Skip to main content

kglite-cli

The interactive Cypher shell for kglite knowledge graphs — the sqlite3-style REPL for .kgl files.

Install

$ pip install kglite          # Python API plus the `kglite` command
# or
$ pip install kglite-cli      # standalone CLI-only binary wheel
# or
$ cargo install kglite-cli    # standalone build (needs a Rust toolchain)

The main kglite wheel embeds this crate's Rust library and exposes the same command through a thin console-script shim. kglite-cli remains the standalone libpython-free binary distribution; install one route or the other.

The code-review Agent Skill is installed by codingest, which also builds the code graphs the skill queries:

$ codingest skill install

An earlier kglite skill install placed a CLI-managed copy of the skill; codingest skill install removes that managed copy as part of installing its own. An unmanaged copy is left untouched.

Use

Run one query and exit:

$ kglite query app.kgl "MATCH (n:Person) RETURN n.name AS name" --format json
[
  {
    "name": "Alice"
  }
]

Run a scoped write and persist it:

$ kglite write app.kgl "CREATE (:Task {id:'t1', status:'todo'})" \
    --save --write-scope Task --git-sha abc123 --modified-by agent

Inspect a dependency frontier:

$ kglite ready-set app.kgl --done 'n.status = "done"' --node-type Task --format csv

Ask for the agent-oriented graph description:

$ kglite describe app.kgl
$ kglite describe app.kgl --types Task
$ kglite describe app.kgl --cypher

Build a code-review graph without Python or MCP configuration:

# Code-graph builds live in the codingest project's CLI:
$ codingest build . --output .kglite/code-review.kgl
$ codingest status --output .kglite/code-review.kgl

The adjacent metadata sidecar records the source and revision fingerprint so status can detect a stale working-tree artifact or a revision label that moved.

Keep one graph loaded for an agent loop:

$ kglite session app.kgl --format json
{"op":"describe","types":["Task"]}
{"id":"w1","op":"write","query":"CREATE (:Task {id:'t1', status:'todo'})"}
{"id":"q1","op":"query","query":"MATCH (t:Task) RETURN count(t) AS n","format":"json"}
{"op":"save"}
{"op":"exit"}

Session JSON responses echo id when provided. JSON-mode query/write responses return typed rows; table/csv modes return rendered output. For describe, the compact forms still work ("connections":true, "connections":["KNOWS"]), and agents can use explicit object forms: "connections":{"detail":"overview"} or "connections":{"types":["KNOWS"]}.

Or open the interactive shell:

$ kglite app.kgl
kglite shell — app.kgl
Type .help for commands, .quit to exit.
kglite> MATCH (n:Person) RETURN n.name AS name LIMIT 3;
name
----
Alice
Bob
Carol
(3 rows)
kglite> .quit

Run with no path for a scratch in-memory graph ($ kglite). Pure-Rust single binary over kglite::api::* — no Python, no server.

A Cypher statement runs when terminated by ;, so it can span multiple lines; dot-commands run on Enter. Tab completes dot-commands and the graph's labels.

Piped input (kglite app.kgl < script.cypher) additionally runs a balanced trailing statement at end of input and before a dot-command line, so a script whose last statement has no ; still runs; an unbalanced tail is reported on stderr with a non-zero exit. Table cells are width-capped only on a terminal.

Commands

Non-interactive commands:

  • query <graph.kgl> <cypher> [--format table|csv|json] — run a read-only Cypher query
  • write <graph.kgl> <cypher> [--format table|csv|json] [--save] — run a write-capable Cypher statement
  • write --write-scope A,B --git-sha <sha> --modified-by <actor> — restrict writes and stamp provenance on auto_timestamp types
  • ready-set <graph.kgl> --done <predicate> [--relationship DEPENDS_ON] [--node-type T] — print CALL ready_set(...)
  • describe <graph.kgl> [--types T] [--cypher] [--connections] — print the XML describe() document for agents
  • session <graph.kgl> — process JSONL requests against one in-memory graph (query, write, describe, save, help, exit); {"op":"help"} returns the op table
  • export-text <graph.kgl> — print the deterministic text projection used by git textconv
  • diff <a.kgl> <b.kgl> — compare two graph text projections

