diff --git a/.gitignore b/.gitignore
index 6a2480b85..99db54086 100644
--- a/.gitignore
+++ b/.gitignore
@@ -1,3 +1,4 @@
 .idea
+__pycache__
 qdrant-landing/.DS_Store
 .DS_Store
diff --git a/automation/snippets/.gitignore b/automation/snippets/.gitignore
new file mode 100644
index 000000000..f1d77e09f
--- /dev/null
+++ b/automation/snippets/.gitignore
@@ -0,0 +1,4 @@
+.gradle
+/cache
+/clients
+/tmp
diff --git a/automation/snippets/README.md b/automation/snippets/README.md
new file mode 100644
index 000000000..13e09cad7
--- /dev/null
+++ b/automation/snippets/README.md
@@ -0,0 +1,116 @@
+# Snippet tools
+
+This is a tool to work with code snippets.
+
+1. Automated CI type checking of snippets.
+2. Writing new snippets and checking/running/testing them locally.
+   This tool hides the complexity of setting up every build system/dev env for each client.
+   Also, it supports testing snippets against unreleased versions of clients (from git branches/PRs).
+
+
+## Dependencies
+
+To convert runnable snippets into markdown ([`generate-md.py`](./generate-md.py)) you need only python with no extra dependencies.
+
+To typecheck/build snippets, you need a bunch of tools installed.
+The all-in-one [`Dockerfile`](./docker/Dockerfile) and [`shell.nix`](./shell.nix) are provided.
+Run [`./docker.sh`](./docker.sh) to start a shell in the docker container.
+
+On ARM-based macOS, ensure that the Docker Desktop setting "General" > "Virtual Machine Options" > "Use Rosetta for x86\_64/amd64 emulation on Apple Silicon" is selected.
+Note: on macOS, if you see Java compile failures related to `protobuf`, re-running the test will often solve those.
+
+
+## Workflow: typechecking and running
+
+Clone and build clients (latest git versions).
+```bash
+./sync-clients.py fetch --csharp --java --typescript
+```
+
+(optional) You might specify particular tags/branches/commits instead.
+```bash
+./sync-clients.py fetch --csharp=1.16.0 --java=b290b14892534fc0d76893d41b8f656855cd589b --typescript=main
+```
+
+(optional) Update the lockfiles for templates (see ./sync-clients.py lock --help for syntax).
+```bash
+./sync-clients.py lock --go=v1.16.0 --rust=branch=master --python=tag=v1.16.0
+```
+
+Typecheck/build all snippets or a particular language/snippet.
+```bash
+./check.py build
+./check.py build -l csharp,java
+./check.py build ./snippets/create-collection/simple
+./check.py build ./snippets/create-collection/simple/go.go
+```
+
+Test all testable snippets against localhost Qdrant instance. (you start it yourself).
+Testable snippets are the ones that have `test.py` file in the same directory.
+```bash
+./check.py test
+```
+
+Run a particular snippet without running a test.
+```bash
+./check.py run ./snippets/create-collection/simple/go.go
+```
+
+
+## Workflow: writing new snippets/converting old ones
+
+Convert existing old markdown snippets.
+```bash
+./migrate-snippet.py ./snippets/create-collection/simple/go.md
+```
+Or create new snippets from scratch.
+
+To reduce noise, you can hide boilerplate code using special comment:
+```go
+if err != nil { panic(err) } // @hide
+```
+The usual wrapping boileplate like `public static void run() throws Exception {` is already hidden by default.
+
+Typecheck/build the snippet.
+```bash
+ ./check.py build ./snippets/create-collection/simple
+```
+
+(Optional) Start Qdrant and run the snippet.
+```bash
+./check.py run ./snippets/create-collection/simple/go.go
+```
+
+(Optional) Write `test.py` and test it.
+```bash
+./check.py test ./snippets/create-collection/simple
+```
+
+Before committing, regenerate markdown files.
+If migrated, also delete old markdown files.
+```bash
+./generate-md.py
+git rm ./snippets/create-collection/simple/go.md # if migrated
+git add ./snippets/create-collection/simple/generated/go.md # made by generate-md.py
+git add ./snippets/create-collection/simple/go.go
+```
+
+
+## Architecture
+
+For each language, the snippet tester collects all code snippets from the [`snippets/`](../../qdrant-landing/content/documentation/headless/snippets) directory and puts them in a single scratch project in a temporary directory.
+Then those projects are compiled/typechecked.
+Putting all snippets in a single project rather than compiling them one by one saves time: some build systems like `gradle` take a lot of time to spin up.
+
+Each supported language has:
+- A template project in [`templates/`](./templates) directory.
+- A Python subclass of `Language` in [`lib/languages/`](./lib/languages). It is responsible for:
+  - Creating the scratch project from snippets and the template.
+  - Building/typechecking the project.
+  - Running a particular snippet for testing.
+- A list of build dependencies in [`docker/Dockerfile`](./docker/Dockerfile) and [`shell.nix`](./shell.nix).
+- A handler in [`sync-clients.py`](./sync-clients.py) to fetch the particular git revision of the client.
+  - For Java, C#, Typescript it fetches the client sources to the `clients/` directory, and builds them.
+    This directory is gitignored.
+  - For Go, Rust, Python it updates the lockfile in the [`templates/`](./templates) directory.
+    These lockfiles are checked in this repo.
diff --git a/automation/snippets/check.py b/automation/snippets/check.py
new file mode 100755
index 000000000..4f7ec1c5b
--- /dev/null
+++ b/automation/snippets/check.py
@@ -0,0 +1,174 @@
+#!/usr/bin/env python3
+
+import argparse
+import importlib.util
+import shutil
+import subprocess
+import sys
+import traceback
+import types
+import typing
+from pathlib import Path
+
+from lib import SNIPPETS_DIR, CollectedSnippetsType, collect_snippets, log
+from lib.languages import ALL_LANGUAGES, CompileResult, Language, parse_languages
+
+
+def main() -> None:
+    parser = argparse.ArgumentParser()
+    default_langs = ",".join([lang.NAME for lang in ALL_LANGUAGES])
+
+    parser.add_argument(
+        "-l",
+        "--langs",
+        help=f"comma-separated list of languages, default is {default_langs}",
+        default=default_langs,
+    )
+    parser.add_argument(
+        "command",
+        help="command to execute",
+        choices=["build", "run", "test"],
+    )
+    parser.add_argument(
+        "snippets",
+        nargs="*",
+        help=f"Snippet filenames/directories to process, default: {SNIPPETS_DIR}",
+        default=[SNIPPETS_DIR],
+        type=Path,
+        metavar="SNIPPET_PATH",
+    )
+
+    args = parser.parse_args()
+
+    languages = parse_languages(args.langs)
+    snippets = collect_snippets(args.snippets, languages)
+    assert args.command in ("build", "run", "test")
+
+    # Q: Why not `tempfile.TemporaryDirectory()`?
+    # A: Harder to debug/inspect generated files.
+    tmpdir = Path(__file__).parent / "tmp"
+    shutil.rmtree(tmpdir, ignore_errors=True)
+    tmpdir.mkdir(parents=True)
+    build_and_run(tmpdir=tmpdir, snippets=snippets, mode=args.command)
+
+
+def build_and_run(
+    tmpdir: Path,
+    snippets: CollectedSnippetsType,
+    mode: typing.Literal[
+        "build",  # just build
+        "run",  # build and run each snippet
+        "test",  # build, then run/test all snippets that have a test.py file
+    ],
+) -> None:
+    snippets_by_lang: dict[type[Language], list[Path]] = {}
+
+    for snippets2 in snippets.values():
+        for lang, fname in snippets2.items():
+            snippets_by_lang.setdefault(lang, []).append(fname)
+
+    compile_results: dict[type[Language], CompileResult] = {}
+    errors: list[str] = []
+
+    # Load test modules before compilation.
+    # We want them to crash early.
+    test_modules: dict[Path, types.ModuleType] = {}
+    if mode == "test":
+        for snippet_dir in snippets:
+            test_file = snippet_dir / "test.py"
+            if not test_file.exists():
+                continue
+            spec = importlib.util.spec_from_file_location("test_module", test_file)
+            assert spec is not None
+            mod = importlib.util.module_from_spec(spec)
+            assert spec.loader is not None
+            spec.loader.exec_module(mod)
+            test_modules[snippet_dir] = mod
+
+    log("Compile stage")
+    for lang, fnames in snippets_by_lang.items():
+        log(f"· Compiling {lang.NAME} snippets")
+        try:
+            res = lang.compile(tmpdir / lang.NAME, fnames)
+            if res.has_issues:
+                log(f"· · Compilation had issues for {lang.NAME}")
+                errors.append(f"Compilation had issues for {lang.NAME}")
+            compile_results[lang] = res
+        except Exception as e:
+            log(f"· · Compilation failed for {lang.NAME}")
+            errors.append(f"Compilation failed for {lang.NAME}")
+            if not isinstance(e, subprocess.CalledProcessError):
+                traceback.print_exc()
+
+    if mode in ("run", "test"):
+        log("Run stage")
+        for snippet_dir, snippets2 in snippets.items():
+            if mode == "run":
+                for lang, snippet_fname in snippets2.items():
+                    if (compile_result := compile_results.get(lang)) is None:
+                        continue
+
+                    log(f"· Running {snippet_fname}")
+                    p = subprocess.run(
+                        compile_result.run_args[snippet_fname],
+                        text=True,
+                    )
+                    if p.returncode != 0:
+                        log(f"· · Exit code {p.returncode}")
+
+            if mode == "test" and snippet_dir in test_modules:
+                log(f"· Testing snippets in {snippet_dir}")
+                mod = test_modules[snippet_dir]
+
+                for lang, snippet_fname in snippets2.items():
+                    compile_result = compile_results.get(lang)
+                    if compile_result is None:
+                        continue
+
+                    log(f"· · Testing {snippet_fname}")
+
+                    output = None
+                    try:
+                        if hasattr(mod, "prepare"):
+                            mod.prepare()
+
+                        p = subprocess.run(
+                            compile_result.run_args[snippet_fname],
+                            stdout=subprocess.PIPE,
+                            stderr=subprocess.STDOUT,
+                            text=True,
+                        )
+
+                        output = p.stdout
+                        if p.returncode != 0:
+                            msg = f"Process exited with code {p.returncode}"
+                            raise RuntimeError(msg)
+
+                        if hasattr(mod, "check"):
+                            mod.check()
+                    except Exception:
+                        log(f"· · · Testing {snippet_fname} failed")
+                        if output:
+                            print(output.rstrip())
+                        traceback.print_exc()
+                        errors.append(f"Testing {snippet_fname} failed")
+                    finally:
+                        try:
+                            if hasattr(mod, "cleanup"):
+                                mod.cleanup()
+                        except Exception:
+                            log(f"· · · Teardown for {snippet_fname} failed")
+                            errors.append(f"Teardown for {snippet_fname} failed")
+                            traceback.print_exc()
+
+        if errors:
+            log("Errors encountered:")
+            for err in errors:
+                log(f"· {err}")
+            sys.exit(1)
+        elif mode == "test":
+            log("All tests passed successfully.")
