Reading Livekit Docs
livekit-examples/agent-starter-python
Looks up current LiveKit facts (API signatures, CLI flags, config options, model and provider support, SDK changelogs, pricing) from the docs instead of answering from memory.
Cut a FastMCP release end to end. An agent skill from PrefectHQ/fastmcp.
$ npx skills add PrefectHQ/fastmcp --skill release -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install PrefectHQ/fastmcp 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/PrefectHQ/fastmcp.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.agents/skills/release .claude/skills/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 "release" agent skill from https://github.com/PrefectHQ/fastmcp/tree/main/.agents/skills/release into .claude/skills/release/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "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/PrefectHQ/fastmcp/tree/main/.agents/skills/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 PrefectHQ/fastmcp --skill release -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install PrefectHQ/fastmcp release --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/PrefectHQ/fastmcp.git skills-src && mkdir -p .agents/skills && cp -r skills-src/.agents/skills/release .agents/skills/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 "release" agent skill from https://github.com/PrefectHQ/fastmcp/tree/main/.agents/skills/release into .agents/skills/release/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "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 PrefectHQ/fastmcp --skill release -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install PrefectHQ/fastmcp release --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/PrefectHQ/fastmcp.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/.agents/skills/release .cursor/skills/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 "release" agent skill from https://github.com/PrefectHQ/fastmcp/tree/main/.agents/skills/release into .cursor/skills/release/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "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/PrefectHQ/fastmcp.git --path .agents/skills/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 PrefectHQ/fastmcp --skill release -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install PrefectHQ/fastmcp release --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/PrefectHQ/fastmcp.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/.agents/skills/release .gemini/skills/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 "release" agent skill from https://github.com/PrefectHQ/fastmcp/tree/main/.agents/skills/release into .gemini/skills/release/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "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 PrefectHQ/fastmcp 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 PrefectHQ/fastmcp --skill release -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/PrefectHQ/fastmcp.git skills-src && mkdir -p .github/skills && cp -r skills-src/.agents/skills/release .github/skills/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 "release" agent skill from https://github.com/PrefectHQ/fastmcp/tree/main/.agents/skills/release into .github/skills/release/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "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 PrefectHQ/fastmcp --skill 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 PrefectHQ/fastmcp release --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/PrefectHQ/fastmcp.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/.agents/skills/release .opencode/skills/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 "release" agent skill from https://github.com/PrefectHQ/fastmcp/tree/main/.agents/skills/release into .opencode/skills/release/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "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.
releaseCut a FastMCP release end to end. An agent skill from PrefectHQ/fastmcp.
Release is an agent skill from PrefectHQ/fastmcp. Cut a FastMCP release end to end. Use when the maintainer says "cut a release", "prep a patch", "ship 4.x.y", or asks what a release would contain. Covers the notes preview, the title pun, the docs changelog PR that must land before the tag, the tag itself, the publish fan-out, and verifying gofastmcp.com actually deployed.
Its SKILL.md is about 2.9k tokens, which your agent loads only when the skill is triggered. The skill folder holds 2 other files, including scripts (for example `scripts/changelog_entry.py`).
It sits in Development, covering MCP servers and Changelog and release notes. It works with Model Context Protocol. The repository describes itself as: 🚀 The fast, Pythonic way to build MCP servers and clients. The licence is Apache-2.0.
7 steps, taken from the first numbered list in SKILL.md.
Read from SKILL.md and the folder at commit 5baeacf. 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 1 file in scripts/ (Python), which the agent can run.
Shell commands in SKILL.md call:
ghgitcurluvnpxjqFrom 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:
gofastmcp.compypi.orgFrom 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.
Release loads about 2.9k tokens when it runs. Until then it costs about 83 tokens; SKILL.md has 1,360 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 PrefectHQ/fastmcp at commit 5baeacf, republished under its Apache-2.0 licence (© PrefectHQ). 1,360 words, ~2,934 tokens.
.claude/skills/release/SKILL.md (or your agent's skills folder). This skill also uses 1 other file; get the full folder from GitHub.A release is a tag on the branch that owns the line: <branch> below is main for
the current major and release/3.x for 3.x maintenance. Every step runs against that
branch, including the docs PR, so a maintenance entry lands in the maintenance
branch's own changelog above its newest 3.x entry. The tag triggers Publish fastmcp-slim to PyPI;
its success fans out to fastmcp-tasks, fastmcp-remote, and fastmcp, and the
fastmcp publish job opens the published-docs PR that makes gofastmcp.com reflect
the release. Two hand-maintained docs files mirror every release and must be on the
tagged commit, so the docs PR always lands first. PyPI releases are immutable; a bad
one gets a follow-up patch, never a re-tag.
