Lakehouse-native graph engine with git-style workflows https://omnigraph.dev
Find a file
Claude cd291b9a1e
docs/research: enumerate next 6 experiment candidates, ranked by ROI x readiness
Add a "Next experiment candidates" section grouped by control-loop shape (the
unit of harness reuse is the loop, not the target):

  Cluster A - reuses lance-autoresearch as-is:
    A1. Adjacent distance kernels (cosine, dot, hamming)
    A2. IVF partition-selection kernel (centroid scan)
    A3. FTS BM25 scoring kernel

  Cluster B - needs a new harness (BauplanLabs tournament loop):
    B1. IVF_PQ index-build parameter tuning (original "surface 1")
    B2. Auto-index-type selection (categorical + B1 inner)

  Cluster C - highest ceiling, hardest harness:
    C1. Physical-plan JSON patching for Lance-backed DataFusion
        (literal BauplanLabs replication)

Each candidate notes the surface, oracle, harness reuse vs. new, and the
expected payoff. A cross-cluster section frames the three "if your goal is X,
run candidate Y next" branches: shortest path to upstream PR (A1), most
user-facing impact (B1), paper-publishable replication (C1). Includes the
go/no-go logic if A1 and B1 split.

scripts/check-agents-md.sh still passes (30/30 links).

https://claude.ai/code/session_01Aq8kBUcjmEPobcEufnWbW5
2026-05-14 23:37:34 +00:00
.cargo Raise LANCE_MEM_POOL_SIZE to 1 GB in .cargo/config.toml 2026-04-19 22:27:49 +03:00
.context Investigate Lance MergeInsertBuilder CAS granularity (MR-766 prereq) 2026-04-28 23:30:17 +00:00
.github branch-protection: declarative policy + apply script (#89) 2026-05-13 17:38:20 +03:00
crates schema-lint chassis v0: code-tagged diagnostics (MR-694) (#87) 2026-05-13 17:08:18 +03:00
docker Initial public Omnigraph repository 2026-04-10 20:49:41 +03:00
docs docs/research: enumerate next 6 experiment candidates, ranked by ROI x readiness 2026-05-14 23:37:34 +00:00
research/lance-autoresearch research: redesign lance-autoresearch oracle to be dataset-independent 2026-05-14 23:03:45 +00:00
scripts branch-protection: declarative policy + apply script (#89) 2026-05-13 17:38:20 +03:00
.dockerignore Initial public Omnigraph repository 2026-04-10 20:49:41 +03:00
.gitignore chore: gitignore the mdrip/ markdown snapshot cache 2026-05-12 17:02:14 -07:00
AGENTS.md branch-protection: declarative policy + apply script (#89) 2026-05-13 17:38:20 +03:00
Cargo.lock release: prepare omnigraph 0.4.2 2026-05-10 14:02:28 +00:00
Cargo.toml research: lance-autoresearch — PQ L2 kernel autoresearch harness 2026-05-14 22:38:39 +00:00
CLAUDE.md Add AGENTS.md as canonical agent guide; symlink CLAUDE.md to it 2026-04-28 23:10:09 +02:00
CODE_OF_CONDUCT.md Initial public Omnigraph repository 2026-04-10 20:49:41 +03:00
CONTRIBUTING.md Merge remote-tracking branch 'origin/main' into ragnorc/explore-api 2026-04-18 20:24:39 +02:00
Dockerfile Dockerfile: switch base from Docker Hub to ECR Public 2026-04-20 13:46:23 +03:00
LICENSE Initial public Omnigraph repository 2026-04-10 20:49:41 +03:00
og-cheet-sheet.md Add query lint and check commands 2026-04-13 00:37:44 +03:00
omnigraph.example.yaml example config: use graphs / cli.graph, matching the MR-603 rename 2026-04-18 23:40:35 +03:00
openapi.json release: prepare omnigraph 0.4.2 2026-05-10 14:02:28 +00:00
README.md Update README.md 2026-05-12 08:17:31 -07:00
rust-toolchain.toml Initial public Omnigraph repository 2026-04-10 20:49:41 +03:00
SECURITY.md Initial public Omnigraph repository 2026-04-10 20:49:41 +03:00

Omnigraph

License: MIT Rust Crates.io CI

Lakehouse-native graph engine with git-style workflows.