+
+
+if __name__ == "__main__":
+    main()
diff --git a/automation/snippets/docker.sh b/automation/snippets/docker.sh
new file mode 100755
index 000000000..e899b551c
--- /dev/null
+++ b/automation/snippets/docker.sh
@@ -0,0 +1,30 @@
+#!/usr/bin/env sh
+
+set -e
+
+IMAGE_NAME="snippet-checker"
+SCRIPT_DIR="$(cd "$(dirname "$0")" && pwd)"
+
+REPO_ROOT_DIR="$(cd "$SCRIPT_DIR/../.." && pwd)"
+
+# check if on macos
+
+if ! docker image inspect "$IMAGE_NAME" > /dev/null 2>&1; then
+	# TODO: comment why
+	[ "$(uname)" != Darwin ] || export DOCKER_DEFAULT_PLATFORM=linux/amd64
+	docker build -t "$IMAGE_NAME" "$SCRIPT_DIR/docker"
+fi
+
+[ $# -ne 0 ] || set -- bash
+
+[ -t 0 ] && TTY_FLAG=--tty || TTY_FLAG=
+
+docker run \
+	--rm \
+	--interactive \
+	$TTY_FLAG \
+	--network host \
+	--user "$(id -u):$(id -g)" \
+	--volume "$REPO_ROOT_DIR:/workspace" \
+	"$IMAGE_NAME" \
+	uv run "$@"
diff --git a/automation/snippets/docker/Dockerfile b/automation/snippets/docker/Dockerfile
new file mode 100644
index 000000000..633d7fc7e
--- /dev/null
+++ b/automation/snippets/docker/Dockerfile
@@ -0,0 +1,51 @@
+FROM ubuntu:24.04
+
+RUN apt-get update && apt-get install -y --no-install-recommends \
+    curl \
+    git \
+    software-properties-common \
+    # for rust client
+    gcc \
+    libc6-dev \
+    # for go client
+    golang \
+    # for java client
+    openjdk-21-jdk-headless \
+    # for python client
+    python3 \
+    # for typescript client
+    nodejs \
+    npm \
+    && rm -rf /var/lib/apt/lists/*
+
+# for csharp client
+RUN add-apt-repository ppa:dotnet/backports && \
+    apt-get update && \
+    apt-get install -y dotnet-sdk-8.0 --no-install-recommends && \
+    rm -rf /var/lib/apt/lists/*
+
+# for rust client
+RUN curl --proto '=https' --tlsv1.2 -sSf https://sh.rustup.rs | \
+    CARGO_HOME=/opt/rust RUSTUP_HOME=/opt/rust \
+    sh -s -- -y --default-toolchain 1.91.0
+
+# for typescript client
+RUN npm install --global --prefix /usr/local pnpm
+# Without this, typescript snippets tries to connect to ::1 instead of 127.1
+RUN echo "precedence ::ffff:0:0/96 100" >> /etc/gai.conf
+
+# for python client
+COPY --from=ghcr.io/astral-sh/uv:latest /uv /uvx /bin/
+
+ENV RUSTUP_HOME=/opt/rust \
+    PATH="/opt/rust/bin:${PATH}"
+
+# /workspace is the repo root
+WORKDIR /workspace/automation/snippets
+
+# Build tools put their caches in $HOME
+ENV HOME=/workspace/automation/snippets/cache \
+    # gradle ignores $HOME
+    GRADLE_USER_HOME=/workspace/automation/snippets/cache/.gradle
+
+ENTRYPOINT ["/bin/bash", "-c", "mkdir -p $HOME && \"$@\"", "--"]
diff --git a/automation/snippets/generate-md.py b/automation/snippets/generate-md.py
new file mode 100755
index 000000000..e4d4a0a13
--- /dev/null
+++ b/automation/snippets/generate-md.py
@@ -0,0 +1,84 @@
+#!/usr/bin/env python3
+"""Converts all runnable snippets to markdown files.
+
+E.g., converts
+    `snippets/create-collection/simple/python.py`
+to
+    `snippets/create-collection/simple/generated/python.md`
+
+For using on CI and running before committing changes.
+The reverse is `./migrate-snippet.py`.
+"""
+
+import difflib
+import shutil
+import sys
+import traceback
+import typing
+
+from lib import SNIPPETS_DIR, collect_snippets
+from lib.languages import ALL_LANGUAGES
+
+
+def main() -> None:
+    snippets = collect_snippets(bases=[SNIPPETS_DIR], languages=ALL_LANGUAGES)
+
+    issues = 0
+
+    for snippet_dir, snippets2 in snippets.items():
+        generated_dir = snippet_dir / "generated"
+
+        shutil.rmtree(generated_dir, ignore_errors=True)
+        generated_dir.mkdir()
+
+        for lang, snippet_fname in snippets2.items():
+            try:
+                shortened = lang.shorten(snippet_fname.read_text())
+            except Exception as e:
+                issues += 1
+                print(f"Warning: failed to shorten snippet {snippet_fname}: {e}")
+                traceback.print_exc()
+                continue
+            generated = f"```{lang.NAME}\n{shortened}```\n"
+
+            generated_fname = generated_dir / f"{lang.NAME}.md"
+            handwritten_fname = snippet_dir / f"{lang.NAME}.md"
+            generated_fname.write_text(generated)
+
+            if handwritten_fname.exists():
+                issues += 1
+                print(
+                    "Warning: both snippet and generated file exist:",
+                    snippet_dir / f"{lang.NAME}.md",
+                )
+                handwritten = (snippet_dir / f"{lang.NAME}.md").read_text()
+                if handwritten != generated:
+                    print_and_colorize_diff(
+                        difflib.unified_diff(
+                            handwritten.splitlines(keepends=True),
+                            generated.splitlines(keepends=True),
+                            fromfile=str(handwritten_fname),
+                            tofile=str(generated_fname),
+                        ),
+                    )
+                    print()
+
+    if issues:
+        print(f"Total issues found: {issues}")
+        sys.exit(1)
+
+
+def print_and_colorize_diff(diff: typing.Iterable[str]) -> None:
+    for line in diff:
+        if line.startswith("+"):
+            print(end=f"\x1b[32m{line}\x1b[0m", file=sys.stderr)
+        elif line.startswith("-"):
+            print(end=f"\x1b[31m{line}\x1b[0m", file=sys.stderr)
+        elif line.startswith("@"):
+            print(end=f"\x1b[36m{line}\x1b[0m", file=sys.stderr)
+        else:
+            print(end=line, file=sys.stderr)
+
+
+if __name__ == "__main__":
+    main()
diff --git a/automation/snippets/lib/__init__.py b/automation/snippets/lib/__init__.py
new file mode 100644
index 000000000..0122c7ec2
--- /dev/null
+++ b/automation/snippets/lib/__init__.py
@@ -0,0 +1,74 @@
+import os
+import sys
+import typing
+from pathlib import Path
+
+from .languages import Language
+
+SNIPPETS_DIR = Path(os.path.normpath(Path(__file__) / "../../snippets")).relative_to(
+    Path.cwd()
+)
+
+
+def log(msg: str) -> None:
+    """Print a message.
+
+    Use this instead of `print()` to make the output more visible compared to
+    the output of builders/snippet runs.
+    """
+    print(f"\x1b[30;43m + \x1b[m {msg}", file=sys.stderr)
+
+
+type CollectedSnippetsType = dict[
+    Path,  # directory path
+    dict[type[Language], Path],  # language -> snippet path
+]
+"""Snippet filenames grouped by directory then by language.
+
+Example:
+{
+    Path("snippets/example1"): {
+        LanguageGo: Path("snippets/example1/go.go"),
+        LanguagePython: Path("snippets/example1/python.py"),
+    },
+    Path("snippets/example2"): {
+        LanguageGo: Path("snippets/example2/go.go"),
+        LanguagePython: Path("snippets/example2/python.py"),
+        LanguageRust: Path("snippets/example2/rust.rs"),
+    },
+}
+"""
+
+
+def collect_snippets(
+    bases: list[Path],
+    languages: typing.Sequence[type[Language]],
+) -> CollectedSnippetsType:
+    """Locate snippets in the given base paths."""
+
+    result: CollectedSnippetsType = {}
+
+    for base in bases:
+        found = False
+        if base.is_file():
+            for lang in languages:
+                if base.name == lang.SNIPPET_FILENAME:
+                    result.setdefault(base.parent, {})[lang] = base
+                    found = True
+                    break
+        elif base.is_dir():
+            for root, dirs, files in os.walk(base):
+                dirs[:] = [d for d in dirs if d != "__pycache__"]
+                dirs.sort()
+                dir_path = Path(root)
+
+                for lang in languages:
+                    if lang.SNIPPET_FILENAME in files:
+                        found = True
+                        result.setdefault(dir_path, {})[lang] = (
+                            dir_path / lang.SNIPPET_FILENAME
+                        )
+        if not found:
+            log(f"Warning: No snippets found in {base}")
+
+    return result
diff --git a/automation/snippets/lib/languages/__init__.py b/automation/snippets/lib/languages/__init__.py
new file mode 100644
index 000000000..2366d965c
--- /dev/null
+++ b/automation/snippets/lib/languages/__init__.py
@@ -0,0 +1,53 @@
+from .base import CompileResult, Language
+from .bash import LanguageBash
+from .csharp import LanguageCsharp
+from .go import LanguageGo
+from .java import LanguageJava
+from .python import LanguagePython
+from .rust import LanguageRust
+from .typescript import LanguageTypescript
+
+__all__ = [
+    "ALL_LANGUAGES",
+    "CompileResult",
+    "Language",
+    "LanguageBash",
+    "LanguageCsharp",
+    "LanguageGo",
+    "LanguageJava",
+    "LanguagePython",
+    "LanguageRust",
+    "LanguageTypescript",
+    "parse_languages",
+]
+
+ALL_LANGUAGES: tuple[type[Language], ...] = (
+    LanguageBash,
+    LanguageCsharp,
+    LanguageGo,
+    LanguageJava,
+    LanguagePython,
+    LanguageRust,
+    LanguageTypescript,
+)
+
+
+def parse_languages(langs: str) -> list[type[Language]]:
+    """Parse comma-separated list of languages into a list of Language classes.
+
+    Accepts either language names or snippet file extensions.
+    Example: "python,ts,go" -> [LanguagePython, LanguageTypescript, LanguageGo]
+    """
+    result: list[type[Language]] = []
+    for lang_name in langs.split(","):
+        lang_name = lang_name.strip()
+        for lang in ALL_LANGUAGES:
+            if lang in result:
+                continue
+            if lang_name in (lang.NAME, lang.SNIPPET_FILENAME.split(".")[1]):
+                result.append(lang)
+                break
+        else:
+            msg = f"Unknown language: {lang_name}"
+            raise ValueError(msg)
+    return result
diff --git a/automation/snippets/lib/languages/base.py b/automation/snippets/lib/languages/base.py
new file mode 100644
index 000000000..984ca3285
--- /dev/null
+++ b/automation/snippets/lib/languages/base.py
@@ -0,0 +1,121 @@
+import dataclasses
+import os
+import re
+import typing
+from pathlib import Path
+
+if typing.TYPE_CHECKING:
+    from _typeshed import StrOrBytesPath
+
+
+class Language:
+    """Base class for a programming language snippet tester."""
