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commit 66662db9dc5a32478df631aa146760d7356c3a2d
Author: Stephen Mallette <[email protected]>
AuthorDate: Fri Jul 24 18:31:26 2026 +0000

    Add curated llms-summary descriptions to page-leading doc sections
    
    The llms.txt index previously derived each page's description by 
auto-extracting
    its first prose line, which produced truncated, mid-sentence, or low-context
    blurbs. This adds author-curated [llms-summary="..."] attributes to the ~71
    sections that currently lead a split Markdown page, so llms.txt shows clean,
    specific one-line descriptions.
    
    The attribute is read only for llms.txt (emitted as a hidden Markdown 
comment)
    and never renders into the HTML or Markdown page body. Sections without a
    curated summary continue to fall back to the first-prose heuristic.
    
    Coverage: 70 of 71 page-leading sections annotated across reference, dev/io,
    dev/provider, dev/developer, dev/future, recipes, upgrade, and tutorials. 
The
    sole exception (tutorials/gremlin-language-variants) has no heading to 
attach
    to and falls back cleanly.
    
    Assisted-by: Claude Code:claude-opus-4-8
---
 docs/src/dev/developer/development-environment.asciidoc  |  1 +
 docs/src/dev/developer/for-committers.asciidoc           |  2 ++
 docs/src/dev/developer/index.asciidoc                    |  1 +
 docs/src/dev/developer/meetings.asciidoc                 |  1 +
 docs/src/dev/developer/release.asciidoc                  |  1 +
 docs/src/dev/future/index.asciidoc                       |  1 +
 docs/src/dev/io/graphson.asciidoc                        |  5 +++++
 docs/src/dev/io/index.asciidoc                           |  1 +
 docs/src/dev/provider/gremlin-semantics.asciidoc         |  4 ++++
 docs/src/dev/provider/index.asciidoc                     |  6 ++++++
 docs/src/recipes/connected-components.asciidoc           |  1 +
 docs/src/recipes/index.asciidoc                          |  3 +++
 docs/src/recipes/recommendation.asciidoc                 |  1 +
 docs/src/recipes/tree.asciidoc                           |  1 +
 docs/src/reference/gremlin-applications.asciidoc         |  6 ++++++
 docs/src/reference/gremlin-variants.asciidoc             |  4 ++++
 docs/src/reference/implementations-hadoop-start.asciidoc |  1 +
 docs/src/reference/implementations-intro.asciidoc        |  1 +
 docs/src/reference/preface.asciidoc                      |  1 +
 docs/src/reference/the-graph.asciidoc                    |  1 +
 docs/src/reference/the-graphcomputer.asciidoc            |  1 +
 docs/src/reference/the-traversal.asciidoc                | 11 +++++++++++
 docs/src/tutorials/getting-started/index.asciidoc        |  1 +
 docs/src/tutorials/gremlins-anatomy/index.asciidoc       |  1 +
 docs/src/tutorials/the-gremlin-console/index.asciidoc    |  1 +
 docs/src/upgrade/index.asciidoc                          |  1 +
 docs/src/upgrade/release-3.0.x-incubating.asciidoc       |  1 +
 docs/src/upgrade/release-3.1.x-incubating.asciidoc       |  1 +
 docs/src/upgrade/release-3.2.x-incubating.asciidoc       |  3 +++
 docs/src/upgrade/release-3.3.x.asciidoc                  |  2 ++
 docs/src/upgrade/release-3.4.x.asciidoc                  |  2 ++
 docs/src/upgrade/release-3.5.x.asciidoc                  |  3 +++
 docs/src/upgrade/release-3.6.x.asciidoc                  |  1 +
 docs/src/upgrade/release-3.7.x.asciidoc                  |  2 ++
 34 files changed, 74 insertions(+)

diff --git a/docs/src/dev/developer/development-environment.asciidoc 
b/docs/src/dev/developer/development-environment.asciidoc
index 0735c90063..7081ba0f2f 100644
--- a/docs/src/dev/developer/development-environment.asciidoc
+++ b/docs/src/dev/developer/development-environment.asciidoc
@@ -17,6 +17,7 @@ specific language governing permissions and limitations
 under the License.
 ////
 [[development-environment]]
+[llms-summary="Setting up a TinkerPop development environment: build 
prerequisites, Maven and Docker workflows, and how to build and test the code 
and documentation."]
 = Development Environment
 
 TinkerPop is a fairly large body of code spread across many modules and 
covering multiple programming languages. Despite
diff --git a/docs/src/dev/developer/for-committers.asciidoc 
b/docs/src/dev/developer/for-committers.asciidoc
index 3e03b9a1b1..172c06b965 100644
--- a/docs/src/dev/developer/for-committers.asciidoc
+++ b/docs/src/dev/developer/for-committers.asciidoc
@@ -16,6 +16,7 @@ KIND, either express or implied.  See the License for the
 specific language governing permissions and limitations
 under the License.
 ////
+[llms-summary="Guidelines for TinkerPop committers: the Review-then-Commit 
(RTC) process, commit conventions, branch and merge practices, and committer 
responsibilities."]
 = For Committers
 
 image::business-gremlin.png[width=400]
@@ -652,6 +653,7 @@ that may be used as building blocks for your benchmarks; 
`AbstractBenchmarkBase`
 * `AbstractGraphMutateBenchmark` - extend when you are benchmarking graph 
mutation operations eg. `g.addV()`, `graph.addVertex()`
 
 [[rtc]]
+[llms-summary="The Review-then-Commit (RTC) process TinkerPop uses for 
changes: how contributions are proposed, reviewed, voted on, and merged."]
 == Review then Commit
 
 Code modifications must go through a 
link:http://www.apache.org/foundation/glossary.html#ReviewThenCommit[review-then-commit]
 (RTC)
diff --git a/docs/src/dev/developer/index.asciidoc 
b/docs/src/dev/developer/index.asciidoc
index 1eb4e046a3..25ffc0616e 100644
--- a/docs/src/dev/developer/index.asciidoc
+++ b/docs/src/dev/developer/index.asciidoc
@@ -25,6 +25,7 @@ 
image::apache-tinkerpop-logo.png[width=500,link="https://tinkerpop.apache.org";]
 
