MCP Server Builder
anthropics/skills
Guides the design and implementation of Model Context Protocol servers in TypeScript or Python, from tool naming and error messages to evaluation.
Audit and improve the cubic AI-review config (cubic.yaml) for this repo.
$ npx skills add cartography-cncf/cartography --skill cubic-audit -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install cartography-cncf/cartography cubic-audit --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/cartography-cncf/cartography.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.agents/skills/cubic-audit .claude/skills/cubic-audit && 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 "cubic-audit" agent skill from https://github.com/cartography-cncf/cartography/tree/master/.agents/skills/cubic-audit into .claude/skills/cubic-audit/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "cubic-audit", 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/cartography-cncf/cartography/tree/master/.agents/skills/cubic-auditType 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 cartography-cncf/cartography --skill cubic-audit -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install cartography-cncf/cartography cubic-audit --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/cartography-cncf/cartography.git skills-src && mkdir -p .agents/skills && cp -r skills-src/.agents/skills/cubic-audit .agents/skills/cubic-audit && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "cubic-audit" agent skill from https://github.com/cartography-cncf/cartography/tree/master/.agents/skills/cubic-audit into .agents/skills/cubic-audit/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "cubic-audit", 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 cartography-cncf/cartography --skill cubic-audit -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install cartography-cncf/cartography cubic-audit --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/cartography-cncf/cartography.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/.agents/skills/cubic-audit .cursor/skills/cubic-audit && 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 "cubic-audit" agent skill from https://github.com/cartography-cncf/cartography/tree/master/.agents/skills/cubic-audit into .cursor/skills/cubic-audit/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "cubic-audit", 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/cartography-cncf/cartography.git --path .agents/skills/cubic-audit--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 cartography-cncf/cartography --skill cubic-audit -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install cartography-cncf/cartography cubic-audit --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/cartography-cncf/cartography.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/.agents/skills/cubic-audit .gemini/skills/cubic-audit && 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 "cubic-audit" agent skill from https://github.com/cartography-cncf/cartography/tree/master/.agents/skills/cubic-audit into .gemini/skills/cubic-audit/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "cubic-audit", 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 cartography-cncf/cartography cubic-auditInstalls 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 cartography-cncf/cartography --skill cubic-audit -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/cartography-cncf/cartography.git skills-src && mkdir -p .github/skills && cp -r skills-src/.agents/skills/cubic-audit .github/skills/cubic-audit && 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 "cubic-audit" agent skill from https://github.com/cartography-cncf/cartography/tree/master/.agents/skills/cubic-audit into .github/skills/cubic-audit/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "cubic-audit", 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 cartography-cncf/cartography --skill cubic-audit -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install cartography-cncf/cartography cubic-audit --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/cartography-cncf/cartography.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/.agents/skills/cubic-audit .opencode/skills/cubic-audit && 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 "cubic-audit" agent skill from https://github.com/cartography-cncf/cartography/tree/master/.agents/skills/cubic-audit into .opencode/skills/cubic-audit/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "cubic-audit", 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.
cubic-auditAudit and improve the cubic AI-review config (cubic.yaml) for this repo.
Cubic Audit is an agent skill from cartography-cncf/cartography. Audit and improve the cubic AI-review config (cubic.yaml) for this repo. Reviews the custom review rules for relevance, scoping, limits, and factual accuracy, then reconciles them against the repo's cubic learnings, promoting the few high-value recurring ones into durable rules and flagging obsolete, duplicate, or contradictory learnings for cleanup (each verified against the live code). Use when asked to "audit cubic", "rework the cubic config", "review the cubic rules", "check cubic learnings", or on a…
Its SKILL.md is about 2.6k tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.
It works with Model Context Protocol. The repository describes itself as: Cartography is a Python tool that pulls infrastructure assets and their relationships into a Neo4j graph database. The licence is Apache-2.0.
6 steps, taken from the step headings in SKILL.md.