+
+    NAME: str
+    """Name of the programming language, e.g., 'python'."""
+
+    SNIPPET_FILENAME: str
+    """Filename of the snippet in this language, e.g., 'python.py'."""
+
+    @classmethod
+    def compile(cls, tmpdir: Path, fnames: list[Path]) -> "CompileResult":
+        """Compile, typecheck, and prepare all snippets listed in fnames.
+
+        Might create scratch projects in tmpdir.
+        """
+        raise NotImplementedError
+
+    @classmethod
+    def shorten(cls, contents: str) -> str:
+        """Shorten the snippet contents into a form suitable for inclusion in
+        documentation.
+
+        Removes boilerplate code, e.g. class wrappers, main functions, etc.
+        """
+        return generic_shorten(contents)
+
+    @classmethod
+    def unshorten(cls, contents: str) -> str:
+        """Convert the shortened snippet into runnable code.
+
+        Not reliable, might require manual adjustments.
+        """
+        return contents
+
+    @classmethod
+    def format(cls, fnames: list[str]) -> None:
+        """Format the snippets specified by fnames in place."""
+        pass
+
+
+@dataclasses.dataclass
+class CompileResult:
+    run_args: dict[Path, typing.Sequence["StrOrBytesPath"]] = dataclasses.field(
+        default_factory=dict
+    )
+    """Mapping from the snippet filename to the command that runs the
+    snippet."""
+
+    has_issues: bool = False
+    """If true, indicates that there were issues during
+    compilation/typechecking, but the snippets can still be run.
+    """
+
+
+def copy_template(src: Path, dst: Path) -> None:
+    dst.parent.mkdir(parents=True, exist_ok=True)
+    dst.write_text(src.read_text().replace("{collection_name}", "collection_name"))
+
+
+def template(
+    original_fname: Path,
+    target_fname: Path,
+    replacements: dict[str, str],
+) -> None:
+    result = []
+    for line in original_fname.read_text().splitlines(keepends=True):
+        if (r := replacements.get(line.strip())) is not None:
+            result.append(r + "\n")
+        else:
+            result.append(line)
+    target_fname.write_text("".join(result))
+
+
+_RE_COMMENT = re.compile(r".*\s(?://|#)\s*(@.*)$")
+
+
+def generic_shorten(text: str) -> str:
+    """Generic implementation of Language.shorten().
+
+    Removes comments with @hide annotation and trims excessive newlines.
+    """
+    result = []
+    for line in text.splitlines():
+        if (m := _RE_COMMENT.match(line)) is not None:
+            if m[1] == "@hide":
+                continue
+            else:
+                msg = f"Unknown annotation: {m[1]}"
+                raise ValueError(msg)
+        result.append(line + "\n")
+    text = "".join(result)
+    text = text.lstrip("\n").rstrip("\n")
+    text = re.sub(r"\n{3,}", "\n\n", text)
+    if text:
+        text += "\n"
+    return text
+
+
+def trim_commonpath(fnames: list[Path]) -> dict[Path, Path]:
+    """Trim the common path prefix from a list of file paths.
+
+    Returns a mapping from original paths to trimmed paths.
+    """
+    common_prefix = os.path.commonpath(
+        [(Path.cwd() / fname.parent) for fname in fnames]
+    )
+    result = {}
+    for fname in fnames:
+        trimmed = Path(os.path.relpath(fname, common_prefix))
+        result[fname] = trimmed
+    return result
diff --git a/automation/snippets/lib/languages/bash.py b/automation/snippets/lib/languages/bash.py
new file mode 100644
index 000000000..267f74c4a
--- /dev/null
+++ b/automation/snippets/lib/languages/bash.py
@@ -0,0 +1,17 @@
+from pathlib import Path
+
+from .base import CompileResult, Language, copy_template
+
+
+class LanguageBash(Language):
+    NAME = "bash"
+    SNIPPET_FILENAME = "bash.sh"
+
+    @classmethod
+    def compile(cls, tmpdir: Path, fnames: list[Path]) -> CompileResult:
+        tmpdir.mkdir(parents=True)
+        result = CompileResult()
+        for no, fname in enumerate(fnames):
+            copy_template(fname, tmpdir / f"snippet{no}.sh")
+            result.run_args[fname] = ["bash", "-ex", f"{tmpdir}/snippet{no}.sh"]
+        return result
diff --git a/automation/snippets/lib/languages/csharp.py b/automation/snippets/lib/languages/csharp.py
new file mode 100644
index 000000000..23f464fd6
--- /dev/null
+++ b/automation/snippets/lib/languages/csharp.py
@@ -0,0 +1,125 @@
+import re
+import shutil
+import subprocess
+import textwrap
+from pathlib import Path
+
+from .base import CompileResult, Language, generic_shorten, template, trim_commonpath
+
+
+class LanguageCsharp(Language):
+    NAME = "csharp"
+    SNIPPET_FILENAME = "csharp.cs"
+
+    @classmethod
+    def compile(cls, tmpdir: Path, fnames: list[Path]) -> CompileResult:
+        shutil.copytree("templates/csharp", tmpdir)
+
+        csproj_path = tmpdir / "csharp.csproj"
+        csproj_path.write_text(
+            csproj_path.read_text().replace(
+                "../../clients/csharp/",
+                f"{Path('clients/csharp').absolute()}/",
+            )
+        )
+
+        trimmed_fnames = trim_commonpath(fnames)
+
+        src_cases = []
+
+        result = CompileResult()
+
+        for no, (snippet_fname, trimmed_fname) in enumerate(trimmed_fnames.items()):
+            content = (
+                snippet_fname.read_text()
+                .replace("public class Snippet", f"public class Snippet{no}")
+                .replace("{collection_name}", "collection_name")
+            )
+            dest_path = tmpdir / "s" / trimmed_fname.parent / f"Snippet{no}.cs"
+            dest_path.parent.mkdir(parents=True, exist_ok=True)
+            dest_path.write_text(content)
+            src_cases.append(
+                f'case "{snippet_fname}": await Snippet{no}.Run(); break;\n'
+            )
+            result.run_args[snippet_fname] = [
+                "dotnet",
+                f"{tmpdir}/bin/snippets-amalgamation.dll",
+                snippet_fname,
+            ]
+
+        template(
+            original_fname=Path("templates/csharp/Program.cs"),
+            target_fname=tmpdir / "Program.cs",
+            replacements={"// %cases%": "".join(src_cases)},
+        )
+
+        subprocess.run(["dotnet", "build", "-o", "bin"], cwd=tmpdir, check=True)
+
+        return result
+
+    RE_CODE = re.compile(
+        r"""
+        (?P<imports> .*? )
+        \s*public\ class\ Snippet\s*\{\s*
+        public\ static\ async\ Task\ Run\(\)\s*\{\n
+        (?P<body> .*? )
+        \s*\}\s*}\s*
+        $
+        """,
+        re.DOTALL | re.VERBOSE,
+    )
+
+    EXAMPLE_CODE = textwrap.dedent(
+        """\
+        using Qdrant.Client;
+        using Qdrant.Client.Grpc;
+
+        public class Snippet
+        {
+            public static async Task Run()
+            {
+                // Your code here
+            }
+        }
+        """
+    )
+    assert RE_CODE.match(EXAMPLE_CODE) is not None
+
+    @classmethod
+    def shorten(cls, contents: str) -> str:
+        if (m := LanguageCsharp.RE_CODE.match(contents)) is None:
+            msg = "Invalid snippet format"
+            raise ValueError(msg)
+        return generic_shorten(
+            m["imports"].strip() + "\n\n" + textwrap.dedent(m["body"]).strip()
+        )
+
+    RE_RENDERED = re.compile(
+        r"""
+        (?P<imports> (?:using\s[^;]+;\n|\n)* )
+        (?P<body> .* )
+        $
+        """,
+        re.DOTALL | re.VERBOSE,
+    )
+
+    @classmethod
+    def unshorten(cls, contents: str) -> str:
+        if m := LanguageCsharp.RE_RENDERED.match(contents):
+            return textwrap.dedent(
+                """\
+                {imports}
+
+                public class Snippet
+                {{
+                \tpublic static async Task Run()
+                \t{{
+                {body}
+                \t}}
+                }}
+                """
+            ).format(
+                imports=m["imports"].strip(),
+                body=textwrap.indent(m["body"].strip(), "\t" * 2),
+            )
+        return contents
diff --git a/automation/snippets/lib/languages/go.py b/automation/snippets/lib/languages/go.py
new file mode 100644
index 000000000..39a258df9
--- /dev/null
+++ b/automation/snippets/lib/languages/go.py
@@ -0,0 +1,119 @@
+import re
+import shutil
+import subprocess
+import textwrap
+from pathlib import Path
+
+from .base import (
+    CompileResult,
+    Language,
+    copy_template,
+    generic_shorten,
+    template,
+    trim_commonpath,
+)
+
+
+class LanguageGo(Language):
+    NAME = "go"
+    SNIPPET_FILENAME = "go.go"
+
+    @classmethod
+    def compile(cls, tmpdir: Path, fnames: list[Path]) -> CompileResult:
+        shutil.copytree("templates/go", tmpdir)
+
+        trimmed_fnames = trim_commonpath(fnames)
+
+        src_imports = []
+        src_cases = []
+
+        result = CompileResult()
+
+        for no, (snippet_fname, trimmed_fname) in enumerate(trimmed_fnames.items()):
+            dest_path = tmpdir / "s" / trimmed_fname
+            copy_template(snippet_fname, dest_path)
+            src_imports.append(
+                f's{no} "example.com/snippets-amalgamation/{("s" / trimmed_fname).parent}"'
+            )
+            src_cases.append(f'case "{snippet_fname}": s{no}.Main()\n')
+            result.run_args[snippet_fname] = [tmpdir / "tester", snippet_fname]
+
+        template(
+            original_fname=Path("templates/go/main.go"),
+            target_fname=tmpdir / "main.go",
+            replacements={
+                "// %imports%": "\n".join(src_imports),
+                "// %cases%": "\n".join(src_cases),
+            },
+        )
+
+        subprocess.run(["go", "build", "-o", "tester", "."], cwd=tmpdir, check=True)
+
+        return result
+
+    RE_CODE = re.compile(
+        r"""