 *x.y.z*
 
+[llms-summary="Documentation for TinkerPop contributors and committers: 
setting up a development environment, contribution process, release process, 
governance, and community meetings."]
 = Developer Documentation
 
 This document contains information for TinkerPop developers, contributors, and 
community members. It focuses on
diff --git a/docs/src/dev/developer/meetings.asciidoc 
b/docs/src/dev/developer/meetings.asciidoc
index 0762b222de..cefa532cd6 100644
--- a/docs/src/dev/developer/meetings.asciidoc
+++ b/docs/src/dev/developer/meetings.asciidoc
@@ -17,6 +17,7 @@ specific language governing permissions and limitations
 under the License.
 ////
 [[meetings]]
+[llms-summary="Records and scheduling of TinkerPop community meetings, where 
project direction and contributions are discussed."]
 = Meetings
 
 == November 23, 2015
diff --git a/docs/src/dev/developer/release.asciidoc 
b/docs/src/dev/developer/release.asciidoc
index 710cad1abd..37922aea18 100644
--- a/docs/src/dev/developer/release.asciidoc
+++ b/docs/src/dev/developer/release.asciidoc
@@ -16,6 +16,7 @@ KIND, either express or implied.  See the License for the
 specific language governing permissions and limitations
 under the License.
 ////
+[llms-summary="The step-by-step process for cutting an official Apache 
TinkerPop release, including building, staging, voting, and publishing 
artifacts and documentation."]
 = Release Process
 
 This document describes the steps required to release a version of TinkerPop.  
The release is handled by a "release
diff --git a/docs/src/dev/future/index.asciidoc 
b/docs/src/dev/future/index.asciidoc
index 01d03d468b..0e2bd1086d 100644
--- a/docs/src/dev/future/index.asciidoc
+++ b/docs/src/dev/future/index.asciidoc
@@ -25,6 +25,7 @@ 
image::apache-tinkerpop-logo.png[width=500,link="https://tinkerpop.apache.org";]
 
 *x.y.z*
 
+[llms-summary="Forward-looking design documents and proposals for future 
directions of Apache TinkerPop and the Gremlin language."]
 = TinkerPop Future
 
 This document offers a rough view at what features can be expected from future 
releases and catalogs proposals for
diff --git a/docs/src/dev/io/graphson.asciidoc 
b/docs/src/dev/io/graphson.asciidoc
index 5b500c0118..5194f4b6cd 100644
--- a/docs/src/dev/io/graphson.asciidoc
+++ b/docs/src/dev/io/graphson.asciidoc
@@ -17,6 +17,7 @@ specific language governing permissions and limitations
 under the License.
 ////
 [[graphson]]
+[llms-summary="The JSON-based GraphSON serialization format: its purpose, the 
differences across versions 1.0/2.0/3.0, and how graphs and types are 
represented."]
 = GraphSON
 
 image:gremlin-graphson.png[width=350,float=left] GraphSON is a JSON-based 
format that is designed for human readable
@@ -797,6 +798,7 @@ The following `ResponseMessage` is a typical example of the 
typical successful r
 ----
 
 [[graphson-2d0]]
+[llms-summary="GraphSON 2.0: the type-embedding format introduced in TinkerPop 
3.2.2, with per-type sample encodings for graph structure and request/response 
messages."]
 == Version 2.0
 
 Version 2.0 of GraphSON was first introduced on TinkerPop 3.2.2. It was 
designed to be less tied to
@@ -2974,6 +2976,7 @@ The following `Bytecode` example represents the traversal 
of `g.V().hasLabel('pe
 ----
 
 
+[llms-summary="The GraphSON 2.0 encodings of Gremlin Server RequestMessage 
types (session eval, sessionless eval, authentication response, and their 
aliased forms)."]
 === RequestMessage
 
 ==== Authentication Response
@@ -3512,6 +3515,7 @@ The following example is a `ZoneOffset` of three hours, 
six minutes, and nine se
 ----
 
 [[graphson-3d0]]
+[llms-summary="GraphSON 3.0: the current format (TinkerPop 3.3.0+, 
application/vnd.gremlin-v3.0+json), with per-type sample encodings for graph 
structure and request/response messages."]
 == Version 3.0
 
 Version 3.0 of GraphSON was first introduced on TinkerPop 3.3.0 and is 
represented by the `application/vnd.gremlin-v3.0+json`
@@ -5658,6 +5662,7 @@ The following `ResponseMessage` is a typical example of 
the typical successful r
 ----
 
 
+[llms-summary="GraphSON 3.0 extended types: the additional data types (e.g. 
temporal and numeric types) enabled by registering the separate 
GraphSONXModuleV3d0 module."]
 === Extended
 
 Note that the "extended" types require the addition of the separate 
`GraphSONXModuleV3d0` module as follows:
diff --git a/docs/src/dev/io/index.asciidoc b/docs/src/dev/io/index.asciidoc
index f2defe690d..d3fba24e32 100644
--- a/docs/src/dev/io/index.asciidoc
+++ b/docs/src/dev/io/index.asciidoc
@@ -25,6 +25,7 @@ 
image::apache-tinkerpop-logo.png[width=500,link="https://tinkerpop.apache.org";]
 
 *x.y.z*
 
+[llms-summary="Details of TinkerPop's graph serialization formats — GraphML, 
GraphSON, Gryo, and GraphBinary — with format samples and implementation notes 
for producing and consuming graphs."]
 = IO Reference
 
 image:gremlin-io2.png[width=300]
diff --git a/docs/src/dev/provider/gremlin-semantics.asciidoc 
b/docs/src/dev/provider/gremlin-semantics.asciidoc
index 4f97df5552..df560f37b7 100644
--- a/docs/src/dev/provider/gremlin-semantics.asciidoc
+++ b/docs/src/dev/provider/gremlin-semantics.asciidoc
@@ -17,6 +17,7 @@ specific language governing permissions and limitations
 under the License.
 ////
 [[gremlin-semantics]]
+[llms-summary="The formal semantics of the Gremlin language: the type system, 
traverser model, and the precise expected behavior of each step, as a 
specification for providers."]
 = Gremlin Semantics
 
 image:tinkerpop-meeting-room.png[]
@@ -519,6 +520,7 @@ The following table maps the notions proposed above to the 
various `P` operators
 
link:https://github.com/apache/tinkerpop/tree/x.y.z/gremlin-test/src/main/resources/org/apache/tinkerpop/gremlin/test/features/semantics/Equality.feature[Equality
 Tests],
 
link:https://github.com/apache/tinkerpop/tree/x.y.z/gremlin-test/src/main/resources/org/apache/tinkerpop/gremlin/test/features/semantics/Comparability.feature[Comparability
 Tests]
 
