Geomaster
LeonChaoX/qinyan-academic-skills
Comprehensive geospatial science skill covering remote sensing, GIS, spatial analysis, machine learning for earth observation, and 30+ scientific domains.
Prepare an Apache Fory release candidate from a clean release branch, including the version bump, RC tag, JVM staging, ASF source artifacts, SVN upload, and vote email.
$ npx skills add apache/fory --skill fory-release -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install apache/fory fory-release --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/apache/fory.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.agents/skills/fory-release .claude/skills/fory-release && 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 "fory-release" agent skill from https://github.com/apache/fory/tree/main/.agents/skills/fory-release into .claude/skills/fory-release/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "fory-release", 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/apache/fory/tree/main/.agents/skills/fory-releaseType 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 apache/fory --skill fory-release -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install apache/fory fory-release --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/apache/fory.git skills-src && mkdir -p .agents/skills && cp -r skills-src/.agents/skills/fory-release .agents/skills/fory-release && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "fory-release" agent skill from https://github.com/apache/fory/tree/main/.agents/skills/fory-release into .agents/skills/fory-release/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "fory-release", 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 apache/fory --skill fory-release -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install apache/fory fory-release --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/apache/fory.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/.agents/skills/fory-release .cursor/skills/fory-release && 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 "fory-release" agent skill from https://github.com/apache/fory/tree/main/.agents/skills/fory-release into .cursor/skills/fory-release/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "fory-release", 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/apache/fory.git --path .agents/skills/fory-release--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 apache/fory --skill fory-release -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install apache/fory fory-release --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/apache/fory.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/.agents/skills/fory-release .gemini/skills/fory-release && 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 "fory-release" agent skill from https://github.com/apache/fory/tree/main/.agents/skills/fory-release into .gemini/skills/fory-release/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "fory-release", 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 apache/fory fory-releaseInstalls 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 apache/fory --skill fory-release -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/apache/fory.git skills-src && mkdir -p .github/skills && cp -r skills-src/.agents/skills/fory-release .github/skills/fory-release && 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 "fory-release" agent skill from https://github.com/apache/fory/tree/main/.agents/skills/fory-release into .github/skills/fory-release/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "fory-release", 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 apache/fory --skill fory-release -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install apache/fory fory-release --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/apache/fory.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/.agents/skills/fory-release .opencode/skills/fory-release && 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 "fory-release" agent skill from https://github.com/apache/fory/tree/main/.agents/skills/fory-release into .opencode/skills/fory-release/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "fory-release", 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.
fory-releasePrepare an Apache Fory release candidate from a clean release branch, including the version bump, RC tag, JVM staging, ASF source artifacts, SVN upload, and vote email.
Fory Release is an agent skill from apache/fory. Prepare an Apache Fory release candidate from a clean release branch, including the version bump, RC tag, JVM staging, ASF source artifacts, SVN upload, and vote email. Use when creating or rerunning a Fory release candidate.
Its SKILL.md is about 2.9k tokens, which your agent loads only when the skill is triggered. The skill folder holds 7 other files, including scripts, reference files and assets (for example `references/nexus-staging.md`, `scripts/check_tag_workflows.py` and `scripts/find_discussion.py`).
It works with C++, Go, Java and JavaScript. The repository describes itself as: A blazingly fast multi-language serialization framework for idiomatic domain objects, schema IDL, and cross-language data exchange. The licence is Apache-2.0.
9 steps, taken from the step headings in SKILL.md.
Read from SKILL.md and the folder at commit dcf8d24. 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.
Ships 2 files in scripts/ (Python), which the agent can run.
Shell commands in SKILL.md call:
gitpython3ghFrom the folder's file list and the shell code blocks in SKILL.md.
Hosts in commands or code, which the agent is likely to contact:
dist.apache.orgAlso links to:
lists.apache.orgfory.apache.orgsupport.sonatype.comFrom URLs in SKILL.md, links to its own repository left out.
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Fory Release loads about 2.9k tokens when it runs, and up to ~3.6k if it reads all its reference files. Until then it costs about 60 tokens; SKILL.md has 1,176 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); the scripts in this folder are not scanned.
The full file from apache/fory at commit dcf8d24, republished under its Apache-2.0 licence (© apache). 1,176 words, ~2,872 tokens.
.claude/skills/fory-release/SKILL.md (or your agent's skills folder). This skill also uses 4 other files; get the full folder from GitHub.Use the repository release script for the release work. Do not manually reproduce its version-bump, JVM-publication, or source-build logic, and do not add unrelated test runs.