Preview what's in it.
git fetch origin && git log v<prev>..origin/<branch> --format='%h %s'
gh api -X POST repos/PrefectHQ/fastmcp/releases/generate-notes \
-f tag_name=v<new> -f target_commitish=<branch> -f previous_tag_name=v<prev> --jq .body \
> /tmp/generated-notes.md
uv run scripts/release_contributor_credit.py /tmp/generated-notes.md \
> /tmp/contributor-credit.jsonRead the two most recent releases for voice: gh release list -L 5, then
gh release view <tag> on each.
Review the scan's attribution candidates. The helper batch-fetches metadata
only for PRs in the generated notes. It suggests shared credit for human authors
of the PR commits and final merged commit, plus issue reporters whose issues
are closed by a maintainer PR, even when their co-author trailer is missing. Human co-authors
are included even when the PR has no linked issue. It excludes known
agent identities and bots; a GitHub User identity alone does not prove someone
is human. Maintainer permission checks are reused across PRs.
Supplemental attribution is for community contributors. Keep the PR author's credit and any credit already present, but do not add other maintainers or investigate their first-time status. Routine maintainer backports need no fresh attribution audit and no request for guidance. Preserve existing community credit.
Apply the suggested entries to /tmp/generated-notes.md, for example
Fix issue #123 by @jlowin and @reporter in <PR URL>. Check the flagged exceptions:
unknown commit identities, missing reporter co-authorship, and issue closures
that do not represent a contribution (such as administrative duplicate closure).
Inspect individual PRs or issues only to resolve these discrepancies, rather than
re-reading every PR. The helper is read-only; it does not change notes or decide
who is a new contributor. Check prior contribution history only for people
listed in first_time_review: added contributors and GitHub's first-time
candidates. Earlier co-authorship and credited issue implementations count too.
Add verified first-time contributors to New Contributors with the resolving
PR link, and keep returning contributors in the shared change entries.
Update both contributor counts after attribution is complete. Count distinct
human GitHub accounts across the release entries for the total contributor count,
and distinct accounts in the final New Contributors list for the first-time
count. Count each person once across multiple PRs or roles, and exclude agents
and bots. The helper's total_contributors is the proposed total; its
generated_first_time_count is only the original baseline, not the final count.
Resolve unknown identities and opt-outs before finalizing totals. Include the
final counts in the release introduction (for example, Thanks to our 12 contributors, including 3 first-time contributors.), and update any other
contributor totals in the notes to agree. These counts and shared attribution
must appear in both the GitHub release and the docs changelog.
Follow Contributor credit,
honor opt-outs, and deduplicate entries. Save the completed generated notes to
/tmp/generated-notes.md.
Propose titles. Titles are v<version>: <pun>, pun on the release's main
theme from the release preview. Check prior titles with
gh release list --repo PrefectHQ/fastmcp --limit 60 to avoid repeats and keep
the options on brand: two to four words, a familiar phrase bent toward the
theme ("Cache Me If You Can", "Trust, but Proxy", "Come Back Any Time"),
and a running family for a major's prereleases ("Fourst Contact", "Group
Effourt"). Offer several; the maintainer picks. Draft the handwritten notes at the
same time: one or two sentences for a patch, narrative prose for a point release.
Get sign-off on both before anything is pushed.
Write the notes file outside the repository (a temp directory), intro only. The release title is the heading, so the file has none.
Also write /tmp/release-notes.md containing that intro followed by the completed
/tmp/generated-notes.md. This is the exact body to publish; use the same completed
generated notes for the docs entry. Do not regenerate plain GitHub notes at
publication and discard the added contributor credit.
Docs entries. Branch docs/changelog-<new> from origin/<branch> and insert
both blocks (the last argument is the branch the notes are generated against):
uv run .agents/skills/release/scripts/changelog_entry.py v<new> v<prev> "<pun>" /tmp/notes.md <branch> --release-notes /tmp/generated-notes.mdValidate, and repeat until it reports no errors; a parse error names the file and line:col:
cd docs && npx --yes mint@latest broken-links(@latest on purpose: the hosted Mintlify build is always current.) Commit,
push, open the PR titled docs: add v<new> changelog entries with base
<branch> and a one-line body, and merge it. Branch policy needs --admin on a maintainer-driven release.