+[llms-summary="Per-step semantic definitions: the precise input/output 
behavior each Gremlin step must exhibit, used to verify provider 
implementations for correctness."]
 == Steps
 
 While TinkerPop has a full test suite for validating functionality of Gremlin, 
tests alone aren't always exhaustive or
@@ -734,6 +736,7 @@ 
link:https://github.com/apache/tinkerpop/tree/x.y.z/gremlin-core/src/main/java/o
 
link:https://github.com/apache/tinkerpop/tree/x.y.z/gremlin-core/src/main/java/org/apache/tinkerpop/gremlin/structure/service/ServiceRegistry.java[ServiceRegistry],
 link:https://tinkerpop.apache.org/docs/x.y.z/reference/#call-step[reference]
 
+[llms-summary="The formal semantics of the combine() step: its exact expected 
behavior when merging an incoming list with a supplied list argument."]
 [[combine-step]]
 === combine()
 
@@ -1584,6 +1587,7 @@ See: 
link:https://github.com/apache/tinkerpop/tree/x.y.z/gremlin-core/src/main/j
 
link:https://github.com/apache/tinkerpop/tree/x.y.z/gremlin-core/src/main/java/org/apache/tinkerpop/gremlin/process/traversal/step/map/SplitLocalStep.java[source
 (local)],
 link:https://tinkerpop.apache.org/docs/x.y.z/reference/#split-step[reference]
 
+[llms-summary="The formal semantics of the substring() step: its exact 
expected behavior extracting a portion of a string by index."]
 [[substring-step]]
 === substring()
 
diff --git a/docs/src/dev/provider/index.asciidoc 
b/docs/src/dev/provider/index.asciidoc
index c77d67c2bb..376bc22e83 100644
--- a/docs/src/dev/provider/index.asciidoc
+++ b/docs/src/dev/provider/index.asciidoc
@@ -25,6 +25,7 @@ 
image::apache-tinkerpop-logo.png[width=500,link="https://tinkerpop.apache.org";]
 
 *x.y.z*
 
+[llms-summary="Provider documentation overview: what graph system providers, 
graph driver providers, and language variant providers must implement to 
integrate with TinkerPop."]
 = Introduction
 
 image:tinkerpop-cityscape.png[]
@@ -40,6 +41,7 @@ section for free, but those who develop their own engine or 
extend upon the cert
 section for the details required for a consistent Gremlin experience.
 
 [[providers]]
+[llms-summary="Guidance for those building on TinkerPop: implementing a graph 
system, a driver, or a language variant, and validating it against the test 
suite."]
 = Provider Documentation
 
 TinkerPop exposes a set of interfaces, protocols, and tests that make it 
possible for third-parties to build
@@ -57,6 +59,7 @@ This document attempts to address the needs of the different 
providers that have
 * Graph Plugin Provider
 
 [[graph-system-provider-requirements]]
+[llms-summary="What a graph system provider must implement: the 
structure/process APIs, OLTP and OLAP support, and how to validate the 
implementation with the Gremlin test suite."]
 == Graph System Provider Requirements
 
 image:tinkerpop-enabled.png[width=140,float=left] At the core of TinkerPop 3.x 
is a Java API. The implementation of this
@@ -625,6 +628,7 @@ Simply provide a `InputFormat` and `OutputFormat` that can 
be referenced by a `H
 in the 
link:https://tinkerpop.apache.org/docs/x.y.z/reference/#clonevertexprogram[Reference
 Documentation].
 
 [[validating-with-gremlin-test]]
+[llms-summary="Using the gremlin-test suite to validate a graph 
implementation: the structure and process test standards and how to opt in or 
out of feature-gated tests."]
 === Validating with Gremlin-Test
 
 image:gremlin-edumacated.png[width=225]
@@ -962,6 +966,7 @@ consider that doing so introduces some greater risk for 
code breaks on upgrades
 base. As steps are more internal features of TinkerPop, they might be subject 
to breaking API and behavioral changes
 that would be less likely to be accepted by more public facing interfaces.
 
+[llms-summary="What a driver provider must implement to connect a language to 
Gremlin Server: the wire protocol, serialization formats, and connection 
handling."]
 == Graph Driver Provider Requirements
 
 image::gremlin-server-protocol.png[width=325]
@@ -1355,6 +1360,7 @@ providers as part of the agreement between client and 
server.
 
 
 [[gremlin-plugins]]
+[llms-summary="How to author Gremlin Console/Server plugins as a provider: the 
plugin interface, dependency management, and registering custom bindings and 
DSLs."]
 == Gremlin Plugins
 
 image:gremlin-plugin.png[width=125]
diff --git a/docs/src/recipes/connected-components.asciidoc 
b/docs/src/recipes/connected-components.asciidoc
index 0867a34db1..33be3551ea 100644
--- a/docs/src/recipes/connected-components.asciidoc
+++ b/docs/src/recipes/connected-components.asciidoc
@@ -22,6 +22,7 @@ under the License.
 // @author Marc de Lignie
 
 [[connected-components]]
+[llms-summary="Recipe for finding weakly and strongly connected components in 
a graph with Gremlin, in both OLTP and OLAP form."]
 == Connected Components
 
 Gremlin can be used to find 
link:https://en.wikipedia.org/wiki/Connected_component_(graph_theory)[connected 
components]
diff --git a/docs/src/recipes/index.asciidoc b/docs/src/recipes/index.asciidoc
index 5537c53e15..7a8b400deb 100644
--- a/docs/src/recipes/index.asciidoc
+++ b/docs/src/recipes/index.asciidoc
@@ -25,6 +25,7 @@ 
image::apache-tinkerpop-logo.png[width=500,link="https://tinkerpop.apache.org";]
 
 *x.y.z*
 
+[llms-summary="A collection of practical Gremlin traversal patterns and 
solutions to common graph problems, with runnable examples."]
 = Recipes
 
 image:gremlin-chef.png[width=120,float=left] All programming languages tend to 
have
@@ -37,6 +38,7 @@ Recipes assume general familiarity with Gremlin and the 
Apache TinkerPop™ stac
 link:https://tinkerpop.apache.org/docs/x.y.z/tutorials/getting-started[Getting 
Started] tutorial and the
 
link:https://tinkerpop.apache.org/docs/x.y.z/tutorials/the-gremlin-console/[The 
Gremlin Console] tutorial.
 