+        package\ [a-zA-Z0-9_]+\n
+        (?P<imports> .*? )
+        func\ Main\(\)\ \{\n
+        (?P<body> .*? )
+        \}\s*$
+        """,
+        re.DOTALL | re.VERBOSE,
+    )
+
+    EXAMPLE_CODE = textwrap.dedent(
+        """\
+        package main
+
+        import (
+            "github.com/qdrant/go-client/qdrant"
+        )
+
+        func Main() {
+            // Your code here
+        }
+        """
+    )
+    assert RE_CODE.match(EXAMPLE_CODE) is not None
+
+    @classmethod
+    def shorten(cls, contents: str) -> str:
+        if (m := LanguageGo.RE_CODE.match(contents)) is None:
+            msg = "Invalid snippet format"
+            raise ValueError(msg)
+        return generic_shorten(
+            m["imports"].strip() + "\n\n" + textwrap.dedent(m["body"]).strip()
+        )
+
+    @classmethod
+    def format(cls, fnames: list[str]) -> None:
+        subprocess.run(["gofmt", "-w", *fnames], check=True)
+
+    RE_RENDERED = re.compile(
+        r"""
+        (?P<imports> (?:import\s*\([^)]+\)\n|\n)* )
+        (?P<body> .* )
+        $
+        """,
+        re.DOTALL | re.VERBOSE,
+    )
+
+    @classmethod
+    def unshorten(cls, contents: str) -> str:
+        if m := LanguageGo.RE_RENDERED.match(contents):
+            return textwrap.dedent(
+                """\
+                package snippet
+
+                {imports}
+
+                func Main() {{
+                {body}
+                }}
+                """
+            ).format(
+                imports=m["imports"].strip(),
+                body=textwrap.indent(m["body"].strip(), "\t"),
+            )
+        return contents
diff --git a/automation/snippets/lib/languages/java.py b/automation/snippets/lib/languages/java.py
new file mode 100644
index 000000000..8bbb699f4
--- /dev/null
+++ b/automation/snippets/lib/languages/java.py
@@ -0,0 +1,128 @@
+import os
+import re
+import shutil
+import subprocess
+import textwrap
+from pathlib import Path
+
+from .base import CompileResult, Language, generic_shorten, template, trim_commonpath
+
+
+class LanguageJava(Language):
+    NAME = "java"
+    SNIPPET_FILENAME = "java.java"
+
+    @classmethod
+    def compile(cls, tmpdir: Path, fnames: list[Path]) -> CompileResult:
+        (tmpdir / "src/main/java/s").mkdir(parents=True)
+        shutil.copyfile("templates/java/build.gradle", f"{tmpdir}/build.gradle")
+        shutil.copyfile("templates/java/settings.gradle", f"{tmpdir}/settings.gradle")
+
+        trimmed_fnames = trim_commonpath(fnames)
+
+        result = CompileResult()
+        src_cases = []
+
+        for no, (snippet_fname, trimmed_fname) in enumerate(trimmed_fnames.items()):
+            content = (
+                snippet_fname.read_text()
+                .replace("public class Snippet", f"public class Snippet{no}")
+                .replace("{collection_name}", "collection_name")
+            )
+            dest_path = (
+                tmpdir / "src/main/java/s" / trimmed_fname.parent / f"Snippet{no}.java"
+            )
+            dest_path.parent.mkdir(parents=True, exist_ok=True)
+            dest_path.write_text(content)
+            src_cases.append(f'case "{snippet_fname}": Snippet{no}.run(); break;\n')
+            result.run_args[snippet_fname] = [
+                "java",
+                "-jar",
+                f"{tmpdir}/build/libs/app-1.0.0-all.jar",
+                snippet_fname,
+            ]
+
+        template(
+            original_fname=Path("templates/java/src/main/java/Main.java"),
+            target_fname=tmpdir / "src/main/java/Main.java",
+            replacements={
+                "// %cases%": "\n".join(src_cases),
+            },
+        )
+
+        gradlew = os.path.abspath("templates/java/gradlew")
+        client = os.path.abspath("clients/java")
+        subprocess.run(
+            [gradlew, "--no-daemon", f"-PclientPath={client}", "shadowJar"],
+            cwd=tmpdir,
+            check=True,
+        )
+
+        return result
+
+    RE_CODE = re.compile(
+        r"""
+        package\s[a-zA-Z0-9_.]+;\n
+        (?P<imports> .*? )
+        \s*public\ class\ Snippet\ \{\n
+        \s*public\ static\ void\ run\(\)\ throws\ Exception\ \{\n
+        (?P<body> .*? )
+        \s*\}\s*}\s*
+        $
+        """,
+        re.DOTALL | re.VERBOSE,
+    )
+
+    EXAMPLE_CODE = textwrap.dedent(
+        """\
+        package com.example.snippets_amalgamation;
+
+        import io.qdrant.client.QdrantClient;
+
+        public class Snippet {
+            public static void run() throws Exception {
+                // Your code here
+            }
+        }
+        """
+    )
+    assert RE_CODE.match(EXAMPLE_CODE) is not None
+
+    @classmethod
+    def shorten(cls, contents: str) -> str:
+        if (m := LanguageJava.RE_CODE.match(contents)) is None:
+            msg = "Invalid snippet format"
+            raise ValueError(msg)
+        return generic_shorten(
+            m["imports"].strip() + "\n\n" + textwrap.dedent(m["body"]).strip()
+        )
+
+    RE_RENDERED = re.compile(
+        r"""
+        (?P<imports> (?: import\s[^;]+;\n|\n)* )
+        (?P<body> .* )
+        $
+        """,
+        re.DOTALL | re.VERBOSE,
+    )
+
+    @classmethod
+    def unshorten(cls, contents: str) -> str:
+        if m := LanguageJava.RE_RENDERED.match(contents):
+            return textwrap.dedent(
+                """\
+                package com.example.snippets_amalgamation;
+
+                {imports}
+
+                public class Snippet {{
+                        public static void run() throws Exception {{
+                {body}
+                        }}
+                }}
+                """
+            ).format(
+                imports=m["imports"].strip(),
+                body=textwrap.indent(m["body"].strip(), " " * 16),
+            )
+        return contents
diff --git a/automation/snippets/lib/languages/python.py b/automation/snippets/lib/languages/python.py
new file mode 100644
index 000000000..00cadacb6
--- /dev/null
+++ b/automation/snippets/lib/languages/python.py
@@ -0,0 +1,34 @@
+import subprocess
+from pathlib import Path
+
+from .base import CompileResult, Language, copy_template, trim_commonpath
+
+
+class LanguagePython(Language):
+    NAME = "python"
+    SNIPPET_FILENAME = "python.py"
+
+    @classmethod
+    def compile(cls, tmpdir: Path, fnames: list[Path]) -> CompileResult:
+        trimmed_fnames = trim_commonpath(fnames)
+        result = CompileResult()
+
+        for snippet_fname, trimmed_fname in trimmed_fnames.items():
+            target_path = tmpdir / str(trimmed_fname).replace("-", "_")
+            target_path.parent.mkdir(parents=True, exist_ok=True)
+            dir = tmpdir
+            for component in Path(str(trimmed_fname).replace("-", "_")).parts:
+                (dir / "__init__.py").touch()
+                dir /= component
+            copy_template(snippet_fname, target_path)
+            result.run_args[snippet_fname] = [
+                "uv",
+                "--project=templates/python",
+                "run",
+                target_path,
+            ]
+
+        p = subprocess.run(["uv", "--project=templates/python", "run", "mypy", tmpdir])
+        result.has_issues = p.returncode != 0
+
+        return result
diff --git a/automation/snippets/lib/languages/rust.py b/automation/snippets/lib/languages/rust.py
new file mode 100644
index 000000000..94b33f266
--- /dev/null
+++ b/automation/snippets/lib/languages/rust.py
@@ -0,0 +1,128 @@
+import os
+import re
+import shutil
+import subprocess
+import textwrap
+from pathlib import Path
+
+from .base import (
+    CompileResult,
+    Language,
+    copy_template,
+    generic_shorten,
+    template,
+    trim_commonpath,
+)
+
+
+class LanguageRust(Language):
+    NAME = "rust"
+    SNIPPET_FILENAME = "rust.rs"
+
+    @classmethod
+    def compile(cls, tmpdir: Path, fnames: list[Path]) -> CompileResult:
+        tmpdir.mkdir()
+        (tmpdir / "src").mkdir()
+        shutil.copyfile("templates/rust/Cargo.toml", f"{tmpdir}/Cargo.toml")
+        shutil.copyfile("templates/rust/Cargo.lock", f"{tmpdir}/Cargo.lock")
+
+        src_mods = []
+        src_cases = []
+
+        trimmed_fnames = trim_commonpath(fnames)
+
+        result = CompileResult()
+        binary_path = Path.cwd() / "templates/rust/target/debug/snippets-amalgamation"
+
+        for no, (snippet_fname, trimmed_fname) in enumerate(trimmed_fnames.items()):
+            copy_template(snippet_fname, tmpdir / "src" / "s" / trimmed_fname)
+            src_mods.append(f'#[path = "s/{trimmed_fname}"] mod s{no};')
+            src_cases.append(f'"{snippet_fname}" => s{no}::main().await.unwrap(),\n')
+            result.run_args[snippet_fname] = [binary_path, snippet_fname]
+
+        template(
+            original_fname=Path("templates/rust/src/main.rs"),
+            target_fname=tmpdir / "src/main.rs",
+            replacements={
+                "// %mods%": "\n".join(src_mods),
+                "// %cases%": "\n".join(src_cases),
+            },
+        )
+
+        subprocess.run(
+            ["cargo", "build"],
+            cwd=tmpdir,
+            env={
+                **os.environ,
+                "CARGO_TARGET_DIR": str(Path.cwd() / "templates/rust/target"),
+            },
+            check=True,
+        )
+
+        return result
+
+    @classmethod
+    def format(cls, fnames: list[str]) -> None:
+        subprocess.run(["rustfmt", "--edition=2024", *fnames], check=True)
+
+    RE_CODE = re.compile(
+        r"""
+        (?P<uses> (?:use\s[^;]+;\n|\n)* )
+        pub\s+async\s+fn\s+main\(\)\s*->\s*anyhow::Result<\(\)>\s*\{\n
+        (?P<body> .*? )
+        \s*Ok\(\(\)\)\n
+        \}\n?
