Skip to main content

High-performance graph library for the Kelvin Agentic OS — petgraph-backed engine, 40+ algorithms, RDF/SPARQL, knowledge-graph tools

Project description

kaos-graph

Part of Kelvin Agentic OS (KAOS) — open agentic infrastructure for legal work, built by 273 Ventures. See the full KAOS package map for the rest of the stack.

PyPI - Version Python License CI

kaos-graph is a high-performance graph library for KAOS — a typed Python API over a pure-Rust core backed by petgraph and the oxrdf RDF engine. It provides the graph-algorithm and knowledge-graph building blocks the rest of the stack relies on: 40+ algorithms (PageRank, shortest paths, centrality, community detection, DAG ops), RDF/SPARQL parsing, and typed Python wrappers throughout.

It is dependency-light: the BASE install pulls only kaos-graph itself plus defusedxml (~250 KB pure-Python). Optional extras layer in the rest of the KAOS ecosystem.

Install

uv add kaos-graph
# or
pip install kaos-graph

kaos-graph requires Python 3.13 or newer. The published wheels are cp313-abi3 — one wheel per OS/architecture covers every CPython 3.13+ minor (3.13, 3.14, 3.15, …). No re-release needed when 3.15 ships.

Platform coverage: Linux x86_64 (manylinux + musllinux), Linux aarch64 (manylinux + musllinux), macOS arm64, Windows x86_64, Windows arm64.

Quick start

from kaos_graph import Graph
from kaos_graph.algorithms import pagerank, shortest_paths, topological_sort

g = Graph()
g.add_node("alice", role="engineer")
g.add_node("bob", role="manager")
g.add_edge("alice", "bob", relationship="reports_to")

# Algorithms
ranks = pagerank(g)
costs = shortest_paths(g, "alice")
order = topological_sort(g)

Concepts

The package is built around a small set of typed primitives.

Concept What it is
Graph Property graph backed by petgraph::StableDiGraph. String-keyed nodes with JSON-valued properties; edges with arbitrary properties; multi-graph semantics opt-in. Stable node refs across mutations (additions/removals don't invalidate handles).
Node / Edge / Triple Typed dataclass results emitted at the FFI boundary. Node(id, properties), Edge(source, target, properties), Triple(subject, predicate, object).
Algorithms 40+ functions in kaos_graph.algorithms covering traversal (BFS/DFS, topological sort), shortest paths (Dijkstra, A*, Bellman-Ford, Floyd-Warshall), centrality (PageRank, betweenness, closeness, eigenvector), community (Louvain, label propagation), connectivity (SCC, weakly-connected, articulation points, bridges), structure (cycles, cliques, isomorphism, max flow), and DAG ops (longest path, critical path).
Sparse PageRank O((V+E)·n) instead of petgraph's O(V²·E·n). FOLIO ontology (~25K nodes, ~36K edges): 7 ms vs petgraph's 105 s. The marketing-grade benchmark exercised on every CI run.
RDF / SPARQL oxrdf + oxrdfio parsers (Turtle, N-Triples, N-Quads, RDF/XML, TriG) with byte / triple / size caps applied at the FFI boundary. SPARQL via pyoxigraph opt-in through the [rdf] extra.
I/O & bridges JSON (round-trippable), GraphML / GEXF (defusedxml-hardened), edgelist, adjacency-list, mermaid, dot. NetworkX bridge; Polars / DuckDB tabular bridge planned via the [tabular] extra in 0.1.0a2.
Knowledge graph Schema, KnowledgeGraph, fact ingestion, reasoning rules, ontology bridges.
Storage VFS-backed save_to_vfs / load_from_vfs with name validation against namespace escape.

CLI

kaos-graph ships a kaos-graph administrative CLI plus an optional kaos-graph-serve MCP server (loopback-only by default):

kaos-graph version          # version info
kaos-graph serve            # forwards to kaos-graph-serve (stdio MCP)
kaos-graph-serve            # MCP server, stdio transport
kaos-graph-serve --http     # MCP server, streamable HTTP (loopback only)

Note: 17 MCP tools are registered by register_graph_tools() and become available with pip install kaos-graph[mcp] once the kaos-mcp companion package publishes (planned for 0.1.0a2).

Compatibility & status

Aspect
Python 3.13, 3.14 (informational matrix entries for 3.14t free-threaded and 3.15-dev). One cp313-abi3 wheel per OS/arch covers all 3.13+ minors.
OS Linux (manylinux + musllinux, x86_64 + aarch64), macOS arm64, Windows x86_64, Windows arm64. macOS x86_64 deliberately skipped (Apple ended Intel sales in 2023).
Maturity Alpha. The public API is documented in kaos_graph.__all__.
Stability policy Pre-1.0: minor bumps may change behaviour. Every change is documented in CHANGELOG.md.
Test coverage 173 Rust unit tests + 402 Python tests passing (575 total). 38 dedicated security regressions covering the audit-pass A2 + two follow-up rounds.
Type checker Validated with ty, Astral's Python type checker.