Branch, commit, and merge typed graph data like source code. Multi-modal, self-hosted, open source.

Built on Rust, Arrow, DataFusion and Lance.

Join the Omnigraph Slack community

Use Cases

  • Company brains
  • Context graphs
  • Backbone for multi-agent research
  • Incident response graphs
  • Compliance & audit graphs
  • Enterprise knowledge systems

Capabilities

  • Typed schema, typed queries, and typed mutations
  • Schema-as-code, query validation and linting
  • Git-style graph workflows: branches, commits, merges, and transactional runs
  • Local, on-prem & cloud S3-native storage with snapshot-pinned reads
  • Graph traversal + text, fuzzy, BM25, vector, and RRF search in one runtime
  • Policy-as-code for server-side access control
  • Single CLI for multiple deployments

Quick Install

curl -fsSL https://raw.githubusercontent.com/ModernRelay/omnigraph/main/scripts/install.sh | bash

This installs omnigraph and omnigraph-server into ~/.local/bin from published release binaries.

Or install with Homebrew:

brew tap ModernRelay/tap
brew install ModernRelay/tap/omnigraph

For starter graphs and agent skills to bootstrap and operate Omnigraph, see ModernRelay/omnigraph-cookbooks.

One-Command Local RustFS Bootstrap

curl -fsSL https://raw.githubusercontent.com/ModernRelay/omnigraph/main/scripts/local-rustfs-bootstrap.sh | bash

That bootstrap:

  • starts RustFS on 127.0.0.1:9000
  • creates a bucket and S3-backed repo
  • loads the checked-in context fixture
  • launches omnigraph-server on 127.0.0.1:8080

Docker must be installed and running first.

The RustFS bootstrap prefers the rolling edge binaries and only falls back to source builds when release assets are unavailable.

If a previous run left objects under the same repo prefix but did not finish initializing the repo, rerun with RESET_REPO=1 or set PREFIX to a new value.

Common Commands

The same URI works for local paths, s3://…, or http://host:port.

omnigraph init   --schema ./schema.pg ./repo.omni
omnigraph load   --data   ./data.jsonl ./repo.omni
omnigraph read   --query  ./queries.gq --name get_person --params '{"name":"Alice"}' ./repo.omni
omnigraph change --query  ./queries.gq --name insert_person --params '{"name":"Mina"}' ./repo.omni
omnigraph branch create --from main feature-x ./repo.omni
omnigraph branch merge  feature-x --into main ./repo.omni

See docs/cli.md for schema apply, snapshots, ingest, runs, and policy commands.

Docs

Build And Test

cargo build --workspace
cargo check --workspace
cargo test --workspace

Notes:

  • Rust stable toolchain, edition 2024
  • CI runs cargo test --workspace --locked
  • Full CI and some local test flows require protobuf-compiler
  • S3 integration tests expect an S3-compatible endpoint such as RustFS

Workspace Crates

  • crates/omnigraph-compiler: shared schema/query parser, typechecker, catalog, and IR lowering
  • crates/omnigraph: storage/runtime, branching, merge, change detection, and query execution
  • crates/omnigraph-cli: CLI for init/load/ingest/read/change/branch/snapshot/export/policy operations
  • crates/omnigraph-server: Axum HTTP server for remote reads, changes, ingest, export, branches, commits, and runs

Contributing

Please open an issue, spec, or design discussion before sending large code changes. Design feedback and concrete problem statements are the fastest way to collaborate on the roadmap.

Community

Join the Omnigraph Slack community to ask questions, share feedback, and follow development.