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.

Download files

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

Source Distributions

No source distribution files available for this release.See tutorial on generating distribution archives.

Built Distributions

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

kglite_cli-0.16.10-py3-none-win_amd64.whl (5.2 MB view details)

Uploaded Python 3Windows x86-64

kglite_cli-0.16.10-py3-none-musllinux_1_2_x86_64.whl (5.3 MB view details)

Uploaded Python 3musllinux: musl 1.2+ x86-64

kglite_cli-0.16.10-py3-none-musllinux_1_2_aarch64.whl (4.8 MB view details)

Uploaded Python 3musllinux: musl 1.2+ ARM64

kglite_cli-0.16.10-py3-none-manylinux_2_28_aarch64.whl (4.8 MB view details)

Uploaded Python 3manylinux: glibc 2.28+ ARM64

kglite_cli-0.16.10-py3-none-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (5.2 MB view details)

Uploaded Python 3manylinux: glibc 2.17+ x86-64

kglite_cli-0.16.10-py3-none-macosx_11_0_arm64.whl (4.6 MB view details)

Uploaded Python 3macOS 11.0+ ARM64

kglite_cli-0.16.10-py3-none-macosx_10_12_x86_64.whl (5.1 MB view details)

Uploaded Python 3macOS 10.12+ x86-64

File details

Details for the file kglite_cli-0.16.10-py3-none-win_amd64.whl.

File metadata

  • Download URL: kglite_cli-0.16.10-py3-none-win_amd64.whl
  • Upload date:
  • Size: 5.2 MB
  • Tags: Python 3, Windows x86-64
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/7.0.0 CPython/3.13.14

File hashes

Hashes for kglite_cli-0.16.10-py3-none-win_amd64.whl
Algorithm Hash digest
SHA256 2931f51cb5e25747f094c0109284a7ec1d3f7acd896ff5d6ae4ef80fc7c58d2a
MD5 39a42179ec8a550a2a8fd8952828b1c0
BLAKE2b-256 5cdd19d69a9f543bc0faec3aedc40630feb4c8829e5bb5c4b545ec42a559d69c

See more details on using hashes here.

Provenance

The following attestation bundles were made for kglite_cli-0.16.10-py3-none-win_amd64.whl:

Publisher: build_cli_wheels.yml on kkollsga/kglite

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

File details

Details for the file kglite_cli-0.16.10-py3-none-musllinux_1_2_x86_64.whl.

File metadata

File hashes

Hashes for kglite_cli-0.16.10-py3-none-musllinux_1_2_x86_64.whl
Algorithm Hash digest
SHA256 21eee63c0b9f12dc1530cd10aac42fac4b319e75668e976491fd1f9e14a87742
MD5 3fb617c59d8e710c5a399bc69dc35422
BLAKE2b-256 85583487e7755f037f7db5902f62555b22bd590f6ec604b80dceac2694442937

See more details on using hashes here.

Provenance

The following attestation bundles were made for kglite_cli-0.16.10-py3-none-musllinux_1_2_x86_64.whl:

Publisher: build_cli_wheels.yml on kkollsga/kglite

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

File details

Details for the file kglite_cli-0.16.10-py3-none-musllinux_1_2_aarch64.whl.

File metadata

File hashes

Hashes for kglite_cli-0.16.10-py3-none-musllinux_1_2_aarch64.whl
Algorithm Hash digest
SHA256 a963598e4c1e7fbf0a83ec3f63419059d54d6a60b956586b71fc1a9f1898f06a
MD5 2ef44b145f588a61954f7c579c0d9a5f
BLAKE2b-256 624239723ebd0e6b3bf4036126d464ea30f1e8d53ca71e238e373716a339dfb4

See more details on using hashes here.

Provenance

The following attestation bundles were made for kglite_cli-0.16.10-py3-none-musllinux_1_2_aarch64.whl:

Publisher: build_cli_wheels.yml on kkollsga/kglite

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

File details

Details for the file kglite_cli-0.16.10-py3-none-manylinux_2_28_aarch64.whl.

File metadata

File hashes

Hashes for kglite_cli-0.16.10-py3-none-manylinux_2_28_aarch64.whl
Algorithm Hash digest
SHA256 b5a50d2a934d004073ff75ab15ddd913a96d5e8f76e7d6e46318c4c7aa032d29
MD5 820445837014a9a0904f9281d773f331
BLAKE2b-256 8e9ededb1a481fd3ca203b3d3dc18c5ba52c0f6dbf48d8dcab69bf696e1995de

See more details on using hashes here.

