Qdrant Clients SDK
qdrant/skills
Qdrant provides client SDKs for various programming languages, allowing easy integration with Qdrant deployments.
Update LanceDB to a specific Lance release or tag. An agent skill from lancedb/lancedb.
$ npx skills add lancedb/lancedb --skill lancedb-update-lance-dependency -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install lancedb/lancedb lancedb-update-lance-dependency --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/lancedb/lancedb.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.agents/skills/lancedb-update-lance-dependency .claude/skills/lancedb-update-lance-dependency && rm -rf skills-srcUse ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.
Claude Code skills documentation · loads skills from .claude/skills/
Install the "lancedb-update-lance-dependency" agent skill from https://github.com/lancedb/lancedb/tree/main/.agents/skills/lancedb-update-lance-dependency into .claude/skills/lancedb-update-lance-dependency/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "lancedb-update-lance-dependency", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/lancedb/lancedb/tree/main/.agents/skills/lancedb-update-lance-dependencyType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add lancedb/lancedb --skill lancedb-update-lance-dependency -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install lancedb/lancedb lancedb-update-lance-dependency --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/lancedb/lancedb.git skills-src && mkdir -p .agents/skills && cp -r skills-src/.agents/skills/lancedb-update-lance-dependency .agents/skills/lancedb-update-lance-dependency && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "lancedb-update-lance-dependency" agent skill from https://github.com/lancedb/lancedb/tree/main/.agents/skills/lancedb-update-lance-dependency into .agents/skills/lancedb-update-lance-dependency/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "lancedb-update-lance-dependency", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add lancedb/lancedb --skill lancedb-update-lance-dependency -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install lancedb/lancedb lancedb-update-lance-dependency --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/lancedb/lancedb.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/.agents/skills/lancedb-update-lance-dependency .cursor/skills/lancedb-update-lance-dependency && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "lancedb-update-lance-dependency" agent skill from https://github.com/lancedb/lancedb/tree/main/.agents/skills/lancedb-update-lance-dependency into .cursor/skills/lancedb-update-lance-dependency/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "lancedb-update-lance-dependency", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/lancedb/lancedb.git --path .agents/skills/lancedb-update-lance-dependency--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add lancedb/lancedb --skill lancedb-update-lance-dependency -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install lancedb/lancedb lancedb-update-lance-dependency --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/lancedb/lancedb.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/.agents/skills/lancedb-update-lance-dependency .gemini/skills/lancedb-update-lance-dependency && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "lancedb-update-lance-dependency" agent skill from https://github.com/lancedb/lancedb/tree/main/.agents/skills/lancedb-update-lance-dependency into .gemini/skills/lancedb-update-lance-dependency/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "lancedb-update-lance-dependency", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install lancedb/lancedb lancedb-update-lance-dependencyInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add lancedb/lancedb --skill lancedb-update-lance-dependency -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/lancedb/lancedb.git skills-src && mkdir -p .github/skills && cp -r skills-src/.agents/skills/lancedb-update-lance-dependency .github/skills/lancedb-update-lance-dependency && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "lancedb-update-lance-dependency" agent skill from https://github.com/lancedb/lancedb/tree/main/.agents/skills/lancedb-update-lance-dependency into .github/skills/lancedb-update-lance-dependency/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "lancedb-update-lance-dependency", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add lancedb/lancedb --skill lancedb-update-lance-dependency -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install lancedb/lancedb lancedb-update-lance-dependency --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/lancedb/lancedb.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/.agents/skills/lancedb-update-lance-dependency .opencode/skills/lancedb-update-lance-dependency && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "lancedb-update-lance-dependency" agent skill from https://github.com/lancedb/lancedb/tree/main/.agents/skills/lancedb-update-lance-dependency into .opencode/skills/lancedb-update-lance-dependency/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "lancedb-update-lance-dependency", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
lancedb-update-lance-dependencyUpdate LanceDB to a specific Lance release or tag. An agent skill from lancedb/lancedb.
Lancedb Update Lance Dependency is an agent skill from lancedb/lancedb. Update LanceDB to a specific Lance release or tag. Use when bumping Lance dependencies in the lancedb repository, including Rust workspace Lance crates, Java lance-core, validation, branch creation, commit, push, and PR creation when requested.
Its SKILL.md is about 1.1k tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.
It sits in Databases, covering Vector databases. It works with Java, Rust and Git. The repository describes itself as: Developer-friendly OSS embedded retrieval library for multimodal AI. Search More; Manage Less. The licence is Apache-2.0.