Companion packages

kaos-graph is one of the packages in the Kelvin Agentic OS. The broader stack:

Package Layer What it does
kaos-core Core Foundational runtime, MCP-native types, registries, execution engine, VFS
kaos-content Core Typed document AST: Block/Inline, provenance, views
kaos-mcp Bridge FastMCP server, kaos management CLI, MCP resource templates
kaos-pdf Extraction PDF → AST with provenance
kaos-web Extraction Web extraction, browser automation, search, domain intelligence
kaos-office Extraction DOCX / PPTX / XLSX readers + writers to AST
kaos-tabular Extraction DuckDB-powered SQL analytics
kaos-source Data Government + financial data connectors (Federal Register, eCFR, EDGAR, GovInfo, PACER, GLEIF)
kaos-llm-client LLM Multi-provider LLM transport
kaos-llm-core LLM Typed LLM programming (Signatures, Programs, Optimizers)
kaos-nlp-core Primitives (Rust) High-performance NLP primitives
kaos-nlp-transformers ML Dense embeddings + retrieval
kaos-graph Primitives (Rust) Graph algorithms + RDF/SPARQL
kaos-ml-core Primitives (Rust) Classical ML on the document AST
kaos-citations Legal Legal citation extraction, resolution, verification
kaos-agents Agentic Agent runtime, memory, recipes
kaos-reference Sample Reference module for module authors

Packages depend on kaos-core; everything else is opt-in. Mix and match the ones you need.

Development

git clone https://github.com/273v/kaos-graph
cd kaos-graph
uv sync --group dev --extra rdf
uv run maturin develop --release

Install pre-commit hooks (recommended — they run the same checks as CI on every commit, scoped to staged files):

uvx pre-commit install
uvx pre-commit run --all-files     # one-time full sweep

Manual QA commands (the same set CI runs):

cargo fmt --check
cargo clippy --no-default-features --all-targets -- -D warnings
cargo test --no-default-features --lib
uv run ruff format --check python/kaos_graph tests
uv run ruff check python/kaos_graph tests
uv run ty check python/kaos_graph tests
uv run pytest tests/

Build from source

uv build
uv pip install dist/*.whl

Contributing

Issues and pull requests are welcome. See CONTRIBUTING.md for setup, quality gates, pull request expectations, and engineering standards. By contributing you agree to follow the project conduct expectations and certify the Developer Certificate of Origin v1.1 — sign every commit with git commit -s. Please open an issue before starting on a non-trivial change so we can align on scope.

Security

For security issues, please do not file a public issue. Report privately via GitHub Private Vulnerability Reporting or email security@273ventures.com. See SECURITY.md for the full disclosure policy.

License

Apache License 2.0 — see LICENSE and NOTICE.

Copyright 2026 273 Ventures LLC. Built for kelvin.legal.

Project details


Download files

Download the file for your platform. If you're not sure which to choose, learn more about installing packages.

Source Distribution

kaos_graph-0.1.0a3.tar.gz (218.4 kB view details)

Uploaded Source

Built Distributions

If you're not sure about the file name format, learn more about wheel file names.

kaos_graph-0.1.0a3-cp313-abi3-win_arm64.whl (947.4 kB view details)

Uploaded CPython 3.13+Windows ARM64

kaos_graph-0.1.0a3-cp313-abi3-win_amd64.whl (1.0 MB view details)

Uploaded CPython 3.13+Windows x86-64

kaos_graph-0.1.0a3-cp313-abi3-manylinux_2_28_x86_64.whl (1.1 MB view details)

Uploaded CPython 3.13+manylinux: glibc 2.28+ x86-64

kaos_graph-0.1.0a3-cp313-abi3-manylinux_2_28_aarch64.whl (1.0 MB view details)

Uploaded CPython 3.13+manylinux: glibc 2.28+ ARM64

kaos_graph-0.1.0a3-cp313-abi3-macosx_11_0_arm64.whl (993.6 kB view details)

Uploaded CPython 3.13+macOS 11.0+ ARM64

File details

Details for the file kaos_graph-0.1.0a3.tar.gz.

File metadata

  • Download URL: kaos_graph-0.1.0a3.tar.gz
  • Upload date:
  • Size: 218.4 kB
  • Tags: Source
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.1.0 CPython/3.13.12

File hashes

Hashes for kaos_graph-0.1.0a3.tar.gz
Algorithm Hash digest
SHA256 bb46bdbb42a11393e53ce374da0711e0ffe0f4f870f3b5e79150d369340a2be6
MD5 2bfaaf9cbad320c28ac241ee74b7e961
BLAKE2b-256 d1142013bb98f9be62c46fba9b938b13680509491e5d3faeb61c562460b22908

See more details on using hashes here.