+[llms-summary="Recipes covering common traversal tasks — between-vertices 
patterns, centrality, collections, connected components, cycle detection, 
pagination, recommendation, shortest path, trees, and more."]
 = Traversal Recipes
 
 include::between-vertices.asciidoc[]
@@ -88,6 +90,7 @@ include::style-guide.asciidoc[]
 include::traversal-component-reuse.asciidoc[]
 
 [[contributing]]
+[llms-summary="How to contribute a new recipe to the TinkerPop documentation, 
including the expected structure and testing conventions."]
 = How to Contribute a Recipe
 
 Recipes are generated under the same system as all TinkerPop documentation and 
is stored directly in the source code
diff --git a/docs/src/recipes/recommendation.asciidoc 
b/docs/src/recipes/recommendation.asciidoc
index 5f6d36202d..08d338415c 100644
--- a/docs/src/recipes/recommendation.asciidoc
+++ b/docs/src/recipes/recommendation.asciidoc
@@ -17,6 +17,7 @@ specific language governing permissions and limitations
 under the License.
 ////
 [[recommendation]]
+[llms-summary="Recipe for building recommendations with Gremlin using 
collaborative-filtering-style traversals over a graph."]
 == Recommendation
 
 image:gremlin-recommendation.png[float=left,width=180]One of the more common 
use cases for a graph database is the
diff --git a/docs/src/recipes/tree.asciidoc b/docs/src/recipes/tree.asciidoc
index 8cc5cda9a5..124ba95480 100644
--- a/docs/src/recipes/tree.asciidoc
+++ b/docs/src/recipes/tree.asciidoc
@@ -17,6 +17,7 @@ specific language governing permissions and limitations
 under the License.
 ////
 [[tree]]
+[llms-summary="Recipe for working with tree-shaped data in Gremlin: building, 
traversing, and extracting hierarchical structures from a graph."]
 == Tree
 
 image:gremlin-tree.png[width=280]
diff --git a/docs/src/reference/gremlin-applications.asciidoc 
b/docs/src/reference/gremlin-applications.asciidoc
index cf88e2f40d..1cc494ad30 100644
--- a/docs/src/reference/gremlin-applications.asciidoc
+++ b/docs/src/reference/gremlin-applications.asciidoc
@@ -17,6 +17,7 @@ specific language governing permissions and limitations
 under the License.
 ////
 [[gremlin-applications]]
+[llms-summary="The applications that ship with TinkerPop: the Gremlin Console 
for interactive use and Gremlin Server for exposing graphs to remote clients."]
 = Gremlin Applications
 
 Gremlin applications represent tools that are built on top of the core APIs to 
help expose common functionality to
@@ -447,6 +448,7 @@ v[6]
 ----
 
 [[gremlin-server]]
+[llms-summary="Gremlin Server exposes graphs to remote clients over 
WebSocket/HTTP: how to run it, its request lifecycle, serializers, and 
connecting from drivers."]
 == Gremlin Server
 
 image:gremlin-server.png[width=400,float=right] Gremlin Server provides a way 
to remotely execute Gremlin against one
@@ -960,6 +962,7 @@ quite possible that such a script will generate 
`OutOfMemoryError` exceptions on
 WebSocket configuration, which supports streaming, if that type of use case is 
required.
 
 [[server-configuring]]
+[llms-summary="Reference for Gremlin Server's YAML configuration options: 
graphs, serializers, channelizers, thread pools, SSL, and metrics."]
 === Configuring
 
 The `gremlin-server.sh` file serves multiple purposes.  It can be used to 
"install" dependencies to the Gremlin
@@ -1384,6 +1387,7 @@ Start the service with `systemctl start gremlin-server`
 
 
 [[security]]
+[llms-summary="Securing Gremlin Server: authentication (SASL/PLAIN, Kerberos), 
authorization, TLS/SSL, and sandboxing script execution."]
 === Security
 
 image:gremlin-server-secure.png[width=175,float=right] Gremlin Server provides 
for several features that aid in the
@@ -2133,6 +2137,7 @@ A final thought on the topic of 
`GroovyCompilerGremlinPlugin` implementation is
 can fine tune the Groovy compilation process.  Read more about compilation 
customization in the
 
link:http://docs.groovy-lang.org/latest/html/documentation/#compilation-customizers[Groovy
 Documentation].
 
+[llms-summary="Recommended practices for working with Gremlin Server, 
including connection handling, parameterized scripts, and result 
serialization."]
 === Best Practices
 
 The following sections define best practices for working with Gremlin Server.
@@ -2722,6 +2727,7 @@ $ docker run tinkerpop/gremlin-server:x.y.z 
conf/gremlin-server-secure.yaml
 ----
 