12 steps, taken from the first numbered list in SKILL.md.
Read from SKILL.md and the folder at commit 07e626e. It shows what the files ask for, not the result of running them.
Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.
From allowed-tools in the SKILL.md frontmatter.
Shell commands in SKILL.md call:
python3ghgitcargoFrom the folder's file list and the shell code blocks in SKILL.md.
No URLs in SKILL.md. Its commands use gh and git, which can reach the network depending on how they are called.
From URLs in SKILL.md, links to its own repository left out.
Names these keys or tokens, usually read from environment variables:
GH_TOKENGITHUB_TOKENFrom names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Lancedb Update Lance Dependency loads about 1.1k tokens when it runs. Until then it costs about 69 tokens; SKILL.md has 478 words of instructions outside code blocks.
Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.
The automated check found no risky patterns in SKILL.md.
Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.
The full file from lancedb/lancedb at commit 07e626e, republished under its Apache-2.0 licence (© lancedb). 478 words, ~1,058 tokens.
.claude/skills/lancedb-update-lance-dependency/SKILL.md (or your agent's skills folder).Use this skill in the lancedb/lancedb repository when updating the Lance dependency to a specific Lance version or tag.
Inputs can be a version (7.2.0-beta.1), a tag (v7.2.0-beta.1), a tag ref (refs/tags/v7.2.0-beta.1), or latest.
Confirm the worktree status with git status --short.
Resolve the target Lance version:
If the input is latest, empty, or omitted, run:
python3 ci/check_lance_release.pyParse the JSON output. If needs_update is not true, stop without creating a PR. Otherwise use latest_tag.
If the input is explicit, use it directly.
Compute update metadata without changing files:
python3 ci/update_lance_dependency.py "$TAG_OR_VERSION" --metadata-onlyBefore making changes, check for an existing open PR with the emitted pr_title:
gh pr list --search "\"$PR_TITLE\" in:title" --state open --limit 1 --json number,url,titleIf a matching open PR exists, stop and report it instead of creating a duplicate.
Run the deterministic update entrypoint:
python3 ci/update_lance_dependency.py "$TAG_OR_VERSION"This updates the Rust workspace Lance dependencies through ci/set_lance_version.py, updates java/pom.xml, refreshes Cargo metadata, and prints JSON metadata containing branch_name, commit_message, and pr_title.
Run validation:
cargo clippy --quiet --workspace --tests --all-features -- -D warnings
cargo fmt --all --quietFix real diagnostics and rerun clippy until it succeeds. Do not skip warnings.
Inspect git status --short and git diff to ensure only the Lance dependency update and required compatibility fixes are present.
If the task only asks to prepare local changes, stop here and report the changed files and validation result.
If the task asks to publish the update, create a branch using the printed branch_name, stage all relevant files, and commit using the printed commit_message. Do not amend or rewrite existing commits.
Push to origin. Before creating the PR, check that the current token has push permission:
gh api repos/lancedb/lancedb --jq .permissions.pushIf the remote branch already exists for the same generated branch name, delete the remote ref with gh api -X DELETE repos/lancedb/lancedb/git/refs/heads/$BRANCH_NAME, then push. Do not force-push.
Create a PR targeting main with the printed pr_title. If there is no PR template, keep the body to two or three concise sentences: state the Lance dependency bump, note any required compatibility fixes, and link the triggering Lance tag or release.
Read back the remote PR title after creation. If it is not a Conventional Commit title, fix it immediately.
When running in GitHub Actions after creating the LanceDB PR, trigger the Sophon dependency update:
gh workflow run codex-bump-lancedb-lance.yml \
--repo lancedb/sophon \
-f lance_ref="$LANCE_TAG" \
-f lancedb_ref="$BRANCH_NAME"
gh run list --repo lancedb/sophon --workflow codex-bump-lancedb-lance.yml --limit 1 --json databaseId,url,displayTitleUse the emitted metadata tag value as LANCE_TAG. Do this only after a new LanceDB PR has been created. If the update was skipped because no update is needed or an open PR already exists, do not trigger Sophon.
When this skill is used from GitHub Actions, TAG, GH_TOKEN, and GITHUB_TOKEN may already be set. Resolve latest first when TAG is empty. Once an explicit tag or version is known, use:
python3 ci/update_lance_dependency.py "$TAG" --github-output "$GITHUB_OUTPUT"Then use the emitted branch_name, commit_message, and pr_title values for branch, commit, and PR creation.