Provenance

The following attestation bundles were made for kglite_cli-0.16.10-py3-none-manylinux_2_28_aarch64.whl:

Publisher: build_cli_wheels.yml on kkollsga/kglite

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

File details

Details for the file kglite_cli-0.16.10-py3-none-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

File hashes

Hashes for kglite_cli-0.16.10-py3-none-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm Hash digest
SHA256 5e9ec817126a90770c7cd1cda565e25c4c41420d83f8c527992bd00eeb6f9d26
MD5 dc681fc2bbba4f671f6b4ec139c222fa
BLAKE2b-256 3c634c10e07e190c82953b391e5810e650b7e63799d24c34329f2514c77f15d8

See more details on using hashes here.

Provenance

The following attestation bundles were made for kglite_cli-0.16.10-py3-none-manylinux_2_17_x86_64.manylinux2014_x86_64.whl:

Publisher: build_cli_wheels.yml on kkollsga/kglite

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

File details

Details for the file kglite_cli-0.16.10-py3-none-macosx_11_0_arm64.whl.

File metadata

File hashes

Hashes for kglite_cli-0.16.10-py3-none-macosx_11_0_arm64.whl
Algorithm Hash digest
SHA256 c051a50ef0fc039eeee4c332186a560987b77cb681150d02640345a66e7636e6
MD5 8a496737a2e40ad80a8065161889dfcc
BLAKE2b-256 33c1f603daa53c6356c7a0835533e53d92786e3f8b5c1e6cec3b7a32f2307eba

See more details on using hashes here.

Provenance

The following attestation bundles were made for kglite_cli-0.16.10-py3-none-macosx_11_0_arm64.whl:

Publisher: build_cli_wheels.yml on kkollsga/kglite

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

File details

Details for the file kglite_cli-0.16.10-py3-none-macosx_10_12_x86_64.whl.

File metadata

File hashes

Hashes for kglite_cli-0.16.10-py3-none-macosx_10_12_x86_64.whl
Algorithm Hash digest
SHA256 bc51b063b635a7d058c531d576a858cb0575e04b60c528b72adca5c859658440
MD5 6983b967db235d7007c30dd52b70b6f7
BLAKE2b-256 82f89cddd8f09600fd92750628300d5de7295d4a7794035192817741031eba1d

See more details on using hashes here.

Provenance

The following attestation bundles were made for kglite_cli-0.16.10-py3-none-macosx_10_12_x86_64.whl:

Publisher: build_cli_wheels.yml on kkollsga/kglite

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

Release history Release notifications | RSS feed

0.16.23

7 files

0.16.22

7 files

0.16.21

7 files

0.16.20

7 files

0.16.19

7 files

0.16.18

7 files

0.16.17

7 files

0.16.16

7 files

0.16.15

7 files

0.16.14

7 files

0.16.13

7 files

0.16.12

7 files

0.16.11

7 files

This release

0.16.10 This release

7 files

0.16.9

7 files

0.16.8

7 files

0.16.7

7 files

0.16.6

7 files

0.16.5

7 files

0.16.4

7 files

0.16.3

7 files

0.16.2

7 files

0.16.1

7 files

0.16.0

7 files

0.15.14

7 files

0.15.13

7 files

0.15.12

7 files

0.15.11

7 files

0.15.10

7 files

0.15.9

7 files

0.15.8

7 files

0.15.7

7 files

0.15.6

7 files

0.15.5

7 files

0.15.4

7 files

0.15.3

7 files

0.15.2

7 files

0.15.1

7 files

0.15.0

7 files

0.14.5

7 files

0.14.4

7 files

0.14.3

7 files

0.14.2

7 files

0.14.1

7 files

0.14.0

7 files

0.13.4

7 files

0.13.3

7 files

0.13.2

7 files

0.13.1

7 files

0.13.0

7 files

0.12.14

7 files

0.12.13

7 files

0.12.12

7 files

0.12.11

7 files

0.12.10

7 files

0.12.9

7 files

0.12.8

7 files

0.12.7

7 files

0.12.6

7 files

0.12.5

7 files

0.12.4

7 files

0.12.3

7 files

0.12.2

7 files

0.12.1

7 files

0.12.0

7 files

0.11.16

7 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