Collect these values before starting:
release_version: final version without v or an RC suffix, such as 1.7.0.rc: RC suffix, such as rc3.previous_version: previous release tag version, such as 1.6.1.Load release-manager details from .local/fory-release.env. If it does not exist, ask for the following values once, create the ignored local file, and continue. Never commit this file.
FORY_RELEASE_MANAGER_NAME="..."
FORY_RELEASE_APACHE_EMAIL="..."
FORY_RELEASE_GPG_FINGERPRINT="..."
FORY_DIST_DEV_WC="..."Load the cached values and derive the release values:
repo_root="$(git rev-parse --show-toplevel)"
release_config="$repo_root/.local/fory-release.env"
test -f "$release_config"
. "$release_config"
release_branch="releases-${release_version}"
rc_tag="v${release_version}-${rc}"
dist_version="${release_version}"
release_manager_name="${FORY_RELEASE_MANAGER_NAME:?missing release manager name}"
apache_email="${FORY_RELEASE_APACHE_EMAIL:?missing Apache email}"
gpg_fingerprint="${FORY_RELEASE_GPG_FINGERPRINT:?missing GPG fingerprint}"
svn_wc="${FORY_DIST_DEV_WC:?missing ASF Subversion working-copy path}"Use the same dist_version in Subversion and the vote email.
If the release discussion URL was not supplied, search the
Fory development-list archive
for the exact release version and a [DISCUSS] subject. Use the deterministic
helper, which accepts exactly one root discussion thread:
discussion_url="$(
python3 .agents/skills/fory-release/scripts/find_discussion.py \
"$release_version"
)"Open the resulting URL and verify that its subject and body discuss the exact
release_version. If the automated search finds zero or multiple roots, use
the archive UI to search the same exact version and [DISCUSS]; ask the release
manager only if the result remains absent or ambiguous. When a URL is supplied,
open and verify it instead of assuming it matches this release.
Run from the repository root. Clean means no staged, modified, or untracked files.
test -z "$(git status --porcelain)"
test "$(git remote get-url apache)" = "git@github.com:apache/fory.git"
git fetch apache main --tags
git switch -c "$release_branch" apache/main
test -z "$(git status --porcelain)"For a new release branch, stop if the branch already exists or either cleanliness check fails. To resume an existing candidate, follow Release retries instead of recreating its branch or tag. Do not remove or hide user files to make the check pass.
python3 ci/release.py bump_version -version "$release_version" -l all
git diff --check
git status --shortReview the version diff. Use this command directly; do not substitute another version-bump workflow.
git add -u
git commit -m "prepare release for ${release_version}"
test -z "$(git status --porcelain)"
release_commit="$(git rev-parse HEAD)"Stage only the version changes produced by the release script.
Before creating a new RC tag, confirm that neither the local nor remote tag already exists. Never move, delete, or overwrite a published RC tag. Retrying a workflow for its existing tag does not create a new candidate; follow Release retries.
test -z "$(git tag --list "$rc_tag")"
test -z "$(git ls-remote --tags apache "refs/tags/${rc_tag}")"
test "$(git rev-parse HEAD)" = "$release_commit"
git tag "$rc_tag" && git push apache "$rc_tag"
test "$(git rev-parse "${rc_tag}^{commit}")" = "$release_commit"The tag starts the ecosystem package-release workflows. Do not wait for them here: start JVM publication immediately so the remote workflows and JVM staging run in parallel. If a later step fails, diagnose it using Release retries before deciding whether the candidate needs to change.
python3 ci/release.py publish_jvmThe command publishes from a temporary worktree at the committed HEAD and
removes that worktree afterward. Record the distinct Java/Kotlin and Scala
Nexus staging repository IDs from the output:
java_kotlin_staging_id="orgapachefory-..."
scala_staging_id="orgapachefory-..."
test -n "$java_kotlin_staging_id"
test -n "$scala_staging_id"
test "$java_kotlin_staging_id" != "$scala_staging_id"After recording both IDs, read and follow
Nexus staging closure. It contains the
credential rules, authenticated state checks, /bulk/close request, HTTP 201
gate, close polling, failure inspection, and anonymous artifact checks. Do not
close any repository ID that was not recorded from this publication. Keep both
repositories closed during the vote; do not promote them until the vote passes.