© lancedb, Apache-2.0. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
Just SKILL.md in .agents/skills/lancedb-update-lance-dependency of lancedb/lancedb.
Open the folder on GitHubat commit 07e626e
Lancedb Update Lance Dependency next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Lancedb Update Lance Dependency this skilllancedb/lancedb | 12k | — | ~1.1k | Automated safety check: Pass | Apache-2.0 | |
| Qdrant Clients SDKqdrant/skills | 253 | 2 repos | ~752 | Automated safety check: Notes | Apache-2.0 | |
| Qdrant Advisorqdrant/skills | 253 | — | ~1.7k | Automated safety check: Pass | Apache-2.0 | |
| Check Toolsoaustegard/claude-skills | 150 | — | ~641 | Automated safety check: Pass | MIT | |
| Qdrant Vector SearchOrchestra-Research/AI-Research-SKILLs | 13k | 5 repos | ~3.4k | Automated safety check: Pass | MIT | |
| Paro Optimizerzunor/paro | 105 | — | ~979 | Automated safety check: Pass | Apache-2.0 |
qdrant/skills
Qdrant provides client SDKs for various programming languages, allowing easy integration with Qdrant deployments.
qdrant/skills
Diagnose, troubleshoot, and advise on any Qdrant deployment by loading the latest official Qdrant skills live from skills.qdrant.tech.
oaustegard/claude-skills
Validates development tool installations across Python, Node.js, Java, Go, Rust, C/C++, Git, and system utilities.
Orchestra-Research/AI-Research-SKILLs
Explains how to run Qdrant, a Rust vector database, for RAG and semantic search, covering collections, points, distance metrics and filtered or batched queries.
zunor/paro
Design, refactor and diagnose Paro's staged optimizer, using EXPLAIN COMPILE for planning and EXPLAIN ANALYZE for execution.
zunor/paro
Run Paro engineering performance gates and exploratory cold/warm, cross-engine or operator comparisons.
Categories
Update LanceDB to a specific Lance release or tag. An agent skill from lancedb/lancedb. Lancedb Update Lance Dependency is an agent skill from lancedb/lancedb. Update LanceDB to a specific Lance release or tag.
Lancedb Update Lance Dependency fits situations like: bumping Lance dependencies in the lancedb repository; including Rust workspace Lance crates; java lance-core; branch creation.
Run `npx skills add lancedb/lancedb --skill lancedb-update-lance-dependency -a claude-code`. Or copy the skill folder (.agents/skills/lancedb-update-lance-dependency in lancedb/lancedb) into .claude/skills/lancedb-update-lance-dependency in your project. Claude Code loads it when a task matches its description.
Run `npx skills add lancedb/lancedb --skill lancedb-update-lance-dependency -a codex`. Or copy the skill folder (.agents/skills/lancedb-update-lance-dependency in lancedb/lancedb) into .agents/skills/lancedb-update-lance-dependency in your project. Codex loads it when a task matches its description.
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add lancedb/lancedb --skill lancedb-update-lance-dependency -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/lancedb-update-lance-dependency, .gemini/skills/lancedb-update-lance-dependency, .github/skills/lancedb-update-lance-dependency and .opencode/skills/lancedb-update-lance-dependency in your project.
Going by SKILL.md and its folder, Lancedb Update Lance Dependency needs the command-line tools its instructions call (python3, gh, git and cargo) and credentials named GH_TOKEN and GITHUB_TOKEN. Our summary lists: Python 3; A credential in GITHUB_TOKEN.
SKILL.md contains no URLs. Its commands use gh and git, which can reach the network depending on how they are called. This is read from the text; nothing was executed.
Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.
Lancedb Update Lance Dependency is published under the Apache-2.0 licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 1.1k tokens (SKILL.md is roughly 4.2k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
Skills that share tags, products or a category with Lancedb Update Lance Dependency: Qdrant Clients SDK (qdrant/skills, 253 stars), Qdrant Advisor (qdrant/skills, 253 stars), Check Tools (oaustegard/claude-skills, 150 stars) and Qdrant Vector Search (Orchestra-Research/AI-Research-SKILLs, 13k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
lancedb (a GitHub organization) maintains it in lancedb/lancedb, which has 11,614 GitHub stars. The repository was last updated on October 7, 2026.
Source: lancedb/lancedb on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.