The docs PR itself appears in the GitHub notes but not in the mirror; that is
expected.
Tag, immediately after the docs PR merges. Re-run the step 1 preview first;
if <branch> moved, delete the entry blocks from both docs files, re-run the
helper (it refuses to insert a label that already exists), and land that as a
follow-up docs PR before tagging.
Refresh contributor attribution and both temporary notes files along with the preview when new changes enter the release. The docs-only changelog PR can appear in the GitHub notes without appearing in its own mirror, as described above.
gh release create v<new> --target <branch> --title "v<new>: <pun>" \
--notes-file /tmp/release-notes.mdv<prev> is the last stable tag on that branch, passed as previous_tag_name in
the notes preview. The compare link at the bottom of the created release must
read v<prev>...v<new>. Verify the published contributor entries and
New Contributors list against the completed notes.
Watch the fan-out. The slim run is keyed to the tag; the others are
workflow_run events on the default branch, so select them by workflow name.
The slim run appears within a minute of the tag; the fastmcp run is queued the
moment slim succeeds, so watch slim to completion first and the newest fastmcp
run is the right one.
gh run watch $(gh run list --event release --branch v<new> --limit 1 --json databaseId --jq '.[0].databaseId') --exit-status
gh run watch $(gh run list --workflow "Publish fastmcp to PyPI" --limit 1 --json databaseId --jq '.[0].databaseId') --exit-statusConfirm each package with curl -fsS https://pypi.org/pypi/<pkg>/<new>/json | jq .info.version;
the unversioned endpoint lags a few minutes.
Publish docs (main releases only; maintenance releases skip this step and
leave gofastmcp.com on the current major). When the fastmcp run finishes, its last job has opened
Publish FastMCP v<new> docs against published-docs:
gh pr list --base published-docs --state open --json number,title
gh pr merge <n> --merge --adminMerging pushes published-docs, which runs the Deploy docs workflow: it asks
Mintlify's admin API for a deployment of the tip and waits for the verdict.
That run is the signal that the site changed; the merge alone proves nothing.
gh run watch $(gh run list --workflow "Deploy docs" --branch published-docs --limit 1 --json databaseId --jq '.[0].databaseId') --exit-statusA red run prints Mintlify's summary and logs; fix the cause on main and
publish again. If Mintlify's queue is backed up (status.mintlify.com), the run
waits up to 40 minutes; re-run it with
gh workflow run deploy-docs.yml --ref published-docs once their incident clears.
Verify through the markdown endpoints, which bypass the HTML edge cache:
curl -fsS https://gofastmcp.com/changelog.md | grep -c "<pun>", and the same
for updates.md and any page the release touched.
Used when a deploy failed and was fixed on main, or for a docs change outside a
release. The publication commit must match main's tree exactly.
git fetch origin main published-docs
git checkout -b publish-docs-<topic> origin/published-docs
git read-tree -m -u origin/main && git commit -m "docs: publish main @ $(git rev-parse --short origin/main)"
git diff --quiet HEAD origin/main && echo "tree matches main"
git push -u origin publish-docs-<topic>
gh pr create --base published-docs --title "docs: publish main to published-docs (<what>)" --body "<one line>"
gh pr merge <n> --merge --adminThen watch the Deploy docs run and verify the endpoints as in step 7.
`ClientGroup` now reference-counts its context the way `Client` does, so entering a
connected group from a nested block or a concurrent task reuses the existing
connections instead of raising.--generate-notes copies PR titles verbatim; a title containing <1, {, or }
breaks MDX, and __name__ renders as bold. scripts/changelog_entry.py wraps
those in backticks; the validator in step 4 catches anything else.Deploy docs run's verdict counts; its API-triggered
deployment is what brings a page a skipped deploy left stale back in line.previous_tag_name when generating notes;
otherwise a prerelease tag can truncate the PR list. Publish the completed notes
with --notes-file, rather than replacing them with --generate-notes.published-docs;
their changelog entries go on the maintenance branch under the matching major section.Each of these prints a count above zero:
curl -fsS https://pypi.org/pypi/fastmcp/<new>/json | grep -c '"version"',
curl -fsS https://gofastmcp.com/changelog.md | grep -c "<pun>",
curl -fsS https://gofastmcp.com/updates.md | grep -c "<pun>".
© PrefectHQ, 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 1 other file (scripts) in .agents/skills/release of PrefectHQ/fastmcp.