+        $
+        """,
+        re.DOTALL | re.VERBOSE,
+    )
+
+    EXAMPLE_CODE = textwrap.dedent(
+        """\
+        use qdrant_client::Qdrant;
+
+        pub async fn main() -> anyhow::Result<()> {
+            // Your code here
+
+            Ok(())
+        }
+        """
+    )
+    assert RE_CODE.match(EXAMPLE_CODE) is not None
+
+    @classmethod
+    def shorten(cls, contents: str) -> str:
+        if (m := LanguageRust.RE_CODE.match(contents)) is None:
+            msg = "Invalid snippet format"
+            raise ValueError(msg)
+        return generic_shorten(
+            m["uses"].strip() + "\n\n" + textwrap.dedent(m["body"]).strip()
+        )
+
+    RE_RENDERED = re.compile(
+        r"""
+        (?P<uses> (?:use\s[^;]+;\n|\n)* )
+        (?P<body> .* )
+        $
+        """,
+        re.DOTALL | re.VERBOSE,
+    )
+
+    @classmethod
+    def unshorten(cls, contents: str) -> str:
+        if m := LanguageRust.RE_RENDERED.match(contents):
+            return textwrap.dedent(
+                """\
+                {uses}
+
+                pub async fn main() -> anyhow::Result<()> {{
+                {body}
+
+                    Ok(())
+                }}
+                """
+            ).format(
+                uses=m["uses"].strip(),
+                body=textwrap.indent(m["body"].strip(), " " * 4),
+            )
+        return contents
diff --git a/automation/snippets/lib/languages/typescript.py b/automation/snippets/lib/languages/typescript.py
new file mode 100644
index 000000000..50d4aba26
--- /dev/null
+++ b/automation/snippets/lib/languages/typescript.py
@@ -0,0 +1,53 @@
+import json
+import shutil
+import subprocess
+from pathlib import Path
+
+from .base import CompileResult, Language, copy_template, trim_commonpath
+
+
+class LanguageTypescript(Language):
+    NAME = "typescript"
+    SNIPPET_FILENAME = "typescript.ts"
+
+    @classmethod
+    def compile(cls, tmpdir: Path, fnames: list[Path]) -> CompileResult:
+        tmpdir.mkdir()
+
+        package_data = json.loads(Path("templates/typescript/package.json").read_text())
+
+        package_data["dependencies"]["@qdrant/js-client-rest"] = "file:" + str(
+            Path("clients/typescript/packages/js-client-rest").resolve().absolute()
+        )
+        (tmpdir / "package.json").write_text(json.dumps(package_data, indent=2))
+
+        shutil.copyfile(
+            "templates/typescript/package-lock.json", f"{tmpdir}/package-lock.json"
+        )
+
+        trimmed_fnames = trim_commonpath(fnames)
+        result = CompileResult()
+
+        for snippet_fname, trimmed_fname in trimmed_fnames.items():
+            dest_path = tmpdir / "s" / trimmed_fname
+            copy_template(snippet_fname, dest_path)
+            result.run_args[snippet_fname] = ["node", dest_path.with_suffix(".js")]
+
+        p = subprocess.run(["npm", "install"], cwd=tmpdir)
+        if p.returncode != 0:
+            result.has_issues = True
+            return result
+
+        p = subprocess.run(
+            ["node_modules/.bin/tsc"]
+            + ["s" / trimmed_fname for trimmed_fname in trimmed_fnames.values()],
+            cwd=tmpdir,
+        )
+        result.has_issues = p.returncode != 0
+
+        return result
+
+    @classmethod
+    def format(cls, fnames: list[str]) -> None:
+        # subprocess.run(["npx", "prettier", "--write", *fnames], check=True)
+        pass
diff --git a/automation/snippets/migrate-snippet.py b/automation/snippets/migrate-snippet.py
new file mode 100755
index 000000000..d03e36f28
--- /dev/null
+++ b/automation/snippets/migrate-snippet.py
@@ -0,0 +1,48 @@
+#!/usr/bin/env python3
+"""Migrate the specified `.md` snippet to the runnable snippet file.
+
+E.g., converts
+    `snippets/create-collection/simple/python.md`
+to
+    `snippets/create-collection/simple/python.py`
+
+Not reliable, might require manual adjustments.
+Intended to be manually used to migrate non-runnable snippets into runnable
+ones.
+"""
+
+import argparse
+from pathlib import Path
+
+from lib import log
+from lib.languages import ALL_LANGUAGES
+
+
+def main() -> None:
+    parser = argparse.ArgumentParser(description=__doc__)
+    parser.add_argument("MD_FILE", nargs="+", type=Path)
+    args = parser.parse_args()
+
+    for md_file in args.MD_FILE:
+        if md_file.suffix != ".md":
+            log(f"Skipping non-markdown file: {md_file}")
+            continue
+        for lang in ALL_LANGUAGES:
+            if md_file.name == f"{lang.NAME}.md":
+                break
+        else:
+            log(f"Skipping unknown language file: {md_file}")
+            continue
+
+        lines = md_file.read_text().rstrip().splitlines()
+        if not lines[0].startswith("```") or lines[-1] != "```":
+            continue
+        content = "\n".join(lines[1:-1]) + "\n"
+        content = lang.unshorten(content)
+
+        log(f"Converting {md_file} to {lang.SNIPPET_FILENAME}")
+        (md_file.parent / lang.SNIPPET_FILENAME).write_text(content)
+
+
+if __name__ == "__main__":
+    main()
diff --git a/automation/snippets/pyproject.toml b/automation/snippets/pyproject.toml
new file mode 100644
index 000000000..fcba95d25
--- /dev/null
+++ b/automation/snippets/pyproject.toml
@@ -0,0 +1,12 @@
+[project]
+name = "snippet-checker"
+version = "0.1.0"
+requires-python = ">=3.12"
+dependencies = [
+    "requests>=2.32.5",
+]
+
+[dependency-groups]
+dev = [
+    "mypy>=1.18.2",
+]
diff --git a/automation/snippets/shell.nix b/automation/snippets/shell.nix
new file mode 100644
index 000000000..fb3b79c83
--- /dev/null
+++ b/automation/snippets/shell.nix
@@ -0,0 +1,26 @@
+with import <nixpkgs> { };
+mkShell {
+  buildInputs = [
+    # for ./sync-clients.py
+    git
+
+    # for csharp client
+    dotnetCorePackages.sdk_8_0-bin
+
+    # for go client
+    go
+
+    # for java client
+    openjdk
+
+    # for python client
+    uv
+
+    # for rust client
+    cargo
+    rustfmt
+
+    # for typescript client
+    pnpm
+  ];
+}
diff --git a/automation/snippets/snippets b/automation/snippets/snippets
new file mode 120000
index 000000000..26fac97b6
--- /dev/null
+++ b/automation/snippets/snippets
@@ -0,0 +1 @@
+../../qdrant-landing/content/documentation/headless/snippets
\ No newline at end of file
diff --git a/automation/snippets/sync-clients.py b/automation/snippets/sync-clients.py
new file mode 100755
index 000000000..a7e2dba07
--- /dev/null
+++ b/automation/snippets/sync-clients.py
@@ -0,0 +1,202 @@
+#!/usr/bin/env python3
+
+import argparse
+import re
+import subprocess
+import sys
+from pathlib import Path
+
+BASE_DIR = Path(__file__).resolve().parent
+
+# Change these to use different revisions by default/on CI
+CSHARP_CLIENT_REVISION = "main"
+JAVA_CLIENT_REVISION = "master"
+TYPESCRIPT_CLIENT_REVISION = "master"
+
+
+def main() -> None:
+    parser = argparse.ArgumentParser(
+        description="Fetch and prepare Qdrant client libraries."
+    )
+    subparsers = parser.add_subparsers(dest="command", required=True)
+
+    fetch_parser = subparsers.add_parser(
+        "fetch",
+        help="""Fetch client libraries and put them in the clients/ directory.
+             This is for java and C# clients.""",
+    )
+    fetch_parser.add_argument(
+        "--csharp",
+        help="Fetch and build the C# client.",
+        nargs="?",
+        const=CSHARP_CLIENT_REVISION,
+        metavar="GIT_REV",
+    )
+    fetch_parser.add_argument(
+        "--java",
+        help="Fetch the Java client.",
+        nargs="?",
+        const=JAVA_CLIENT_REVISION,
+        metavar="GIT_REV",
+    )
+    fetch_parser.add_argument(
+        "--typescript",
+        help="Fetch the TypeScript client.",
+        nargs="?",
+        const=TYPESCRIPT_CLIENT_REVISION,
+        metavar="GIT_REV",
+    )
+
+    lock_parser = subparsers.add_parser(
+        "lock",
+        help="Update lockfiles for templates/ directories.",
+    )
+    lock_parser.add_argument(
+        "--go",
+        help="Set Go client version",
+        nargs="?",
+        const="master",
+        metavar="GIT_REV",
+    )
+    lock_parser.add_argument(
+        "--rust",
+        help="""Set Rust client version.
+             Format: branch=BRANCH_NAME or tag=TAG_NAME or rev=COMMIT_HASH""",
+        nargs="?",
+        const="branch=master",
+        metavar="KIND=REV",
+    )
+    lock_parser.add_argument(
+        "--python",
+        help="""Set Python client version.
+             Format: branch=BRANCH_NAME or tag=TAG_NAME or rev=COMMIT_HASH""",
+        nargs="?",
+        const="branch=master",
+        metavar="KIND=REV",
+    )
+
+    args = parser.parse_args()
+
+    ok = False
+    if args.command == "fetch":
+        if args.csharp is not None:
+            url = "https://github.com/qdrant/qdrant-dotnet"
+            dir = BASE_DIR / "clients" / "csharp"
+            checkout_repo(url, dir, args.csharp)
+            prepare_csharp(dir)
+            ok = True
+        if args.java is not None:
+            url = "https://github.com/qdrant/java-client"
+            dir = BASE_DIR / "clients" / "java"
+            checkout_repo(url, dir, "master")
+            ok = True
+        if args.typescript is not None:
+            url = "https://github.com/qdrant/qdrant-js"
+            dir = BASE_DIR / "clients" / "typescript"
+            checkout_repo(url, dir, args.typescript)
+            prepare_typescript(dir)
+            ok = True
+        if not ok:
+            print("Specify at least one of --csharp, --java, --typescript to fetch.")
+    elif args.command == "lock":
+        if args.go is not None:
+            lock_go(args.go)
+            ok = True
+        if args.rust is not None:
+            lock_rust(args.rust)
+            ok = True
+        if args.python is not None:
+            lock_python(args.python)
+            ok = True
+        if not ok:
+            print("Specify at least one of --go, --rust to lock.")
+
+
+def prepare_csharp(dir: Path) -> None:
+    subprocess.run(["git", "-C", dir, "clean", "-fxd"], check=True)
+    subprocess.run(
+        ["dotnet", "run", "--project", "build", "--", "download-protos", "restore"],
+        check=True,
+        cwd=dir,
+    )
+    subprocess.run(
+        ["dotnet", "build", "-c", "Release", "--nologo"],
+        check=True,
+        cwd=dir,
+    )
+
+
+def prepare_typescript(dir: Path) -> None:
+    subprocess.run(["pnpm", "install"], cwd=dir, check=True)
+    subprocess.run(["pnpm", "-r", "build"], cwd=dir, check=True)
+
+
+def lock_go(rev: str) -> None:
+    dir = BASE_DIR / "templates" / "go"
+    subprocess.run(
+        ["go", "get", f"github.com/qdrant/go-client@{rev}"], cwd=dir, check=True
+    )
+    subprocess.run(["go", "mod", "tidy"], cwd=dir, check=True)
+
+
+def lock_rust(spec: str) -> None:
+    dir = BASE_DIR / "templates" / "rust"
+    update_toml_spec(dir / "Cargo.toml", spec)
+    subprocess.run(["cargo", "update", "-p", "qdrant-client"], cwd=dir, check=True)
+
+
+def lock_python(spec: str) -> None:
+    dir = BASE_DIR / "templates" / "python"
+    update_toml_spec(dir / "pyproject.toml", spec)
+    subprocess.run(["uv", "lock"], cwd=dir, check=True)
+
+
+def update_toml_spec(path: Path, spec: str) -> None:
+    try:
+        kind, rev = spec.split("=", 1)
+        if kind not in ("branch", "tag", "rev"):
+            raise ValueError
+    except ValueError:
+        print("Invalid format for --rust/--python.")