Interactive dot-commands:

  • .help — list commands
  • .quit / .exit — leave the shell
  • .labels / .rels / .schema / .indexes — schema introspection
  • .mode table|csv|json — set the output format
  • .import <file.csv> <NodeType> [--id <col>] [--title <col>] — load a CSV as nodes
  • .dump <dir> — export a portable CSV + blueprint.json copy (reload with kglite.from_blueprint(...))
  • .read <file> — run the Cypher statements in a file
  • .save [path] — write the graph to a .kgl file
  • .timing on|off — show query wall-time after each statement

Anything else is executed as Cypher. Ctrl-C cancels a running query; Ctrl-D exits.

Release files for kglite-cli 0.17.3

For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.

Built distributions (wheels)

Table of built distributions (wheels) for kglite-cli 0.17.3
File
kglite_cli-0.17.3-py3-none-win_amd64.whl Python 3 none Windows x86-64 Details
kglite_cli-0.17.3-py3-none-musllinux_1_2_x86_64.whl Python 3 none Linux musl 1.2+ x86-64 Details
kglite_cli-0.17.3-py3-none-musllinux_1_2_aarch64.whl Python 3 none Linux musl 1.2+ ARM64 Details
kglite_cli-0.17.3-py3-none-manylinux_2_28_aarch64.whl Python 3 none Linux glibc 2.28+ ARM64 Details
kglite_cli-0.17.3-py3-none-manylinux_2_17_x86_64.manylinux2014_x86_64.whl Python 3 none Linux glibc 2.17+ x86-64 Details
kglite_cli-0.17.3-py3-none-macosx_11_0_arm64.whl Python 3 none macOS 11.0+ ARM64 Details
kglite_cli-0.17.3-py3-none-macosx_10_12_x86_64.whl Python 3 none macOS 10.12+ x86-64 Details

Total release size: 38.0 MB

Release files / kglite_cli-0.17.3-py3-none-win_amd64.whl

Download URL kglite_cli-0.17.3-py3-none-win_amd64.whl
Size 5.6 MB
Tags Python 3 Windows x86-64
SHA-256 checksum
How to use checksums
6d2f509f37e11069c1eb0fd3aeb47de9bbb5e2bae6f69d8f33a06a9de336403d
BLAKE2b-256 checksum
How to use checksums
6777c3325ac30eaf692c5ce0204ad7a30cd8ab7d65f14e4576291e59aea2b3b4
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.14

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Sep 11, 2026.

Transparency log

Release files / kglite_cli-0.17.3-py3-none-musllinux_1_2_x86_64.whl

Download URL kglite_cli-0.17.3-py3-none-musllinux_1_2_x86_64.whl
Size 5.8 MB
Tags Linux musl 1.2+ x86-64 Python 3
SHA-256 checksum
How to use checksums
9e043e5ac600f7b9c24deb503803b7080bcfae3c20cd24b834f723e265333d28
BLAKE2b-256 checksum
How to use checksums
5d2c8db5a2968eb9920de35e6351e2499862f7247dcaa906eb25d7944b4f97d5
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.14

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Sep 11, 2026.

Transparency log

Release files / kglite_cli-0.17.3-py3-none-musllinux_1_2_aarch64.whl

Download URL kglite_cli-0.17.3-py3-none-musllinux_1_2_aarch64.whl
Size 5.2 MB
Tags Linux musl 1.2+ ARM64 Python 3
SHA-256 checksum
How to use checksums
fb824ffb7f3870b8e8f048ea8a78b85a1f6aa5fbf39b9f75c7bb78540d17f56f
BLAKE2b-256 checksum
How to use checksums
c31991613cf121d992e8cb059f5c4b78dd20663bae8cc4fc2810f57112961f47
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.14

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Sep 11, 2026.