After JVM publication and Nexus closure, inspect the workflows that have been running since the tag was pushed. Filter by the tag rather than only by commit SHA so main-branch runs at the same commit are not mixed into the result. By default, wait for every tag-triggered run and require successful conclusions:
python3 .agents/skills/fory-release/scripts/check_tag_workflows.py \
--repo apache/fory \
--tag "$rc_tag" \
--commit "$release_commit" \
--watchThe helper re-queries by tag after waiting to catch later-created runs. A failed
run requires diagnosis, not an automatic RC increment. For a transient failure,
rerun only the failed jobs with gh run rerun <run-id> --repo apache/fory --failed,
then run the helper again for the same tag and commit.
If the release manager explicitly waives workflow monitoring for a particular RC, run
the same command with --allow-incomplete instead of --watch, and record the
snapshot IDs, states, and reason. Do not cancel the remote workflows or report
incomplete runs as successful.
Start from the clean release branch and build the exact RC tag. The build must
archive that tag without changing tracked files, creating commits, or moving Git
refs. Benchmark-specific attribution belongs in benchmarks/LICENSE, alongside
the benchmark sources excluded from the archive; do not rewrite the root
LICENSE during packaging.
test -z "$(git status --porcelain)"
before_build="$(git rev-parse HEAD)"
test "$(git rev-parse "${rc_tag}^{commit}")" = "$release_commit"
python3 ci/release.py build -v "$release_version" --rc-tag "$rc_tag"
test "$(git rev-parse HEAD)" = "$before_build"
test -z "$(git status --porcelain)"
test -f "dist/apache-fory-${release_version}-src.tar.gz"
test -f "dist/apache-fory-${release_version}-src.tar.gz.asc"
test -f "dist/apache-fory-${release_version}-src.tar.gz.sha512"
test "$(gzip -dc "dist/apache-fory-${release_version}-src.tar.gz" | git get-tar-commit-id)" = "$release_commit"The build command verifies the generated PGP signature and SHA-512 checksum.
The archive must match a direct git archive of the RC tag, including its
embedded commit ID and unmodified root LICENSE.
Use a clean, updated working copy of the ASF development distribution repository.
test -d "$svn_wc/.svn" || svn checkout https://dist.apache.org/repos/dist/dev/fory "$svn_wc"
svn update "$svn_wc"
mkdir -p "$svn_wc/$dist_version"
cp dist/* "$svn_wc/$dist_version/"
svn add --force "$svn_wc/$dist_version"
svn status "$svn_wc/$dist_version"
svn commit "$svn_wc/$dist_version" -m "Prepare Apache Fory ${rc_tag}"
test -z "$(svn status "$svn_wc/$dist_version")"
svn log -l 1 "$svn_wc/$dist_version"
svn ls "https://dist.apache.org/repos/dist/dev/fory/${dist_version}/"Inspect svn status before committing. The upload is complete only after svn commit returns a revision and the remote svn ls shows the three release files; local A status alone is not an upload.
Read the vote email template and produce a complete,
copyable email. Replace every placeholder from verified output, confirm that no
${...} placeholder remains, use an explicit UTC deadline at least 72 hours
after sending, and do not send the email unless requested.
Before sending, verify the tag and commit, all URLs, both closed Maven staging repositories, the remote Subversion files, PGP fingerprint, and UTC deadline against the actual release outputs.
An RC identifies the release content under review, not a CI attempt. Inspect the failed step and its logs before deciding how to recover. Network timeouts, dependency-download failures, runner failures, and interrupted status checks do not by themselves invalidate an unchanged candidate.
Without a substantive release change, keep the same release commit and RC tag
and resume only the failed or incomplete steps. Preserve verified Maven staging
repositories and source artifacts; do not rebuild or republish successful
artifacts merely because an unrelated CI job failed. Before retrying a push,
upload, Nexus action, or SVN commit, inspect remote state because an interrupted
request may already have succeeded. Use the Nexus reference's --verify-only
path for repositories that are already closed.
Create a higher RC only when a substantive fix changes the release content, such as source, dependencies, build inputs, or packaging. Commit the actual fix before tagging the replacement; do not create an empty commit or a second RC at the same unchanged release commit just to retry infrastructure. Keep the previous tag immutable and verify the replacement artifacts through the release workflow. An unresolved code or artifact defect still blocks the vote.
Before creating a new tag, stop if the Git tree is dirty, the tag already exists, or its target would differ from the release commit. A failed JVM publication, workflow, artifact check, or SVN operation pauses the dependent step until it is diagnosed and recovered under Release retries; failure alone does not require a higher RC. Before sending the vote, require both staging repositories to be closed and public, the Subversion commit to be remotely visible, and the tag workflows to be successful unless the release manager explicitly waived monitoring.
© apache, 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
SKILL.md and 4 other files (scripts, references, assets) in .agents/skills/fory-release of apache/fory.