Read from SKILL.md and the folder at commit e345364. 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:
gituvFrom the folder's file list and the shell code blocks in SKILL.md.
Links to these hosts (documentation or services it may open):
docs.cubic.devFrom 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.
Cubic Audit loads about 2.6k tokens when it runs. Until then it costs about 144 tokens; SKILL.md has 1,201 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 cartography-cncf/cartography at commit e345364, republished under its Apache-2.0 licence (© cartography-cncf). 1,201 words, ~2,595 tokens.
.claude/skills/cubic-audit/SKILL.md (or your agent's skills folder).Periodic audit of the cubic AI-review configuration (cubic.yaml at the repo root). Two deliverables, in order:
Two modes. Deliverable 2 needs the cubic learnings MCP (tools list_learnings / get_learning). That server is connected per-account in the cubic app, not declared in the repo's .mcp.json, so a teammate running this skill may not have it. Probe for it in step 1: if it is reachable, run the full audit (both deliverables). If not, run rules-only mode (deliverable 1 plus the cubic.yaml validation in step 4), and tell the user the learnings reconciliation was skipped because the cubic MCP is not connected, with a one-line pointer on how to enable it (connect the cubic integration in the cubic app, then re-run). Never block the whole skill on the missing MCP.
Cubic docs (re-check if a limit below seems wrong): https://docs.cubic.dev/configure/cubic-yaml and https://docs.cubic.dev/ai-review/custom-agents
Language: all output (chat, cubic.yaml text, commit messages) is US English, regardless of the language used to invoke the skill.
Open source: cartography is a public CNCF project. Never reference clients, internal tickets, or private deployments in cubic.yaml, commits, or learnings recommendations.
cubic.yaml is already at the cap (5 custom_rules), so every "promote" recommendation must name what it merges into or replaces.file_paths. Attaching a large doc (AGENTS.md, a schema.md) is counterproductive: it truncates to the least-relevant top and starves the prompt. Prefer self-contained prompts; only link a file if it is small (<2k) and review-focused.cubic.yaml merges across levels: repo > org > UI > built-in defaults.cubic.yaml or commits. Run grep -n '—\|–' cubic.yaml before declaring done.AGENTS.md (CLAUDE.md may be a symlink to it; read AGENTS.md directly). Commit/push only when explicitly asked; commits use --signoff (DCO is required on this repo); never open a PR without per-PR authorization.cubic.yaml.git remote get-url origin -> owner/repo (this repo: cartography-cncf/cartography).The cubic MCP server is namespaced by an opaque id and is connected per-account in the cubic app, not in the repo's .mcp.json. Probe first: run ToolSearch for list_learnings get_learning cubic. If it returns no matching tool, the cubic MCP is not connected in this environment: skip the rest of this step and all of steps 2 and 5's cleanup table, run rules-only mode (steps 3-4), and state in the report that learnings reconciliation was skipped (connect the cubic integration in the cubic app and re-run to enable it). Do not fabricate learnings from memory.
If the tool is found, call list_learnings(owner, repo).
The result is large and is persisted to a file (the tool message returns its path). Do not read it raw. Extract a compact view and read 100% of it:
# f = the persisted list_learnings result file path from the tool message
awk '
/^## / { cat=$0; sub(/^## /,"",cat); next }
/^### / { title=$0; sub(/^### /,"",title); desc=""; getline; while($0=="") getline; while($0!="" && $0 !~ /^- \*\*/){ desc=desc $0 " "; getline } next }
/^- \*\*Confidence\*\*/ { c=$0; sub(/.*: /,"",c) }
/^- \*\*Source\*\*/ { s=$0; sub(/.*: /,"",s) }
/^- \*\*Updated\*\*/ { u=$0; sub(/.*: /,"",u); printf "[%s] %s | %s | %s | %s\n %s\n", cat, title, c, s, u, desc }
' "$f" > /tmp/cubic_learnings_compact.txt
wc -l /tmp/cubic_learnings_compact.txtRead the compact file fully (chunk it). Never pipe the awk through head: it silently drops the tail and you will miss whole categories.