 [[gremlin-plugins]]
+[llms-summary="Extending the Gremlin Console and Server with plugins that add 
dependencies, DSLs, and bindings; covers the plugins that ship with TinkerPop."]
 == Gremlin Plugins
 
 image:gremlin-plugin.png[width=125]
diff --git a/docs/src/reference/gremlin-variants.asciidoc 
b/docs/src/reference/gremlin-variants.asciidoc
index e3ff08060c..9db40db8cd 100644
--- a/docs/src/reference/gremlin-variants.asciidoc
+++ b/docs/src/reference/gremlin-variants.asciidoc
@@ -23,6 +23,7 @@ anchor:gremlin-variants[]
 // Scala 2.11/2.12 (and related) conflicts those plugins introduce.
 [gremlin-docs-plugins-exclude="neo4j-gremlin,spark-gremlin,hadoop-gremlin"]
 [[gremlin-drivers-variants]]
+[llms-summary="How Gremlin is embedded in host programming languages (Java, 
Groovy, Python, JavaScript, .NET, Go) and how language variants and drivers 
connect to a remote server."]
 = Gremlin Drivers and Variants
 
 image::gremlin-house-of-mirrors.png[width=1024]
@@ -641,6 +642,7 @@ time zone offset of UTC(+00:00):
 anchor:connecting-via-remotegraph[]
 anchor:connecting-via-java[]
 [[gremlin-java]]
+[llms-summary="Using Gremlin from Java: the reference implementation of the 
language, GraphTraversalSource construction, and connecting to a remote Gremlin 
Server."]
 == Gremlin-Java
 
 image:gremlin-java-drawing.png[width=130,float=right] Apache TinkerPop's 
Gremlin-Java implements Gremlin within the
@@ -1488,6 +1490,7 @@ java -cp target/run-examples-shaded.jar 
examples.ModernTraversals
 ----
 
 [[gremlin-javascript]]
+[llms-summary="Using Gremlin from JavaScript/Node.js: installing the gremlin 
package, building traversals, and connecting to a remote Gremlin Server."]
 == Gremlin-JavaScript
 
 image:gremlin-js.png[width=130,float=right] Apache TinkerPop's 
Gremlin-JavaScript implements Gremlin within the
@@ -2453,6 +2456,7 @@ dotnet run --project ModernTraversals
 ----
 
 [[gremlin-python]]
+[llms-summary="Using Gremlin from Python: installing gremlinpython, building 
traversals, Pythonic syntax differences, and connecting to a remote Gremlin 
Server."]
 == Gremlin-Python
 
 image:gremlin-python-drawing.png[width=130,float=right] Apache TinkerPop's 
Gremlin-Python implements Gremlin within
diff --git a/docs/src/reference/implementations-hadoop-start.asciidoc 
b/docs/src/reference/implementations-hadoop-start.asciidoc
index 686eaaf47e..9a6a6f4f68 100644
--- a/docs/src/reference/implementations-hadoop-start.asciidoc
+++ b/docs/src/reference/implementations-hadoop-start.asciidoc
@@ -20,6 +20,7 @@ under the License.
 // flat classpath, so exclude neo4j-gremlin to restart the console without 
Neo4j's jars.
 [gremlin-docs-plugins-exclude="neo4j-gremlin"]
 [[hadoop-gremlin]]
+[llms-summary="Running Gremlin OLAP over Hadoop: HadoopGraph, graph 
input/output formats, and executing traversals with SparkGraphComputer."]
 == Hadoop-Gremlin
 
 [source,xml]
diff --git a/docs/src/reference/implementations-intro.asciidoc 
b/docs/src/reference/implementations-intro.asciidoc
index b73a300e25..e25b6f3c2c 100644
--- a/docs/src/reference/implementations-intro.asciidoc
+++ b/docs/src/reference/implementations-intro.asciidoc
@@ -17,6 +17,7 @@ specific language governing permissions and limitations
 under the License.
 ////
 [[implementations]]
+[llms-summary="Graph system and processor implementations that ship with 
TinkerPop, including TinkerGraph, Neo4j, and the Hadoop/Spark OLAP engines."]
 = Implementations
 
 image::gremlin-racecar.png[width=325]
diff --git a/docs/src/reference/preface.asciidoc 
b/docs/src/reference/preface.asciidoc
index 5e6339a722..ea534938a5 100644
--- a/docs/src/reference/preface.asciidoc
+++ b/docs/src/reference/preface.asciidoc
@@ -16,6 +16,7 @@ KIND, either express or implied.  See the License for the
 specific language governing permissions and limitations
 under the License.
 ////
+[llms-summary="The main TinkerPop reference guide: the structure API, the 
Gremlin traversal language and its step catalog, OLAP with GraphComputer, the 
Gremlin applications, language variants, and provided implementations."]
 = TinkerPop Documentation
 
 [[preface]]
diff --git a/docs/src/reference/the-graph.asciidoc 
b/docs/src/reference/the-graph.asciidoc
index e1303c843b..08a78ba770 100644
--- a/docs/src/reference/the-graph.asciidoc
+++ b/docs/src/reference/the-graph.asciidoc
@@ -17,6 +17,7 @@ specific language governing permissions and limitations
 under the License.
 ////
 [[graph]]
+[llms-summary="The structure API: graphs, vertices, edges, properties, meta- 
and multi-properties, transactions, variables, and the features a graph 
implementation can support."]
 = The Graph
 
 image::gremlin-standing.png[width=125]
diff --git a/docs/src/reference/the-graphcomputer.asciidoc 
b/docs/src/reference/the-graphcomputer.asciidoc
index eebe329b4f..b18801897c 100644
--- a/docs/src/reference/the-graphcomputer.asciidoc
+++ b/docs/src/reference/the-graphcomputer.asciidoc
@@ -17,6 +17,7 @@ specific language governing permissions and limitations
 under the License.
 ////
 [[graphcomputer]]
+[llms-summary="OLAP graph processing with GraphComputer: running 
VertexPrograms (e.g. PageRank, PeerPressure) and MapReduce jobs for whole-graph 
analytics."]
 = The GraphComputer
 
 image:graphcomputer-puffers.png[width=350,float=right] TinkerPop provides two 
primary means of interacting with a
diff --git a/docs/src/reference/the-traversal.asciidoc 
b/docs/src/reference/the-traversal.asciidoc
index 2d0251bd3a..101a60f9c9 100644
--- a/docs/src/reference/the-traversal.asciidoc
+++ b/docs/src/reference/the-traversal.asciidoc
@@ -17,6 +17,7 @@ specific language governing permissions and limitations
 under the License.
 ////
 [[traversal]]
+[llms-summary="The core of Gremlin: how traversals are constructed from steps, 
the traverser model, and the catalog of graph traversal steps used to query and 
mutate graphs."]
 = The Traversal
 
 image::gremlin-running.png[width=125]
@@ -389,6 +390,7 @@ Spawn steps, which actually yield a traversal, typically 
match the names of exis
 * `V()` - Reads vertices from the graph to start the traversal (<<graph-step, 
example>>).
 