+        print("Use branch=BRANCH_NAME or tag=TAG_NAME or rev=COMMIT_HASH.")
+        sys.exit(1)
+
+    toml_content = path.read_text().splitlines()
+    re_line = re.compile(r'^(qdrant-client = \{ git = "[^"]+").*$')
+    idx, m = next(
+        (i, m)
+        for i, line in enumerate(toml_content)
+        if (m := re_line.match(line)) is not None
+    )
+
+    toml_content[idx] = f'{m[1]}, {kind} = "{rev}" }}'
+    path.write_text("\n".join(toml_content) + "\n")
+
+
+def checkout_repo(
+    repo_url: str,
+    dest_dir: Path,
+    rev: str,
+) -> None:
+    if not dest_dir.exists():
+        print(f"Cloning repository from {repo_url} to {dest_dir}...")
+        subprocess.run(["git", "clone", repo_url, dest_dir], check=True)
+    else:
+        print(f"Repository already exists at {dest_dir}. Fetching latest changes...")
+        subprocess.run(["git", "-C", dest_dir, "fetch", "-p", "origin"], check=True)
+
+    # Try remote branch first (ignore local branches)
+    # If this check fails, it's either a commit hash, local branch, or tag
+    p = subprocess.run(
+        ["git", "-C", dest_dir, "rev-parse", "--verify", f"refs/remotes/origin/{rev}"],
+        stdout=subprocess.PIPE,
+        text=True,
+    )
+    if p.returncode == 0:
+        rev = p.stdout.strip()
+
+    subprocess.run(["git", "-C", dest_dir, "checkout", "--detach", rev], check=True)
+
+
+if __name__ == "__main__":
+    main()
diff --git a/automation/snippets/templates/csharp/.gitignore b/automation/snippets/templates/csharp/.gitignore
new file mode 100644
index 000000000..4c7473ded
--- /dev/null
+++ b/automation/snippets/templates/csharp/.gitignore
@@ -0,0 +1,2 @@
+/bin
+/obj
diff --git a/automation/snippets/templates/csharp/Program.cs b/automation/snippets/templates/csharp/Program.cs
new file mode 100644
index 000000000..874fac37b
--- /dev/null
+++ b/automation/snippets/templates/csharp/Program.cs
@@ -0,0 +1,22 @@
+try
+{
+    foreach (var arg in args)
+    {
+        switch (arg)
+        {
+            // %cases%
+            default:
+                Console.WriteLine($"Unknown argument: {arg}");
+                Environment.Exit(1);
+                break;
+        }
+    }
+}
+catch (Exception e)
+{
+    Console.Error.WriteLine($"Error occurred: {e.Message}");
+    Console.Error.WriteLine(e.StackTrace);
+    Environment.Exit(1);
+}
+
+await Task.CompletedTask;
diff --git a/automation/snippets/templates/csharp/csharp.csproj b/automation/snippets/templates/csharp/csharp.csproj
new file mode 100644
index 000000000..8adfe06bf
--- /dev/null
+++ b/automation/snippets/templates/csharp/csharp.csproj
@@ -0,0 +1,15 @@
+<Project Sdk="Microsoft.NET.Sdk">
+
+  <PropertyGroup>
+    <OutputType>Exe</OutputType>
+    <TargetFramework>net8.0</TargetFramework>
+    <ImplicitUsings>enable</ImplicitUsings>
+    <Nullable>enable</Nullable>
+    <AssemblyName>snippets-amalgamation</AssemblyName>
+  </PropertyGroup>
+
+  <ItemGroup>
+    <ProjectReference Include="../../clients/csharp/src/Qdrant.Client/Qdrant.Client.csproj" />
+  </ItemGroup>
+
+</Project>
diff --git a/automation/snippets/templates/go/go.mod b/automation/snippets/templates/go/go.mod
new file mode 100644
index 000000000..45dfb9c09
--- /dev/null
+++ b/automation/snippets/templates/go/go.mod
@@ -0,0 +1,14 @@
+module example.com/snippets-amalgamation
+
+go 1.25.2
+
+require github.com/qdrant/go-client v1.16.0
+
+require (
+	golang.org/x/net v0.47.0 // indirect
+	golang.org/x/sys v0.38.0 // indirect
+	golang.org/x/text v0.31.0 // indirect
+	google.golang.org/genproto/googleapis/rpc v0.0.0-20251111163417-95abcf5c77ba // indirect
+	google.golang.org/grpc v1.76.0 // indirect
+	google.golang.org/protobuf v1.36.10 // indirect
+)
diff --git a/automation/snippets/templates/go/go.sum b/automation/snippets/templates/go/go.sum
new file mode 100644
index 000000000..305406d06
--- /dev/null
+++ b/automation/snippets/templates/go/go.sum
@@ -0,0 +1,38 @@
+github.com/go-logr/logr v1.4.3 h1:CjnDlHq8ikf6E492q6eKboGOC0T8CDaOvkHCIg8idEI=
+github.com/go-logr/logr v1.4.3/go.mod h1:9T104GzyrTigFIr8wt5mBrctHMim0Nb2HLGrmQ40KvY=
+github.com/go-logr/stdr v1.2.2 h1:hSWxHoqTgW2S2qGc0LTAI563KZ5YKYRhT3MFKZMbjag=
+github.com/go-logr/stdr v1.2.2/go.mod h1:mMo/vtBO5dYbehREoey6XUKy/eSumjCCveDpRre4VKE=
+github.com/golang/protobuf v1.5.4 h1:i7eJL8qZTpSEXOPTxNKhASYpMn+8e5Q6AdndVa1dWek=
+github.com/golang/protobuf v1.5.4/go.mod h1:lnTiLA8Wa4RWRcIUkrtSVa5nRhsEGBg48fD6rSs7xps=
+github.com/google/go-cmp v0.7.0 h1:wk8382ETsv4JYUZwIsn6YpYiWiBsYLSJiTsyBybVuN8=
+github.com/google/go-cmp v0.7.0/go.mod h1:pXiqmnSA92OHEEa9HXL2W4E7lf9JzCmGVUdgjX3N/iU=
+github.com/google/uuid v1.6.0 h1:NIvaJDMOsjHA8n1jAhLSgzrAzy1Hgr+hNrb57e+94F0=
+github.com/google/uuid v1.6.0/go.mod h1:TIyPZe4MgqvfeYDBFedMoGGpEw/LqOeaOT+nhxU+yHo=
+github.com/qdrant/go-client v1.16.0 h1:DTkC3eppWXKhjQs+IgA9LFKOkSjJ4sTHs2jJPCni7dY=
+github.com/qdrant/go-client v1.16.0/go.mod h1:I+EL3h4HRoRTeHtbfOd/4kDXwCukZfkd41j/9wryGkw=
+go.opentelemetry.io/auto/sdk v1.2.1 h1:jXsnJ4Lmnqd11kwkBV2LgLoFMZKizbCi5fNZ/ipaZ64=
+go.opentelemetry.io/auto/sdk v1.2.1/go.mod h1:KRTj+aOaElaLi+wW1kO/DZRXwkF4C5xPbEe3ZiIhN7Y=
+go.opentelemetry.io/otel v1.38.0 h1:RkfdswUDRimDg0m2Az18RKOsnI8UDzppJAtj01/Ymk8=
+go.opentelemetry.io/otel v1.38.0/go.mod h1:zcmtmQ1+YmQM9wrNsTGV/q/uyusom3P8RxwExxkZhjM=
+go.opentelemetry.io/otel/metric v1.38.0 h1:Kl6lzIYGAh5M159u9NgiRkmoMKjvbsKtYRwgfrA6WpA=
+go.opentelemetry.io/otel/metric v1.38.0/go.mod h1:kB5n/QoRM8YwmUahxvI3bO34eVtQf2i4utNVLr9gEmI=
+go.opentelemetry.io/otel/sdk v1.37.0 h1:ItB0QUqnjesGRvNcmAcU0LyvkVyGJ2xftD29bWdDvKI=
+go.opentelemetry.io/otel/sdk v1.37.0/go.mod h1:VredYzxUvuo2q3WRcDnKDjbdvmO0sCzOvVAiY+yUkAg=
+go.opentelemetry.io/otel/sdk/metric v1.37.0 h1:90lI228XrB9jCMuSdA0673aubgRobVZFhbjxHHspCPc=
+go.opentelemetry.io/otel/sdk/metric v1.37.0/go.mod h1:cNen4ZWfiD37l5NhS+Keb5RXVWZWpRE+9WyVCpbo5ps=
+go.opentelemetry.io/otel/trace v1.38.0 h1:Fxk5bKrDZJUH+AMyyIXGcFAPah0oRcT+LuNtJrmcNLE=
+go.opentelemetry.io/otel/trace v1.38.0/go.mod h1:j1P9ivuFsTceSWe1oY+EeW3sc+Pp42sO++GHkg4wwhs=
+golang.org/x/net v0.47.0 h1:Mx+4dIFzqraBXUugkia1OOvlD6LemFo1ALMHjrXDOhY=
+golang.org/x/net v0.47.0/go.mod h1:/jNxtkgq5yWUGYkaZGqo27cfGZ1c5Nen03aYrrKpVRU=
+golang.org/x/sys v0.38.0 h1:3yZWxaJjBmCWXqhN1qh02AkOnCQ1poK6oF+a7xWL6Gc=
+golang.org/x/sys v0.38.0/go.mod h1:OgkHotnGiDImocRcuBABYBEXf8A9a87e/uXjp9XT3ks=
+golang.org/x/text v0.31.0 h1:aC8ghyu4JhP8VojJ2lEHBnochRno1sgL6nEi9WGFGMM=
+golang.org/x/text v0.31.0/go.mod h1:tKRAlv61yKIjGGHX/4tP1LTbc13YSec1pxVEWXzfoeM=
+gonum.org/v1/gonum v0.16.0 h1:5+ul4Swaf3ESvrOnidPp4GZbzf0mxVQpDCYUQE7OJfk=
+gonum.org/v1/gonum v0.16.0/go.mod h1:fef3am4MQ93R2HHpKnLk4/Tbh/s0+wqD5nfa6Pnwy4E=
+google.golang.org/genproto/googleapis/rpc v0.0.0-20251111163417-95abcf5c77ba h1:UKgtfRM7Yh93Sya0Fo8ZzhDP4qBckrrxEr2oF5UIVb8=
+google.golang.org/genproto/googleapis/rpc v0.0.0-20251111163417-95abcf5c77ba/go.mod h1:7i2o+ce6H/6BluujYR+kqX3GKH+dChPTQU19wjRPiGk=
+google.golang.org/grpc v1.76.0 h1:UnVkv1+uMLYXoIz6o7chp59WfQUYA2ex/BXQ9rHZu7A=
+google.golang.org/grpc v1.76.0/go.mod h1:Ju12QI8M6iQJtbcsV+awF5a4hfJMLi4X0JLo94ULZ6c=
+google.golang.org/protobuf v1.36.10 h1:AYd7cD/uASjIL6Q9LiTjz8JLcrh/88q5UObnmY3aOOE=
+google.golang.org/protobuf v1.36.10/go.mod h1:HTf+CrKn2C3g5S8VImy6tdcUvCska2kB7j23XfzDpco=
diff --git a/automation/snippets/templates/go/main.go b/automation/snippets/templates/go/main.go
new file mode 100644
index 000000000..00188cf5c
--- /dev/null
+++ b/automation/snippets/templates/go/main.go
@@ -0,0 +1,19 @@
+package main
+
+import (
+	"fmt"
+	_ "github.com/qdrant/go-client/qdrant"
+	"os"
+	// %imports%
+)
+
+func main() {
+	for _, arg := range os.Args[1:] {
+		switch arg {
+		// %cases%
+		default:
+			fmt.Printf("Unknown argument: %s\n", arg)
+			os.Exit(1)
+		}
+	}
+}
diff --git a/automation/snippets/templates/java/.gitignore b/automation/snippets/templates/java/.gitignore
new file mode 100644
index 000000000..796b96d1c
--- /dev/null
+++ b/automation/snippets/templates/java/.gitignore
@@ -0,0 +1 @@
+/build
diff --git a/automation/snippets/templates/java/build.gradle b/automation/snippets/templates/java/build.gradle
new file mode 100644
index 000000000..925ef6646
--- /dev/null
+++ b/automation/snippets/templates/java/build.gradle
@@ -0,0 +1,51 @@
+plugins {
+    id 'java'
+    id 'application'
+    id 'com.github.johnrengelman.shadow' version '8.1.1'
+}
+
+group = 'com.example.snippets_amalgamation'
+version = '1.0.0'
+
+repositories {
+    mavenCentral()
+}
+
+dependencies {
+    implementation 'io.qdrant:client'
+