Most learnings are negative / suppression ("Do not flag X", "Treat Y as intentional", "Before flagging Z, check W"). These are false-positive corrections that already apply automatically. Do NOT turn suppression learnings into rules: a rule says "flag", a suppression says "do not".
Verify before recommending deletion. Never trust the learning text alone: grep the code for the referenced symbol / dir / feature. Patterns that pay off:
git grep -n 'def from_node_schema' # the signature a rule quotes is correct?
git grep -lI 'aws_handle_regions' -- '*.py' # decorator still referenced?
ls cartography/intel/<module> 2>/dev/null # module still exists / not renamed?get -> transform -> load -> cleanup sync contract earn their slots; pure-hygiene rules are the first to cut when you need room.black, isort, flake8, pyupgrade, mypy). Example: pyupgrade --py36-plus already rewrites legacy typing.Dict/List/Optional to PEP 585 builtins, so a rule should not also police that. Inspect .pre-commit-config.yaml and the [flake8] block in setup.cfg before keeping a hygiene rule.include/exclude globs so it only runs where relevant (cuts false positives, saves the 10k budget). Test-only guidance -> tests/**; schema-doc guidance -> docs/root/modules/**; AWS-decorator guidance -> cartography/intel/aws/**. The existing PII rule already excludes tests/** as a model.cubic.yaml (e.g. GraphJob.from_node_schema(), GraphJob.from_matchlink(), @timeit, @aws_handle_regions, the RESOURCE/INWARD sub-resource contract).ignore.files (use sparingly): reviews.ignore.files skips matching files entirely, so it removes all review coverage, not just noise. Reserve it for purely machine-generated artifacts with no hand-authored content. Do not ignore files that another mechanism already governs or that carry meaningful diffs: in this repo uv.lock must stay reviewable because a custom rule flags unwarranted lockfile-only churn (ignoring it disables that signal), and tests/data/** are hand-maintained fixtures that AGENTS.md lists as part of the intel-module surface. Prefer a scoped custom rule over hiding a file. The current cubic.yaml intentionally has no ignore block.uv run --with pyyaml --no-project python -c "
import yaml
d=yaml.safe_load(open('cubic.yaml')); r=d['reviews']
print('YAML OK | rules:', len(r['custom_rules']), '(max 5)')
for c in r['custom_rules']:
n=len(c['description']); print(f\" {n:>5} chars {c['name']}{' <-- OVER 10k!' if n>10000 else ''}\")
"
grep -n '—\|–' cubic.yaml && echo 'FIX em/en-dashes' || echo 'no em/en-dashes'Present three recap tables and stop for approval before editing:
After approval:
cubic.yaml edits, then re-run the step-4 validation.--signoff, plus the repo's standard Co-Authored-By trailer.cubic.yaml.file_paths truncation trap.© cartography-cncf, 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/cubic-audit of cartography-cncf/cartography.
Open the folder on GitHubat commit e345364
Cubic Audit 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 |
|---|---|---|---|---|---|---|
| Cubic Audit this skillcartography-cncf/cartography | 4.1k | — | ~2.6k | Automated safety check: Pass | Apache-2.0 | |
| MCP Server Builderanthropics/skills | 180k | 63 repos | ~2.3k | Automated safety check: Pass | Apache-2.0 | |
| MCP Server BuildershareAI-lab/learn-claude-code | 78k | 5 repos | ~1.2k | Automated safety check: Pass | MIT | |
| MCP Integration for Pluginsanthropics/claude-plugins-official | 38k | 11 repos | ~3.1k | Automated safety check: Pass | Apache-2.0 | |
| Figma use_figma Plugin API Ruleswarpdotdev/warp | 65k | 4 repos | ~4.4k | Automated safety check: Pass | AGPL-3.0 | |
| Stitch to Remotion Walkthrough Videosgoogle-labs-code/stitch-skills | 8.4k | 6 repos | ~3.2k | Automated safety check: Notes | Apache-2.0 |
anthropics/skills
Guides the design and implementation of Model Context Protocol servers in TypeScript or Python, from tool naming and error messages to evaluation.
