
        │
        ▼
  Object storage (local-fs / S3 / GCS / Azure)
   - WAL    (.wal)
   - Segments (.zseg)

The workspace is 18 Rust crates under crates/. The five "moat" crates that contain the engine's defining work:

Crate	What it does
zen_format	PAX segment encoder/decoder, FSST/ZSTD/Gorilla/FoR/RLE/dict codecs, footer & offset directory layout.
zen_compactor	Streaming k-way merge compactor that enforces trace-locality.
zen_query	Vectorized scan operator, late materialization, predicate pushdown.
zen_fts	Tantivy-as-a-library embedded inline in segments.
zen_wal	Object-storage WAL with conditional PUT, queryable on ack.

The remaining crates (zen_storage, zen_memtable, zen_catalog, zen_index, zen_jsonpath, zen_vector, zen_compress, zen_server, zen_cli, zen_cluster, zen_auth, zen_crypto, zen_proto, zen_ql, zen_bench, zen_common) are supporting infrastructure.

Configuration

The default profile runs entirely on your laptop with no external services:

• Catalog — Postgres (production) or in-memory MockCatalog (dev/test, set in config)
• Object store — local filesystem at ./data/blobs/
• NVMe page cache — in-process, default 4 GiB

See examples/zenithdb.dev.toml for the full config surface, and docs/RUNBOOK.md for production tuning.

Console (web dashboard)

ZenithDB ships with a minimal Next.js console under web/ that talks to the engine's HTTP API. It exposes live segments, queries, compactions, WAL metrics, and a query runner — no fixtures, all real data.

cd web
bun install
bun dev   # http://localhost:3000

Configure the upstream via ZENITH_URL (default http://localhost:8080).

Documentation

• Architecture — deep dive on the five moat crates and the design choices.
• Runbook — operator's guide.
• Examples — zenithdb.dev.toml config + Python and TypeScript quickstarts.
• Changelog — what landed when.
• Contributing — dev setup, conventions, PR workflow.
• Security — vulnerability disclosure.
• Code of Conduct — community standards.

Status

ZenithDB is alpha. The core engine is feature-complete and runs the full benchmark suite, but on-disk format and wire protocols may still change before 1.0. Track the CHANGELOG for breaking changes.

Community

• Issues & feature requests — GitHub Issues
• Discussions — GitHub Discussions
• Security disclosures — see SECURITY.md
• Contact — support@polarity.so

Contributing

We welcome contributions of all sizes — bug reports, docs, tests, and code. Start with CONTRIBUTING.md. The codebase has an opinionated structure (see Architecture); for non-trivial changes, open an issue first so we can align before you write code.

License

ZenithDB is licensed under the Apache License 2.0. Third-party notices in NOTICE.

Copyright © 2026 Polarity, Inc.