Transparency log

Release files / kglite_cli-0.17.3-py3-none-manylinux_2_28_aarch64.whl

Download URL kglite_cli-0.17.3-py3-none-manylinux_2_28_aarch64.whl
Size 5.2 MB
Tags Linux glibc 2.28+ ARM64 Python 3
SHA-256 checksum
How to use checksums
4841f61ad83fc93bb2706ed0082fad7e8198abf8f3a300dcaf562844cd5081db
BLAKE2b-256 checksum
How to use checksums
8342fc8ce507c6729c9945d04d7a2ac5d736c8d7c72d33cb46e45c07b2254eff
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.14

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Sep 11, 2026.

Transparency log

Release files / kglite_cli-0.17.3-py3-none-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

Download URL kglite_cli-0.17.3-py3-none-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Size 5.7 MB
Tags Linux glibc 2.17+ x86-64 Python 3
SHA-256 checksum
How to use checksums
a1934fe7a2d3a5a9d9af4071871e5f596a063560d5c345044435d6d3149324bf
BLAKE2b-256 checksum
How to use checksums
fbc8816736d020f4459bb0a78696be20f99793cee19662af168e37de0c827797
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.14

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Sep 11, 2026.

Transparency log

Release files / kglite_cli-0.17.3-py3-none-macosx_11_0_arm64.whl

Download URL kglite_cli-0.17.3-py3-none-macosx_11_0_arm64.whl
Size 5.0 MB
Tags Python 3 macOS 11.0+ ARM64
SHA-256 checksum
How to use checksums
7a14f624f3179dd3eece8930835d56a95005fb894f0d05f75b354723d9182a09
BLAKE2b-256 checksum
How to use checksums
e6024595921e86629852ceea0c09de2df8d800a62f8d534cb5ad361ec7a7d4d3
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.14

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Sep 11, 2026.

Transparency log

Release files / kglite_cli-0.17.3-py3-none-macosx_10_12_x86_64.whl

Download URL kglite_cli-0.17.3-py3-none-macosx_10_12_x86_64.whl
Size 5.5 MB
Tags Python 3 macOS 10.12+ x86-64
SHA-256 checksum
How to use checksums
8636e25498694e0a8afe570019bab9debdc53277205050f024aa528f808a1c94
BLAKE2b-256 checksum
How to use checksums
6ca95e6b10f305400fc7e659a96cb6c8867f74fcabaff13533d78ab09b0aedcb
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.14

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Sep 11, 2026.

Transparency log

Release history Release notifications | RSS feed

0.18.0

7 release files

0.17.9

7 release files

0.17.8

7 release files

0.17.7

7 release files

0.17.6

7 release files

0.17.5

7 release files

0.17.4

7 release files

This release

0.17.3 This release

7 release files

0.16.9

7 release files

0.16.8

7 release files

0.16.7

7 release files

0.16.6

7 release files

0.16.5

7 release files

0.16.4

7 release files

0.16.3

7 release files

0.16.2

7 release files

0.16.1

7 release files

0.16.0

7 release files

0.15.9

7 release files

0.15.5

7 release files

0.15.4

7 release files

0.15.3

7 release files

0.15.2

7 release files

0.15.1

7 release files

0.15.0

7 release files

0.14.5

7 release files

0.14.4

7 release files

0.14.3

7 release files

0.14.2

7 release files

0.14.1

7 release files

0.14.0

7 release files

0.13.4

7 release files

0.13.3

7 release files

0.13.2

7 release files

0.13.1

7 release files

0.13.0

7 release files

0.12.4

7 release files

0.12.3

7 release files

0.12.2

7 release files

0.12.1

7 release files

0.12.0

7 release files

Anthropic, PBC Visionary sponsor Bloomberg Visionary sponsor Hudson River Trading Visionary sponsor Meta Visionary sponsor NVIDIA Visionary sponsor Microsoft Sustainability sponsor Depot Continuous Integration AWS Cloud computing and Security Sponsor Datadog Monitoring Fastly CDN Google Download Analytics Sentry Error logging StatusPage Status page