 [[graph-traversal-steps]]
+[llms-summary="Reference catalog of the individual Gremlin steps (map, filter, 
sideEffect, branch, and more) with syntax and examples for each."]
 == Graph Traversal Steps
 
 Gremlin steps are chained together to produce the actual traversal and are 
triggered by way of <<start-steps,start steps>>
@@ -1152,6 +1154,7 @@ g.V().coin(1.0)
 
link:++https://tinkerpop.apache.org/javadocs/x.y.z/core/org/apache/tinkerpop/gremlin/process/traversal/dsl/graph/GraphTraversal.html#coin(double)++[`coin(double)`]
 
 [[combine-step]]
+[llms-summary="The combine() step (map) merges the elements of the incoming 
list traverser with a provided list argument into a single list."]
 === Combine Step
 
 The `combine()`-step (*map*) combines the elements of the incoming list 
traverser and the provided list argument into
@@ -1872,6 +1875,7 @@ 
link:++https://tinkerpop.apache.org/javadocs/x.y.z/core/org/apache/tinkerpop/gre
 
link:++https://tinkerpop.apache.org/javadocs/x.y.z/core/org/apache/tinkerpop/gremlin/process/traversal/dsl/graph/GraphTraversal.html#groupCount(java.lang.String)++[`groupCount(String)`]
 
 [[has-step]]
+[llms-summary="The has() step (filter) and its variants (hasLabel, hasId, 
hasKey, hasValue, hasNot) filter vertices, edges, and properties by label, key, 
and value."]
 === Has Step
 
 image::has-step.png[width=670]
@@ -2211,6 +2215,7 @@ 
link:https://tinkerpop.apache.org/docs/x.y.z/upgrade/#graphml-format[Upgrade Doc
 
 anchor:graphson-reader-writer[]
 [[graphson]]
+[llms-summary="How the io() step reads and writes graphs in the JSON-based 
GraphSON format, including its use for import and export."]
 ==== GraphSON
 
 image:gremlin-graphson.png[width=350,float=left] GraphSON is a 
link:http://json.org/[JSON]-based format extended
@@ -2473,6 +2478,7 @@ The `map()` step maps the traverser from the current 
object to the next step in
 
link:++https://tinkerpop.apache.org/javadocs/x.y.z/core/org/apache/tinkerpop/gremlin/process/traversal/dsl/graph/GraphTraversal.html#map(org.apache.tinkerpop.gremlin.process.traversal.Traversal)++[`map(Traversal)`]
 
 [[match-step]]
+[llms-summary="The match() step (map) provides declarative, pattern-matching 
graph querying by combining traversal fragments bound to shared variables."]
 === Match Step
 
 The `match()`-step (*map*) provides a more 
link:http://en.wikipedia.org/wiki/Declarative_programming[declarative]
@@ -3244,6 +3250,7 @@ 
link:++https://tinkerpop.apache.org/javadocs/x.y.z/core/org/apache/tinkerpop/gre
 
link:++https://tinkerpop.apache.org/javadocs/x.y.z/core/org/apache/tinkerpop/gremlin/process/traversal/Traversal.html#iterate()++[`iterate()`]
 
 [[not-step]]
+[llms-summary="The not() step (filter) removes traversers for which the 
provided sub-traversal returns a result, negating a pattern."]
 === Not Step
 
 The `not()`-step (*filter*) removes objects from the traversal stream when the 
traversal provided as an argument
@@ -4047,6 +4054,7 @@ 
link:++https://tinkerpop.apache.org/javadocs/x.y.z/core/org/apache/tinkerpop/gre
 
link:++https://tinkerpop.apache.org/javadocs/x.y.z/core/org/apache/tinkerpop/gremlin/process/traversal/dsl/graph/GraphTraversal.html#rTrim(org.apache.tinkerpop.gremlin.process.traversal.Scope)++[`rTrim(Scope)`]
 
 [[sack-step]]
+[llms-summary="The sack() step (sideEffect or map) reads and writes a 
per-traverser local data structure (the sack), used to carry and accumulate 
values along a traversal."]
 === Sack Step
 
 image:gremlin-sacks-running.png[width=175,float=right] A traverser can contain 
a local data structure called a "sack".
@@ -4607,6 +4615,7 @@ List<Vertex> vertices = g.V(v).out().toList();
 
link:++https://tinkerpop.apache.org/javadocs/x.y.z/core/org/apache/tinkerpop/gremlin/process/traversal/dsl/graph/GraphTraversal.html#subgraph(java.lang.String)++[`subgraph(String)`]
 
 [[substring-step]]
+[llms-summary="The substring() step (map) extracts a portion of an incoming 
string by start (and optional end) index."]
 === Substring Step
 The `substring()`-step (*map*) returns a substring with a 0-based start index 
(inclusive) and optionally an end index (exclusive) specified.
 If the start index is negative then it will begin at the specified index 
counted from the end of the string, or 0 if exceeding the string length.
@@ -4756,6 +4765,7 @@ 
link:++https://tinkerpop.apache.org/javadocs/x.y.z/core/org/apache/tinkerpop/gre
 `<<emit-step,emit()>>`, `<<repeat-step,repeat()>>`, `<<until-step,until()>>`
 
 [[to-step]]
+[llms-summary="The to() step-modulator supplies direction and destination 
arguments to steps like from(), addE(), and path-oriented steps."]
 === To Step
 
 The `to()`-step is not an actual step, but instead is a "step-modulator" 
similar to <<as-step,`as()`>> and
@@ -5535,6 +5545,7 @@ g.V().out().out().path().by('name').
 <2> The length-3 paths have their objects transformed by a lambda-less step 
and a traversal lambda. (*good*)
 