+    // gRPC dependencies - use the same version as Qdrant client
+    implementation 'io.grpc:grpc-netty-shaded:1.65.1'
+    implementation 'io.grpc:grpc-protobuf:1.65.1'
+    implementation 'io.grpc:grpc-stub:1.65.1'
+    implementation 'io.grpc:grpc-services:1.65.1'
+
+    // Protobuf runtime
+    implementation 'com.google.protobuf:protobuf-java:3.25.4'
+
+    // Logging
+    implementation 'org.slf4j:slf4j-simple:2.0.14'
+}
+
+application {
+    mainClass = 'com.example.snippets_amalgamation.Main'
+}
+
+java {
+    sourceCompatibility = JavaVersion.VERSION_11
+    targetCompatibility = JavaVersion.VERSION_11
+}
+
+// Create a proper fat jar and merge service descriptor files (required by gRPC)
+shadowJar {
+    mergeServiceFiles()
+    archiveBaseName.set('app')
+    archiveClassifier.set('all')
+}
+
+// Keep the plain jar minimal (no dependency unpacking)
+jar {
+    manifest {
+        attributes 'Main-Class': 'com.example.snippets_amalgamation.Main'
+    }
+}
diff --git a/automation/snippets/templates/java/gradle/wrapper/gradle-wrapper.jar b/automation/snippets/templates/java/gradle/wrapper/gradle-wrapper.jar
new file mode 100644
index 000000000..1b33c55ba
Binary files /dev/null and b/automation/snippets/templates/java/gradle/wrapper/gradle-wrapper.jar differ
diff --git a/automation/snippets/templates/java/gradle/wrapper/gradle-wrapper.properties b/automation/snippets/templates/java/gradle/wrapper/gradle-wrapper.properties
new file mode 100644
index 000000000..d4081da47
--- /dev/null
+++ b/automation/snippets/templates/java/gradle/wrapper/gradle-wrapper.properties
@@ -0,0 +1,7 @@
+distributionBase=GRADLE_USER_HOME
+distributionPath=wrapper/dists
+distributionUrl=https\://services.gradle.org/distributions/gradle-8.14.3-bin.zip
+networkTimeout=10000
+validateDistributionUrl=true
+zipStoreBase=GRADLE_USER_HOME
+zipStorePath=wrapper/dists
diff --git a/automation/snippets/templates/java/gradlew b/automation/snippets/templates/java/gradlew
new file mode 100755
index 000000000..23d15a936
--- /dev/null
+++ b/automation/snippets/templates/java/gradlew
@@ -0,0 +1,251 @@
+#!/bin/sh
+
+#
+# Copyright © 2015-2021 the original authors.
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#      https://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+#
+# SPDX-License-Identifier: Apache-2.0
+#
+
+##############################################################################
+#
+#   Gradle start up script for POSIX generated by Gradle.
+#
+#   Important for running:
+#
+#   (1) You need a POSIX-compliant shell to run this script. If your /bin/sh is
+#       noncompliant, but you have some other compliant shell such as ksh or
+#       bash, then to run this script, type that shell name before the whole
+#       command line, like:
+#
+#           ksh Gradle
+#
+#       Busybox and similar reduced shells will NOT work, because this script
+#       requires all of these POSIX shell features:
+#         * functions;
+#         * expansions «$var», «${var}», «${var:-default}», «${var+SET}»,
+#           «${var#prefix}», «${var%suffix}», and «$( cmd )»;
+#         * compound commands having a testable exit status, especially «case»;
+#         * various built-in commands including «command», «set», and «ulimit».
+#
+#   Important for patching:
+#
+#   (2) This script targets any POSIX shell, so it avoids extensions provided
+#       by Bash, Ksh, etc; in particular arrays are avoided.
+#
+#       The "traditional" practice of packing multiple parameters into a
+#       space-separated string is a well documented source of bugs and security
+#       problems, so this is (mostly) avoided, by progressively accumulating
+#       options in "$@", and eventually passing that to Java.
+#
+#       Where the inherited environment variables (DEFAULT_JVM_OPTS, JAVA_OPTS,
+#       and GRADLE_OPTS) rely on word-splitting, this is performed explicitly;
+#       see the in-line comments for details.
+#
+#       There are tweaks for specific operating systems such as AIX, CygWin,
+#       Darwin, MinGW, and NonStop.
+#
+#   (3) This script is generated from the Groovy template
+#       https://github.com/gradle/gradle/blob/HEAD/platforms/jvm/plugins-application/src/main/resources/org/gradle/api/internal/plugins/unixStartScript.txt
+#       within the Gradle project.
+#
+#       You can find Gradle at https://github.com/gradle/gradle/.
+#
+##############################################################################
+
+# Attempt to set APP_HOME
+
+# Resolve links: $0 may be a link
+app_path=$0
+
+# Need this for daisy-chained symlinks.
+while
+    APP_HOME=${app_path%"${app_path##*/}"}  # leaves a trailing /; empty if no leading path
+    [ -h "$app_path" ]
+do
+    ls=$( ls -ld "$app_path" )
+    link=${ls#*' -> '}
+    case $link in             #(
+      /*)   app_path=$link ;; #(
+      *)    app_path=$APP_HOME$link ;;
+    esac
+done
+
+# This is normally unused
+# shellcheck disable=SC2034
+APP_BASE_NAME=${0##*/}
+# Discard cd standard output in case $CDPATH is set (https://github.com/gradle/gradle/issues/25036)
+APP_HOME=$( cd -P "${APP_HOME:-./}" > /dev/null && printf '%s\n' "$PWD" ) || exit
+
+# Use the maximum available, or set MAX_FD != -1 to use that value.
+MAX_FD=maximum
+
+warn () {
+    echo "$*"
+} >&2
+
+die () {
+    echo
+    echo "$*"
+    echo
+    exit 1
+} >&2
+
+# OS specific support (must be 'true' or 'false').
+cygwin=false
+msys=false
+darwin=false
+nonstop=false
+case "$( uname )" in                #(
+  CYGWIN* )         cygwin=true  ;; #(
+  Darwin* )         darwin=true  ;; #(
+  MSYS* | MINGW* )  msys=true    ;; #(
+  NONSTOP* )        nonstop=true ;;
+esac
+
+CLASSPATH="\\\"\\\""
+
+
+# Determine the Java command to use to start the JVM.
+if [ -n "$JAVA_HOME" ] ; then
+    if [ -x "$JAVA_HOME/jre/sh/java" ] ; then
+        # IBM's JDK on AIX uses strange locations for the executables
+        JAVACMD=$JAVA_HOME/jre/sh/java
+    else
+        JAVACMD=$JAVA_HOME/bin/java
+    fi
+    if [ ! -x "$JAVACMD" ] ; then
+        die "ERROR: JAVA_HOME is set to an invalid directory: $JAVA_HOME
+
+Please set the JAVA_HOME variable in your environment to match the
+location of your Java installation."
+    fi
+else
+    JAVACMD=java
+    if ! command -v java >/dev/null 2>&1
+    then
+        die "ERROR: JAVA_HOME is not set and no 'java' command could be found in your PATH.
+
+Please set the JAVA_HOME variable in your environment to match the
+location of your Java installation."
+    fi
+fi
+
+# Increase the maximum file descriptors if we can.
+if ! "$cygwin" && ! "$darwin" && ! "$nonstop" ; then
+    case $MAX_FD in #(
+      max*)
+        # In POSIX sh, ulimit -H is undefined. That's why the result is checked to see if it worked.
+        # shellcheck disable=SC2039,SC3045
+        MAX_FD=$( ulimit -H -n ) ||
+            warn "Could not query maximum file descriptor limit"
+    esac
+    case $MAX_FD in  #(
+      '' | soft) :;; #(
+      *)
+        # In POSIX sh, ulimit -n is undefined. That's why the result is checked to see if it worked.
+        # shellcheck disable=SC2039,SC3045
+        ulimit -n "$MAX_FD" ||
+            warn "Could not set maximum file descriptor limit to $MAX_FD"
+    esac
+fi
+
+# Collect all arguments for the java command, stacking in reverse order:
+#   * args from the command line
+#   * the main class name
+#   * -classpath
+#   * -D...appname settings
+#   * --module-path (only if needed)
+#   * DEFAULT_JVM_OPTS, JAVA_OPTS, and GRADLE_OPTS environment variables.
+
+# For Cygwin or MSYS, switch paths to Windows format before running java
+if "$cygwin" || "$msys" ; then
+    APP_HOME=$( cygpath --path --mixed "$APP_HOME" )
+    CLASSPATH=$( cygpath --path --mixed "$CLASSPATH" )
+
+    JAVACMD=$( cygpath --unix "$JAVACMD" )
+
+    # Now convert the arguments - kludge to limit ourselves to /bin/sh
+    for arg do
+        if
+            case $arg in                                #(
+              -*)   false ;;                            # don't mess with options #(
+              /?*)  t=${arg#/} t=/${t%%/*}              # looks like a POSIX filepath
+                    [ -e "$t" ] ;;                      #(
+              *)    false ;;
+            esac
+        then
+            arg=$( cygpath --path --ignore --mixed "$arg" )
+        fi
+        # Roll the args list around exactly as many times as the number of
+        # args, so each arg winds up back in the position where it started, but
+        # possibly modified.