Provenance

The following attestation bundles were made for kaos_graph-0.1.0a3.tar.gz:

Publisher: release.yml on 273v/kaos-graph

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file kaos_graph-0.1.0a3-cp313-abi3-win_arm64.whl.

File metadata

  • Download URL: kaos_graph-0.1.0a3-cp313-abi3-win_arm64.whl
  • Upload date:
  • Size: 947.4 kB
  • Tags: CPython 3.13+, Windows ARM64
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.1.0 CPython/3.13.12

File hashes

Hashes for kaos_graph-0.1.0a3-cp313-abi3-win_arm64.whl
Algorithm Hash digest
SHA256 b6b9bbd822afcdcc56f10be92b6385f04e1f30e85fff69b97880607975fade10
MD5 19e423a1f735fe891ea26dc580a30564
BLAKE2b-256 6f5398e8a18f7975fba1fb264bfce684addb5bc3c239ec2c90cbd83625520188

See more details on using hashes here.

Provenance

The following attestation bundles were made for kaos_graph-0.1.0a3-cp313-abi3-win_arm64.whl:

Publisher: release.yml on 273v/kaos-graph

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file kaos_graph-0.1.0a3-cp313-abi3-win_amd64.whl.

File metadata

  • Download URL: kaos_graph-0.1.0a3-cp313-abi3-win_amd64.whl
  • Upload date:
  • Size: 1.0 MB
  • Tags: CPython 3.13+, Windows x86-64
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.1.0 CPython/3.13.12

File hashes

Hashes for kaos_graph-0.1.0a3-cp313-abi3-win_amd64.whl
Algorithm Hash digest
SHA256 3e55033d88cda3a2872346524af7ae3dfc9b1a564d79c1d14f5387309675cbd2
MD5 ffdc730c2a151c10822bcd59c74dd802
BLAKE2b-256 b67d885e754cec273ddbff9da854d46984b489102f8569a7f4c63cbfa335e83b

See more details on using hashes here.

Provenance

The following attestation bundles were made for kaos_graph-0.1.0a3-cp313-abi3-win_amd64.whl:

Publisher: release.yml on 273v/kaos-graph

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file kaos_graph-0.1.0a3-cp313-abi3-manylinux_2_28_x86_64.whl.

File metadata

File hashes

Hashes for kaos_graph-0.1.0a3-cp313-abi3-manylinux_2_28_x86_64.whl
Algorithm Hash digest
SHA256 bd6f1a9a282d654b230d076cebf5182706d1a033e30a0e337757f3bdf8012372
MD5 cabe5619515e587a1f4e85ed1cc8c827
BLAKE2b-256 4d8a2e4018fe5c6170118da4393c66f28c4a629b623796343952457b8425c4a9

See more details on using hashes here.

Provenance

The following attestation bundles were made for kaos_graph-0.1.0a3-cp313-abi3-manylinux_2_28_x86_64.whl:

Publisher: release.yml on 273v/kaos-graph

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file kaos_graph-0.1.0a3-cp313-abi3-manylinux_2_28_aarch64.whl.

File metadata

File hashes

Hashes for kaos_graph-0.1.0a3-cp313-abi3-manylinux_2_28_aarch64.whl
Algorithm Hash digest
SHA256 e7f9e98d3d87dc93fb2ee819180bb31bc058fc512dfc55e2598d33c29afafecf
MD5 27cf0012a99cb63a0356508a522b0afc
BLAKE2b-256 b4bf160e196d0cf00f7e1d10ab01a6ab67b2a17bdda1d280c3c323b468a11105

See more details on using hashes here.

Provenance

The following attestation bundles were made for kaos_graph-0.1.0a3-cp313-abi3-manylinux_2_28_aarch64.whl:

Publisher: release.yml on 273v/kaos-graph

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file kaos_graph-0.1.0a3-cp313-abi3-macosx_11_0_arm64.whl.

File metadata

File hashes

Hashes for kaos_graph-0.1.0a3-cp313-abi3-macosx_11_0_arm64.whl
Algorithm Hash digest
SHA256 3246ca90bd106087e3692a6f61fc84ae70c424e2f9439afa2945ae60c889f5cb
MD5 ce857e54c68115b4a0438770bb7a78cb
BLAKE2b-256 eeccb622e2a08563371ed59e8613654735e223c64200b618a7564ff4f1b3110b

See more details on using hashes here.

Provenance

The following attestation bundles were made for kaos_graph-0.1.0a3-cp313-abi3-macosx_11_0_arm64.whl:

Publisher: release.yml on 273v/kaos-graph

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

Supported by

AWS Cloud computing and Security Sponsor Datadog Monitoring Depot Continuous Integration Fastly CDN Google Download Analytics Pingdom Monitoring Sentry Error logging StatusPage Status page