 [[traversalstrategy]]
+[llms-summary="How TraversalStrategy implementations analyze and rewrite 
traversals at compile time (decoration, optimization, finalization, 
verification) and how to author custom strategies."]
 == TraversalStrategy
 
 image:traversal-strategy.png[width=125,float=right] A `TraversalStrategy` 
analyzes a `Traversal` and, if the traversal
diff --git a/docs/src/tutorials/getting-started/index.asciidoc 
b/docs/src/tutorials/getting-started/index.asciidoc
index e9233071da..bece462589 100644
--- a/docs/src/tutorials/getting-started/index.asciidoc
+++ b/docs/src/tutorials/getting-started/index.asciidoc
@@ -24,6 +24,7 @@ 
image::apache-tinkerpop-logo.png[width=500,link="https://tinkerpop.apache.org";]
 
 *x.y.z*
 
+[llms-summary="A beginner's tutorial introducing graphs, vertices, edges, and 
basic Gremlin traversals to get started with Apache TinkerPop."]
 == Getting Started
 
 link:https://tinkerpop.apache.org[Apache TinkerPop™] is an open source Graph 
Computing Framework. Within itself, TinkerPop
diff --git a/docs/src/tutorials/gremlins-anatomy/index.asciidoc 
b/docs/src/tutorials/gremlins-anatomy/index.asciidoc
index a2e08878e4..eec908a103 100644
--- a/docs/src/tutorials/gremlins-anatomy/index.asciidoc
+++ b/docs/src/tutorials/gremlins-anatomy/index.asciidoc
@@ -24,6 +24,7 @@ 
image::apache-tinkerpop-logo.png[width=500,link="https://tinkerpop.apache.org";]
 
 *x.y.z*
 
+[llms-summary="A tutorial breaking down the anatomy of a Gremlin traversal — 
its steps, modulators, tokens, and how they compose — to build a deeper 
understanding of the language."]
 == Gremlin's Anatomy
 
 image:gremlin-anatomy.png[width=160,float=left]The Gremlin language is 
typically described by the individual
diff --git a/docs/src/tutorials/the-gremlin-console/index.asciidoc 
b/docs/src/tutorials/the-gremlin-console/index.asciidoc
index 935ab7904e..ac93561dfb 100644
--- a/docs/src/tutorials/the-gremlin-console/index.asciidoc
+++ b/docs/src/tutorials/the-gremlin-console/index.asciidoc
@@ -24,6 +24,7 @@ 
image::apache-tinkerpop-logo.png[width=500,link="https://tinkerpop.apache.org";]
 
 *x.y.z*
 
+[llms-summary="A tutorial on using the Gremlin Console: the interactive REPL 
for working with graphs, running traversals, and connecting to remote servers."]
 == The Gremlin Console
 
 In 
link:https://tinkerpop.apache.org/docs/x.y.z/tutorials/getting-started/#_the_first_five_minutes["The
 First Five Minutes"]
diff --git a/docs/src/upgrade/index.asciidoc b/docs/src/upgrade/index.asciidoc
index 16b746a557..9233ca78c4 100644
--- a/docs/src/upgrade/index.asciidoc
+++ b/docs/src/upgrade/index.asciidoc
@@ -23,6 +23,7 @@ under the License.
 
 image::apache-tinkerpop-logo.png[width=500,link="https://tinkerpop.apache.org";]
 
+[llms-summary="Version-by-version upgrade notes for Apache TinkerPop, covering 
breaking changes, new features, and migration guidance for each release line 
from 3.0 onward."]
 = TinkerPop Upgrade Information
 
 This document helps users of Apache TinkerPop™ to understand the changes that 
come with each software release.  It
diff --git a/docs/src/upgrade/release-3.0.x-incubating.asciidoc 
b/docs/src/upgrade/release-3.0.x-incubating.asciidoc
index ef8e735276..ea6679d69a 100644
--- a/docs/src/upgrade/release-3.0.x-incubating.asciidoc
+++ b/docs/src/upgrade/release-3.0.x-incubating.asciidoc
@@ -17,6 +17,7 @@ specific language governing permissions and limitations
 under the License.
 ////
 
+[llms-summary="Upgrade notes for the TinkerPop 3.0.x release line: the initial 
3.x releases, their features, and migration guidance."]
 = TinkerPop 3.0.0
 
 image::gremlin-hindu.png[width=225]
diff --git a/docs/src/upgrade/release-3.1.x-incubating.asciidoc 
b/docs/src/upgrade/release-3.1.x-incubating.asciidoc
index 47012deb79..dde37b9991 100644
--- a/docs/src/upgrade/release-3.1.x-incubating.asciidoc
+++ b/docs/src/upgrade/release-3.1.x-incubating.asciidoc
@@ -17,6 +17,7 @@ specific language governing permissions and limitations
 under the License.
 ////
 
+[llms-summary="Upgrade notes for the TinkerPop 3.1.x release line: breaking 
changes, new features, and provider migration guidance across its releases."]
 = TinkerPop 3.1.0
 
 image::gremlin-gangster.png[width=225]
diff --git a/docs/src/upgrade/release-3.2.x-incubating.asciidoc 
b/docs/src/upgrade/release-3.2.x-incubating.asciidoc
index 32a6119182..02a9c09d4c 100644
--- a/docs/src/upgrade/release-3.2.x-incubating.asciidoc
+++ b/docs/src/upgrade/release-3.2.x-incubating.asciidoc
@@ -17,6 +17,7 @@ specific language governing permissions and limitations
 under the License.
 ////
 
+[llms-summary="Upgrade notes for the TinkerPop 3.2.x release line: breaking 
changes, new features, and provider migration guidance across its releases."]
 = TinkerPop 3.2.0
 
 image::nine-inch-gremlins.png[width=225]
@@ -905,6 +906,7 @@ Base64 encoded string however as the old approach will 
likely be removed in the
 
 See: link:https://issues.apache.org/jira/browse/TINKERPOP-1600[TINKERPOP-1600]
 
+[llms-summary="Upgrade notes specific to the TinkerPop 3.2.3 release: its 
changes and changelog."]
 == TinkerPop 3.2.3
 
 *Release Date: October 17, 2016*
@@ -1457,6 +1459,7 @@ See: 
link:https://issues.apache.org/jira/browse/TINKERPOP-1293[TINKERPOP-1293]
 The method signatures of `get_g_VXlistXv1_v2_v3XX_name` and 
`get_g_VXlistX1_2_3XX_name` of `VertexTest` were changed
 to take arguments for the `Traversal` to be constructed by extending classes.
 