+        #
+        # NB: a `for` loop captures its iteration list before it begins, so
+        # changing the positional parameters here affects neither the number of
+        # iterations, nor the values presented in `arg`.
+        shift                   # remove old arg
+        set -- "$@" "$arg"      # push replacement arg
+    done
+fi
+
+
+# Add default JVM options here. You can also use JAVA_OPTS and GRADLE_OPTS to pass JVM options to this script.
+DEFAULT_JVM_OPTS='"-Xmx64m" "-Xms64m"'
+
+# Collect all arguments for the java command:
+#   * DEFAULT_JVM_OPTS, JAVA_OPTS, and optsEnvironmentVar are not allowed to contain shell fragments,
+#     and any embedded shellness will be escaped.
+#   * For example: A user cannot expect ${Hostname} to be expanded, as it is an environment variable and will be
+#     treated as '${Hostname}' itself on the command line.
+
+set -- \
+        "-Dorg.gradle.appname=$APP_BASE_NAME" \
+        -classpath "$CLASSPATH" \
+        -jar "$APP_HOME/gradle/wrapper/gradle-wrapper.jar" \
+        "$@"
+
+# Stop when "xargs" is not available.
+if ! command -v xargs >/dev/null 2>&1
+then
+    die "xargs is not available"
+fi
+
+# Use "xargs" to parse quoted args.
+#
+# With -n1 it outputs one arg per line, with the quotes and backslashes removed.
+#
+# In Bash we could simply go:
+#
+#   readarray ARGS < <( xargs -n1 <<<"$var" ) &&
+#   set -- "${ARGS[@]}" "$@"
+#
+# but POSIX shell has neither arrays nor command substitution, so instead we
+# post-process each arg (as a line of input to sed) to backslash-escape any
+# character that might be a shell metacharacter, then use eval to reverse
+# that process (while maintaining the separation between arguments), and wrap
+# the whole thing up as a single "set" statement.
+#
+# This will of course break if any of these variables contains a newline or
+# an unmatched quote.
+#
+
+eval "set -- $(
+        printf '%s\n' "$DEFAULT_JVM_OPTS $JAVA_OPTS $GRADLE_OPTS" |
+        xargs -n1 |
+        sed ' s~[^-[:alnum:]+,./:=@_]~\\&~g; ' |
+        tr '\n' ' '
+    )" '"$@"'
+
+exec "$JAVACMD" "$@"
diff --git a/automation/snippets/templates/java/gradlew.bat b/automation/snippets/templates/java/gradlew.bat
new file mode 100644
index 000000000..5eed7ee84
--- /dev/null
+++ b/automation/snippets/templates/java/gradlew.bat
@@ -0,0 +1,94 @@
+@rem
+@rem Copyright 2015 the original author or authors.
+@rem
+@rem Licensed under the Apache License, Version 2.0 (the "License");
+@rem you may not use this file except in compliance with the License.
+@rem You may obtain a copy of the License at
+@rem
+@rem      https://www.apache.org/licenses/LICENSE-2.0
+@rem
+@rem Unless required by applicable law or agreed to in writing, software
+@rem distributed under the License is distributed on an "AS IS" BASIS,
+@rem WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+@rem See the License for the specific language governing permissions and
+@rem limitations under the License.
+@rem
+@rem SPDX-License-Identifier: Apache-2.0
+@rem
+
+@if "%DEBUG%"=="" @echo off
+@rem ##########################################################################
+@rem
+@rem  Gradle startup script for Windows
+@rem
+@rem ##########################################################################
+
+@rem Set local scope for the variables with windows NT shell
+if "%OS%"=="Windows_NT" setlocal
+
+set DIRNAME=%~dp0
+if "%DIRNAME%"=="" set DIRNAME=.
+@rem This is normally unused
+set APP_BASE_NAME=%~n0
+set APP_HOME=%DIRNAME%
+
+@rem Resolve any "." and ".." in APP_HOME to make it shorter.
+for %%i in ("%APP_HOME%") do set APP_HOME=%%~fi
+
+@rem Add default JVM options here. You can also use JAVA_OPTS and GRADLE_OPTS to pass JVM options to this script.
+set DEFAULT_JVM_OPTS="-Xmx64m" "-Xms64m"
+
+@rem Find java.exe
+if defined JAVA_HOME goto findJavaFromJavaHome
+
+set JAVA_EXE=java.exe
+%JAVA_EXE% -version >NUL 2>&1
+if %ERRORLEVEL% equ 0 goto execute
+
+echo. 1>&2
+echo ERROR: JAVA_HOME is not set and no 'java' command could be found in your PATH. 1>&2
+echo. 1>&2
+echo Please set the JAVA_HOME variable in your environment to match the 1>&2
+echo location of your Java installation. 1>&2
+
+goto fail
+
+:findJavaFromJavaHome
+set JAVA_HOME=%JAVA_HOME:"=%
+set JAVA_EXE=%JAVA_HOME%/bin/java.exe
+
+if exist "%JAVA_EXE%" goto execute
+
+echo. 1>&2
+echo ERROR: JAVA_HOME is set to an invalid directory: %JAVA_HOME% 1>&2
+echo. 1>&2
+echo Please set the JAVA_HOME variable in your environment to match the 1>&2
+echo location of your Java installation. 1>&2
+
+goto fail
+
+:execute
+@rem Setup the command line
+
+set CLASSPATH=
+
+
+@rem Execute Gradle
+"%JAVA_EXE%" %DEFAULT_JVM_OPTS% %JAVA_OPTS% %GRADLE_OPTS% "-Dorg.gradle.appname=%APP_BASE_NAME%" -classpath "%CLASSPATH%" -jar "%APP_HOME%\gradle\wrapper\gradle-wrapper.jar" %*
+
+:end
+@rem End local scope for the variables with windows NT shell
+if %ERRORLEVEL% equ 0 goto mainEnd
+
+:fail
+rem Set variable GRADLE_EXIT_CONSOLE if you need the _script_ return code instead of
+rem the _cmd.exe /c_ return code!
+set EXIT_CODE=%ERRORLEVEL%
+if %EXIT_CODE% equ 0 set EXIT_CODE=1
+if not ""=="%GRADLE_EXIT_CONSOLE%" exit %EXIT_CODE%
+exit /b %EXIT_CODE%
+
+:mainEnd
+if "%OS%"=="Windows_NT" endlocal
+
+:omega
diff --git a/automation/snippets/templates/java/settings.gradle b/automation/snippets/templates/java/settings.gradle
new file mode 100644
index 000000000..925cecc57
--- /dev/null
+++ b/automation/snippets/templates/java/settings.gradle
@@ -0,0 +1 @@
+includeBuild(clientPath)
diff --git a/automation/snippets/templates/java/src/main/java/Main.java b/automation/snippets/templates/java/src/main/java/Main.java
new file mode 100644
index 000000000..2b593523c
--- /dev/null
+++ b/automation/snippets/templates/java/src/main/java/Main.java
@@ -0,0 +1,19 @@
+package com.example.snippets_amalgamation;
+
+public class Main {
+    public static void main(String[] args) {
+        try {
+            for (String arg : args) {
+                switch (arg) {
+                    // %cases%
+                    default:
+                        System.out.println("Unknown argument: " + arg);
+                }
+            }
+        } catch (Exception e) {
+            System.err.println("Error occurred: " + e.getMessage());
+            e.printStackTrace();
+            System.exit(1);
+        }
+    }
+}
diff --git a/automation/snippets/templates/python/main.py b/automation/snippets/templates/python/main.py
new file mode 100755
index 000000000..36e26eaed
--- /dev/null
+++ b/automation/snippets/templates/python/main.py
@@ -0,0 +1,5 @@
+#!/usr/bin/env python3
+
+from qdrant_client import QdrantClient
+
+print(f"Hello, {QdrantClient}!")
diff --git a/automation/snippets/templates/python/pyproject.toml b/automation/snippets/templates/python/pyproject.toml
new file mode 100644
index 000000000..40402ae70
--- /dev/null
+++ b/automation/snippets/templates/python/pyproject.toml
@@ -0,0 +1,15 @@
+[project]
+name = "snippets-amalgamation"
+version = "0.1.0"
+requires-python = ">=3.12"
+dependencies = [
+    "qdrant-client",
+]
+
+[tool.uv.sources]
+qdrant-client = { git = "https://github.com/qdrant/qdrant-client", tag = "v1.16.0" }
+
+[dependency-groups]
+dev = [
+    "mypy>=1.18.2",
+]
diff --git a/automation/snippets/templates/rust/.gitignore b/automation/snippets/templates/rust/.gitignore
new file mode 100644
index 000000000..ea8c4bf7f
--- /dev/null
+++ b/automation/snippets/templates/rust/.gitignore
@@ -0,0 +1 @@
+/target
diff --git a/automation/snippets/templates/rust/Cargo.toml b/automation/snippets/templates/rust/Cargo.toml
new file mode 100644
index 000000000..faf99f445
--- /dev/null
+++ b/automation/snippets/templates/rust/Cargo.toml
@@ -0,0 +1,9 @@
+[package]
+name = "snippets-amalgamation"
+version = "0.1.0"
+edition = "2024"
+
+[dependencies]
+anyhow = "1.0.100"
+qdrant-client = { git = "https://github.com/qdrant/rust-client", branch = "master" }
+tokio = { version = "1.48.0", features = ["rt-multi-thread", "macros"] }
diff --git a/automation/snippets/templates/rust/src/main.rs b/automation/snippets/templates/rust/src/main.rs
new file mode 100644
index 000000000..af070cbc7
--- /dev/null
+++ b/automation/snippets/templates/rust/src/main.rs
@@ -0,0 +1,14 @@
+// %mods%
+
+#[tokio::main]
+async fn main() {
+    for arg in std::env::args().skip(1) {
+        match arg.as_str() {
+            // %cases%
+            _ => {
+                eprintln!("Unknown argument: {}", arg);
+                std::process::exit(1);
+            }
+        }
+    }
+}
diff --git a/automation/snippets/templates/typescript/.gitignore b/automation/snippets/templates/typescript/.gitignore
new file mode 100644
index 000000000..07e6e472c
--- /dev/null
+++ b/automation/snippets/templates/typescript/.gitignore
@@ -0,0 +1 @@
+/node_modules
diff --git a/automation/snippets/templates/typescript/package.json b/automation/snippets/templates/typescript/package.json
new file mode 100644
index 000000000..1477aa428
--- /dev/null
+++ b/automation/snippets/templates/typescript/package.json
@@ -0,0 +1,17 @@
+{
+  "name": "snippets-amalgamation",
+  "version": "1.0.0",
+  "description": "",
+  "main": "1.js",
+  "scripts": {
+    "test": "echo \"Error: no test specified\" && exit 1"
+  },
+  "author": "",
+  "license": "ISC",
+  "devDependencies": {
+    "typescript": "^5.9.3"
+  },
+  "dependencies": {
+    "@qdrant/js-client-rest": "file:../../clients/typescript/packages/js-client-rest"
+  }
+}