shareAI-lab/learn-claude-code
Walks through building MCP servers in Python or TypeScript that expose tools, resources and prompts to Claude, with templates, registration and testing.
anthropics/claude-plugins-official
Explains how to bundle Model Context Protocol servers in a Claude Code plugin, covering config files, stdio, SSE, HTTP and WebSocket server types, and authentication.
warpdotdev/warp
Required groundwork before any use_figma call: the rules and reference files for running JavaScript in a Figma file through the Plugin API without common failures.
google-labs-code/stitch-skills
Builds walkthrough videos from Stitch design projects using Remotion, with transitions, zoom effects and text overlays on each screen.
coollabsio/coolify
A skill your agent uses for Laravel MCP development. An agent skill from coollabsio/coolify.
cartography-cncf/cartography
Define a new node schema under cartography/models/MODULENAME/, including required properties, sub-resource relationships, extra labels, conditional labels, scoped cleanup, and one-to-many transforms.
cartography-cncf/cartography
Define a CartographyRelSchema (standard relationship), one-to-many edge, or MatchLink connecting existing nodes.
cartography-cncf/cartography
Add a post-ingestion typed analysis job to a Cartography module to enrich the graph after sync.
cartography-cncf/cartography
Author a new Cartography intel module end-to-end (entry point, sync GET/TRANSFORM/LOAD/CLEANUP, declarative data model, integration test, schema docs).
cartography-cncf/cartography
Author a Cartography security rule (one or more Cypher Facts plus a Pydantic Finding output model) under cartography/rules/data/rules/.
cartography-cncf/cartography
Map a Cartography node into the Ontology system using semantic labels (UserAccount, DeviceInstance, Tenant, Database, ObjectStorage, FileStorage) or canonical nodes (User, Device).
Works with
Audit and improve the cubic AI-review config (cubic.yaml) for this repo. Cubic Audit is an agent skill from cartography-cncf/cartography.yaml) for this repo.
Cubic Audit fits situations like: asked to audit cubic; rework the cubic config; review the cubic rules; check cubic learnings.
Run `npx skills add cartography-cncf/cartography --skill cubic-audit -a claude-code`. Or copy the skill folder (.agents/skills/cubic-audit in cartography-cncf/cartography) into .claude/skills/cubic-audit in your project. Claude Code loads it when a task matches its description.
Run `npx skills add cartography-cncf/cartography --skill cubic-audit -a codex`. Or copy the skill folder (.agents/skills/cubic-audit in cartography-cncf/cartography) into .agents/skills/cubic-audit 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 cartography-cncf/cartography --skill cubic-audit -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/cubic-audit, .gemini/skills/cubic-audit, .github/skills/cubic-audit and .opencode/skills/cubic-audit in your project.
Going by SKILL.md and its folder, Cubic Audit needs the command-line tools its instructions call (git and uv). Our summary lists: Python 3.
SKILL.md names 1 domain. As links in the text: docs.cubic.dev. 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.
Cubic Audit 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 2.6k tokens (SKILL.md is roughly 10k 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 Cubic Audit: MCP Server Builder (anthropics/skills, 180k stars), MCP Server Builder (shareAI-lab/learn-claude-code, 78k stars), MCP Integration for Plugins (anthropics/claude-plugins-official, 38k stars) and Figma use_figma Plugin API Rules (warpdotdev/warp, 65k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
cartography-cncf (a GitHub organization) maintains it in cartography-cncf/cartography, which has 4,128 GitHub stars. The repository holds 11 skills in this directory. The repository was last updated on October 9, 2026.
Source: cartography-cncf/cartography on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.