Open the folder on GitHubat commit 5baeacf
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 |
|---|---|---|---|---|---|---|
| Release this skillPrefectHQ/fastmcp | 28k | — | ~2.9k | Automated safety check: Pass | Apache-2.0 | |
| Reading Livekit Docslivekit-examples/agent-starter-python | 264 | 1 repos | ~1.1k | Automated safety check: Pass | MIT | |
| MCP Server Trello Releasedelorenj/mcp-server-trello | 446 | — | ~3.5k | Automated safety check: Pass | MIT | |
| Githits Releasegithits-com/githits-cli | 114 | — | ~2.8k | Automated safety check: Pass | Apache-2.0 | |
| Suede Launch PackagingJasonColapietro/suede-creator-skills | 127 | — | ~2.4k | Automated safety check: Pass | MIT | |
| Release Prepjohnhuang316/code-index-mcp | 1k | — | ~680 | Automated safety check: Pass | MIT |
livekit-examples/agent-starter-python
Looks up current LiveKit facts (API signatures, CLI flags, config options, model and provider support, SDK changelogs, pricing) from the docs instead of answering from memory.
delorenj/mcp-server-trello
Canonical build → release → tag → publish procedure for the @delorenj/mcp-server-trello repo.
githits-com/githits-cli
A skill your agent uses when maintaining the GitHits changelog or preparing, reviewing, or executing a GitHits release.
JasonColapietro/suede-creator-skills
Suede-owned launch packaging and install verification. An agent skill from JasonColapietro/suede-creator-skills.
johnhuang316/code-index-mcp
A skill your agent uses when code-index-mcp implementation is complete and a version bump, release notes, tag, package publication, or GitHub release is being prepared.
apollographql/apollo-mcp-server
Syncs MCP Apps documentation with the @apollo/client-ai-apps changelog.
PrefectHQ/fastmcp
Query and invoke tools on MCP servers using fastmcp list and fastmcp call.
PrefectHQ/fastmcp
Write or revise a page under docs/ for gofastmcp.com. An agent skill from PrefectHQ/fastmcp.
PrefectHQ/fastmcp
Review an incoming external issue (and any gated-closed PR behind it) and decide whether to assign the contributor or decline.
PrefectHQ/fastmcp
Assess a FastMCP pull request for justified behavior, compatibility, and correctness, then follow CI and review feedback to a revision-specific verdict.
PrefectHQ/fastmcp
Review FastMCP vulnerability reports before accepting, rejecting, patching, scoring, or publishing them.
PrefectHQ/fastmcp
Find worthwhile FastMCP issues to work on in a backlog or release window, verify promising candidates, and present concrete picks with existing PR links.
Works with
Categories
Cut a FastMCP release end to end. An agent skill from PrefectHQ/fastmcp. Release is an agent skill from PrefectHQ/fastmcp. Cut a FastMCP release end to end.
Release fits situations like: the maintainer says cut a release; asks what a release would contain.
Run `npx skills add PrefectHQ/fastmcp --skill release -a claude-code`. Or copy the skill folder (.agents/skills/release in PrefectHQ/fastmcp) into .claude/skills/release in your project. Claude Code loads it when a task matches its description.
Run `npx skills add PrefectHQ/fastmcp --skill release -a codex`. Or copy the skill folder (.agents/skills/release in PrefectHQ/fastmcp) into .agents/skills/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 PrefectHQ/fastmcp --skill 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/release, .gemini/skills/release, .github/skills/release and .opencode/skills/release in your project.
Going by SKILL.md and its folder, Release needs Python for the scripts in its folder and the command-line tools its instructions call (gh, git, curl, uv, npx and jq). Our summary lists: Python 3; Node.js.
SKILL.md names 2 domains. In commands or code: gofastmcp.com and pypi.org; the agent is likely to contact these when it follows the instructions. 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.
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 12k 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 Release: Reading Livekit Docs (livekit-examples/agent-starter-python, 264 stars), MCP Server Trello Release (delorenj/mcp-server-trello, 446 stars), Githits Release (githits-com/githits-cli, 114 stars) and Suede Launch Packaging (JasonColapietro/suede-creator-skills, 127 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
PrefectHQ (a GitHub organization) maintains it in PrefectHQ/fastmcp, which has 27,989 GitHub stars. The repository holds 9 skills in this directory. The repository was last updated on October 6, 2026.
Source: PrefectHQ/fastmcp on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.