+[llms-summary="Upgrade notes specific to the TinkerPop 3.2.0 release: its 
breaking changes, new features, and changelog."]
 == TinkerPop 3.2.0
 
 *Release Date: Release Date: April 8, 2016*
diff --git a/docs/src/upgrade/release-3.3.x.asciidoc 
b/docs/src/upgrade/release-3.3.x.asciidoc
index ea862ef553..7ec4742cf1 100644
--- a/docs/src/upgrade/release-3.3.x.asciidoc
+++ b/docs/src/upgrade/release-3.3.x.asciidoc
@@ -17,6 +17,7 @@ specific language governing permissions and limitations
 under the License.
 ////
 
+[llms-summary="Upgrade notes for the TinkerPop 3.3.x release line: breaking 
changes, new features, and provider migration guidance across its releases."]
 = TinkerPop 3.3.0
 
 image::gremlin-mozart.png[width=225]
@@ -756,6 +757,7 @@ information, the provider could then assign the right 
`IoRegistry` to match that
 See: link:https://issues.apache.org/jira/browse/TINKERPOP-1767[TINKERPOP-1767]
 
 
+[llms-summary="Upgrade notes specific to the TinkerPop 3.3.0 release: its 
breaking changes, new features, and changelog."]
 == TinkerPop 3.3.0
 
 *Release Date: August 21, 2017*
diff --git a/docs/src/upgrade/release-3.4.x.asciidoc 
b/docs/src/upgrade/release-3.4.x.asciidoc
index 4e8c09a4a0..b010c74d4b 100644
--- a/docs/src/upgrade/release-3.4.x.asciidoc
+++ b/docs/src/upgrade/release-3.4.x.asciidoc
@@ -17,6 +17,7 @@ specific language governing permissions and limitations
 under the License.
 ////
 
+[llms-summary="Upgrade notes for the TinkerPop 3.4.x release line: breaking 
changes, new features, and provider migration guidance across its releases."]
 = TinkerPop 3.4.0
 
 image::avant-gremlin.png[width=225]
@@ -955,6 +956,7 @@ of a message. Additionally, the unused parameter was 
removed from `ResponseMessa
 
 See: link:https://issues.apache.org/jira/browse/TINKERPOP-2161[TINKERPOP-2161]
 
+[llms-summary="Upgrade notes specific to the TinkerPop 3.4.0 release: its 
breaking changes, new features, and changelog."]
 == TinkerPop 3.4.0
 
 *Release Date: January 2, 2019*
diff --git a/docs/src/upgrade/release-3.5.x.asciidoc 
b/docs/src/upgrade/release-3.5.x.asciidoc
index fd5a4f5d55..51d7773c51 100644
--- a/docs/src/upgrade/release-3.5.x.asciidoc
+++ b/docs/src/upgrade/release-3.5.x.asciidoc
@@ -17,6 +17,7 @@ specific language governing permissions and limitations
 under the License.
 ////
 
+[llms-summary="Upgrade notes for the TinkerPop 3.5.x release line: breaking 
changes, new features, and provider migration guidance across its releases."]
 = TinkerPop 3.5.0
 
 image::gremlin-sleeping-beauty.png[width=225]
@@ -587,6 +588,7 @@ a worthwhile change to take, so as to help make this error 
more clear when it ar
 
 See: link: https://issues.apache.org/jira/browse/TINKERPOP-2616[TINKERPOP-2616]
 
+[llms-summary="Upgrade notes specific to the TinkerPop 3.5.0 release: its 
breaking changes, new features, and changelog."]
 == TinkerPop 3.5.0
 
 *Release Date: May 3, 2021*
@@ -1348,6 +1350,7 @@ 
link:https://issues.apache.org/jira/browse/TINKERPOP-2273[TINKERPOP-2273],
 link:https://issues.apache.org/jira/browse/TINKERPOP-2455[TINKERPOP-2455],
 link:https://tinkerpop.apache.org/docs/3.5.0/upgrade/#_ssl_security[3.2.10 
Upgrade Documentation for SSL]
 
+[llms-summary="Provider-facing upgrade notes for TinkerPop 3.5.0: changes 
graph system and driver providers must account for, including server 
authorization and strategy changes."]
 === Upgrading for Providers
 
 ==== Graph System Providers
diff --git a/docs/src/upgrade/release-3.6.x.asciidoc 
b/docs/src/upgrade/release-3.6.x.asciidoc
index 0b48f5b5b5..025421db6c 100644
--- a/docs/src/upgrade/release-3.6.x.asciidoc
+++ b/docs/src/upgrade/release-3.6.x.asciidoc
@@ -17,6 +17,7 @@ specific language governing permissions and limitations
 under the License.
 ////
 
+[llms-summary="Upgrade notes for the TinkerPop 3.6.x release line: breaking 
changes, new features, and provider migration guidance across its releases."]
 = TinkerPop 3.6.0
 
 image::gremlin-victorian.png[width=185]
diff --git a/docs/src/upgrade/release-3.7.x.asciidoc 
b/docs/src/upgrade/release-3.7.x.asciidoc
index 4fa1a36cc7..2c8f82cade 100644
--- a/docs/src/upgrade/release-3.7.x.asciidoc
+++ b/docs/src/upgrade/release-3.7.x.asciidoc
@@ -17,6 +17,7 @@ specific language governing permissions and limitations
 under the License.
 ////
 
+[llms-summary="Upgrade notes for the TinkerPop 3.7.x release line: breaking 
changes, new features, and provider migration guidance across its releases."]
 = TinkerPop 3.7.0
 
 image::gremlin-zamfir.png[width=185]
@@ -790,6 +791,7 @@ Added a new `@InsertionOrderingRequired` tag which 
signifies Gherkin feature tes
 predictably returning results (vertices, edges, properties) in the same order 
in which they were inserted into the
 graph. These tests should be skipped by any graph which does not guarantee 
such ordering.
 
+[llms-summary="Upgrade notes specific to the TinkerPop 3.7.0 release: its 
breaking changes, new features, and changelog."]
 == TinkerPop 3.7.0
 
 *Release Date: July 31, 2023*


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