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-0.16.20-py3-none-win_amd64.whl (5.3 MB view details)

Uploaded Python 3Windows x86-64

kglite_cli-0.16.20-py3-none-musllinux_1_2_x86_64.whl (5.5 MB view details)

Uploaded Python 3musllinux: musl 1.2+ x86-64

kglite_cli-0.16.20-py3-none-musllinux_1_2_aarch64.whl (5.0 MB view details)

Uploaded Python 3musllinux: musl 1.2+ ARM64

kglite_cli-0.16.20-py3-none-manylinux_2_28_aarch64.whl (4.9 MB view details)

Uploaded Python 3manylinux: glibc 2.28+ ARM64

kglite_cli-0.16.20-py3-none-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (5.4 MB view details)

Uploaded Python 3manylinux: glibc 2.17+ x86-64

kglite_cli-0.16.20-py3-none-macosx_11_0_arm64.whl (4.8 MB view details)

Uploaded Python 3macOS 11.0+ ARM64

kglite_cli-0.16.20-py3-none-macosx_10_12_x86_64.whl (5.2 MB view details)

Uploaded Python 3macOS 10.12+ x86-64

File details

Details for the file kglite_cli-0.16.20-py3-none-win_amd64.whl.

File metadata

  • Download URL: kglite_cli-0.16.20-py3-none-win_amd64.whl
  • Upload date:
  • Size: 5.3 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-0.16.20-py3-none-win_amd64.whl
Algorithm Hash digest
SHA256 dae37958412f3df3ecde50a9ee8c15542907df0cc9a94f6ac0946c4fae86c938
MD5 94c7e590fdc6ce08d39933066ecefdda
BLAKE2b-256 dd1409ea051c039fa1bb6a291695535bb4e2185b31a3a9edf6b6d47d5e631e03

See more details on using hashes here.

Provenance

The following attestation bundles were made for kglite_cli-0.16.20-py3-none-win_amd64.whl:

Publisher: release.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-0.16.20-py3-none-musllinux_1_2_x86_64.whl.

File metadata

File hashes

Hashes for kglite_cli-0.16.20-py3-none-musllinux_1_2_x86_64.whl
Algorithm Hash digest
SHA256 98996a529342fd1127d7ed3c895c1d3e81ce307311e12295aec06dce8b1c6a44
MD5 1fae2982fa8ee2924acd4d56d609ae6e
BLAKE2b-256 4757556b62864a9d02db75b32259409d452cb00285fd4b6f9040a055875155e8

See more details on using hashes here.

Provenance

The following attestation bundles were made for kglite_cli-0.16.20-py3-none-musllinux_1_2_x86_64.whl:

Publisher: release.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-0.16.20-py3-none-musllinux_1_2_aarch64.whl.

File metadata

File hashes

Hashes for kglite_cli-0.16.20-py3-none-musllinux_1_2_aarch64.whl
Algorithm Hash digest
SHA256 4431059607f9698fb2a9f17950875d598597497e57c81152fe114c1ea97f0971
MD5 83ced9fb209b61940a4a3e8974483aca
BLAKE2b-256 27d39b674ed1ea447d685df0a55a2ff57da5f4d465da17f16ea739c94a6d43e3

See more details on using hashes here.

Provenance

The following attestation bundles were made for kglite_cli-0.16.20-py3-none-musllinux_1_2_aarch64.whl:

Publisher: release.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-0.16.20-py3-none-manylinux_2_28_aarch64.whl.

File metadata

File hashes

Hashes for kglite_cli-0.16.20-py3-none-manylinux_2_28_aarch64.whl
Algorithm Hash digest
SHA256 ba8326251a2e954e36badb26893030a7747a8825d5d58d4fe1c445fd1c78a6fa
MD5 be74d2623906abde8a62e765f04787a1
BLAKE2b-256 ed3f69a13f404353b252e3fae065a1a89747a4bd2bfcba8da6b65e3193ec93ee

See more details on using hashes here.

Provenance

The following attestation bundles were made for kglite_cli-0.16.20-py3-none-manylinux_2_28_aarch64.whl:

Publisher: release.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-0.16.20-py3-none-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

File hashes

Hashes for kglite_cli-0.16.20-py3-none-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm Hash digest
SHA256 f4db71c7565cb8fa28937487bf7b4fca51f7a1de0ac1be6b7ed5ac36116e6e08
MD5 cad41fdcc1d1dd144d118ecfdb159f1b
BLAKE2b-256 b659597c8a2c143ea85c3dd7425e0669a13b68a09549300da92b7c7b640682d7

See more details on using hashes here.

Provenance

The following attestation bundles were made for kglite_cli-0.16.20-py3-none-manylinux_2_17_x86_64.manylinux2014_x86_64.whl:

Publisher: release.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-0.16.20-py3-none-macosx_11_0_arm64.whl.

File metadata

File hashes

Hashes for kglite_cli-0.16.20-py3-none-macosx_11_0_arm64.whl
Algorithm Hash digest
SHA256 caa134bea6488b941bf6f18e7487756c917f951f68b651ae0270e92b6eedc8d4
MD5 11f1afc1a557a99a6aea5ec75fe622a2
BLAKE2b-256 8c01d29f1a9f243460acc16898baeab49481d61be1e27806b6167039ac29d5fe

See more details on using hashes here.

Provenance

The following attestation bundles were made for kglite_cli-0.16.20-py3-none-macosx_11_0_arm64.whl:

Publisher: release.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-0.16.20-py3-none-macosx_10_12_x86_64.whl.

File metadata

File hashes

Hashes for kglite_cli-0.16.20-py3-none-macosx_10_12_x86_64.whl
Algorithm Hash digest
SHA256 e13188f26ef0e1cc6e1ef4165de83812b74101be70a51cdbe5d139636fb59c00
MD5 24d5bd09e28da75f3a49a837c4989368
BLAKE2b-256 dec82a4ac10070ca8725a8607fa16d19c79140741eb87aad96965e2772b01860

See more details on using hashes here.

Provenance

The following attestation bundles were made for kglite_cli-0.16.20-py3-none-macosx_10_12_x86_64.whl:

Publisher: release.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

This release

0.16.20 This release

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

0.16.10

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