Open the folder on GitHubat commit dcf8d24
Fory Release 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 |
|---|---|---|---|---|---|---|
| Fory Release this skillapache/fory | 4.6k | — | ~2.9k | Automated safety check: Pass | Apache-2.0 | |
| GeomasterLeonChaoX/qinyan-academic-skills | 937 | 1 repos | ~2.9k | Automated safety check: Pass | MIT | |
| GeomasterK-Dense-AI/scientific-agent-skills | 48k | 1 repos | ~2.8k | Automated safety check: Pass | MIT | |
| Constant-Time Analysistrailofbits/skills | 7.4k | — | ~3.3k | Automated safety check: Notes | CC-BY-SA-4.0 | |
| Code TranslationArabelaTso/Skills-4-SE | 253 | — | ~3.1k | Automated safety check: Pass | Apache-2.0 | |
| CodeQL Security Scantrailofbits/skills | 7.4k | — | ~4.6k | Automated safety check: Notes | CC-BY-SA-4.0 |
LeonChaoX/qinyan-academic-skills
Comprehensive geospatial science skill covering remote sensing, GIS, spatial analysis, machine learning for earth observation, and 30+ scientific domains.
K-Dense-AI/scientific-agent-skills
Supports geospatial research workflows for remote sensing, vector and raster GIS, spatial statistics, terrain and network analysis, and machine learning for Earth observation.
trailofbits/skills
Compiles cryptographic code and inspects the assembly or bytecode for variable-time instructions, then triages which flagged operations actually touch secrets.
ArabelaTso/Skills-4-SE
Convert code between programming languages while preserving functionality and semantics.
trailofbits/skills
Scans a codebase for vulnerabilities with CodeQL's data flow and taint tracking in run-all or important-only modes, including data extensions for project-specific sources and sinks.
zereight/gitlab-mcp
Shared reference for naming, function size, complexity and error handling rules that reviewer agents apply across TypeScript, Python, Go, Rust, Java, C# and Swift.
apache/fory
Bump Apache Fory release or post-release development versions across Java, Kotlin, Scala, Python, Rust, Go, C++, C, Dart, JavaScript, Swift, integration tests, examples, and source docs.
apache/fory
Run profile-driven bottleneck optimization across Apache Fory implementations (Java, C++, Python/Cython, Go, Rust, Swift, C, JavaScript/TypeScript, Dart, Kotlin, Scala).
Prepare an Apache Fory release candidate from a clean release branch, including the version bump, RC tag, JVM staging, ASF source artifacts, SVN upload, and vote email. Fory Release is an agent skill from apache/fory. Prepare an Apache Fory release candidate from a clean release branch, including the version bump, RC tag, JVM staging, ASF source artifacts, SVN upload, and vote email.
Fory Release fits situations like: rerunning a Fory release candidate.
Run `npx skills add apache/fory --skill fory-release -a claude-code`. Or copy the skill folder (.agents/skills/fory-release in apache/fory) into .claude/skills/fory-release in your project. Claude Code loads it when a task matches its description.
Run `npx skills add apache/fory --skill fory-release -a codex`. Or copy the skill folder (.agents/skills/fory-release in apache/fory) into .agents/skills/fory-release 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 apache/fory --skill fory-release -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/fory-release, .gemini/skills/fory-release, .github/skills/fory-release and .opencode/skills/fory-release in your project.
Going by SKILL.md and its folder, Fory Release needs Python for the scripts in its folder and the command-line tools its instructions call (git, python3 and gh). Our summary lists: Python 3.
SKILL.md names 4 domains. In commands or code: dist.apache.org; the agent is likely to contact it when it follows the instructions. As links in the text: lists.apache.org, fory.apache.org and support.sonatype.com. 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. The check reads SKILL.md only: the scripts in the folder are not scanned, so read them before running anything.
Fory Release 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 2.9k tokens (SKILL.md is roughly 11k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full. Its references folder adds about 715 tokens, read only when the agent opens those files.
Skills that share tags, products or a category with Fory Release: Geomaster (LeonChaoX/qinyan-academic-skills, 937 stars), Geomaster (K-Dense-AI/scientific-agent-skills, 48k stars), Constant-Time Analysis (trailofbits/skills, 7.4k stars) and Code Translation (ArabelaTso/Skills-4-SE, 253 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
apache (a GitHub organization) maintains it in apache/fory, which has 4,566 GitHub stars. The repository holds 3 skills in this directory. The repository was last updated on October 7, 2026.
Source: apache/fory on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.