GitHub MCP Server is GitHub's official Model Context Protocol server, which lets AI tools interact with GitHub repositories and development data. It is used to browse code, manage issues and pull requests, inspect automation runs, review security findings, and support other repository workflows through natural-language requests. The catalogue add-ons connect coding agents to these GitHub capabilities.
Getting it into your agent
One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.
npx skills add github/github-mcp-server --skill label-scheme-managementgit clone --depth 1 https://github.com/github/github-mcp-serverWrote this? Show the measurements
A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.
[](https://agentmods.dev/skills/github/github-mcp-server/label-scheme-management)<a href="https://agentmods.dev/skills/github/github-mcp-server/label-scheme-management"><img src="https://agentmods.dev/badge/skills/github/github-mcp-server/label-scheme-management/github.svg" alt="Measured on agentmods" height="20"></a>Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.
<a href="https://agentmods.dev/skills/github/github-mcp-server/label-scheme-management"><img src="https://agentmods.dev/badge/skills/github/github-mcp-server/label-scheme-management.svg" alt="Reviewed on agentmods" width="80" height="20"></a>What it costs to keep this loaded
Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.00063 | $0.01259 |
| Opus 5.5 | $0.00025 | $0.00504 |
| Sonnet 5.5 | $0.00013 | $0.00252 |
| Haiku 4.5 | $0.00006 | $0.00126 |
Grade A, and why
label-scheme-management scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured yesterday.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Nothing flagged
None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.
How it starts
The opening of the file, as written. The whole thing — 97 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Curating what a repository's labels mean
Labels are a shared vocabulary, and every change to one changes the meaning of every issue already carrying it. This is a repository-wide edit dressed up as a small one.
Sequence
- See the whole set at once.
list_labelreturns every label ordered by issue count, most used first. That ordering is the audit: the tail is where the dead vocabulary lives. - Find out what is actually in use. For anything you are considering changing,
list_issuesfiltered by that label, omittingstateto include open and closed issues, shows what carries it. A label with no issues has no cost to retire; one with two hundred is load-bearing. - Read the one you are about to change.
get_labelreturns its exact name, colour and description. Names are case-sensitive in ways that are easy to get wrong, and the description is often the only record of what the label was meant to distinguish. - Make the change.
label_writewithmethodset tocreate,updateordelete. Renaming isupdatewithnew_name. - Report what moved, including how many issues were affected by each change.
Decision points
- Retire or leave? A label unused for a long time is clutter; a label used once a year is a category someone will look for. Check the age of the issues carrying it before calling it dead.
- Rename or create-and-migrate?
updatewithnew_namecarries every existing issue with it, keeping the history intact. Creating a second label and applying it by hand splits the set in two, and the older issues stop appearing in the filter people use. Rename unless the meaning is genuinely changing. - Merging two overlapping labels is not one call. The issues on the losing label have to be moved before it is removed, and moving them is issue-by-issue work that belongs to whoever is triaging. Say that rather than removing the label and orphaning the classification.
- Colour carries meaning. Projects usually encode severity or kind in hue. Read the existing set before picking; a new colour that clashes with an established convention is worse than a dull one that fits.
- Descriptions are worth writing. A label whose meaning has to be inferred from its name gets applied inconsistently, and that is the actual cause of most label sprawl.
What this file has done since we first saw it
Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.
- yesterday First seen · 97 lines · 63 tokens per session scan A cd6f32385366
label-scheme-management is a skill published in the GitHub repository github/github-mcp-server (34,473 stars, last pushed yesterday), licensed MIT. It adds 63 tokens to every session and 1,259 once invoked, about $0.0003 per session on Opus 5.5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-11-14.
label-scheme-management compared with skills from other repositories
| Mod | Type | Stars | Last push | Licence | Scan | Tokens | Works with |
|---|---|---|---|---|---|---|---|
| label-scheme-managementgithub/github-mcp-server | Skill | 34k | yesterday | MIT | A | 63 | Claude Code, Codex |
| error-handlingsaidsef/mcp-github-pr-issue-analyser | Skill | 6 | yesterday | Apache-2.0 | A | 19 | Claude Code, Codex |
| issue-managementsaidsef/mcp-github-pr-issue-analyser | Skill | 6 | yesterday | Apache-2.0 | A | 27 | Claude Code, Codex |
| release-managementsaidsef/mcp-github-pr-issue-analyser | Skill | 6 | yesterday | Apache-2.0 | A | 22 | Claude Code, Codex |
| user-activitysaidsef/mcp-github-pr-issue-analyser | Skill | 6 | yesterday | Apache-2.0 | A | 23 | Claude Code, Codex |
| api-requestssaidsef/mcp-github-pr-issue-analyser | Skill | 6 | yesterday | Apache-2.0 | A | 37 | Claude Code, Codex |
| interactive-uisaidsef/mcp-github-pr-issue-analyser | Skill | 6 | yesterday | Apache-2.0 | A | 18 | Claude Code, Codex |