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.
This skill should be used when the user asks to "add a tach module", "configure tach layers", "define module boundaries", "set up interfaces", "run tach check", "check module boundaries", "tach…
$ npx skills add anam-org/metaxy --skill tach -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install anam-org/metaxy tach --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/anam-org/metaxy.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.claude/skills/tach .claude/skills/tach && 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 "tach" agent skill from https://github.com/anam-org/metaxy/tree/main/.claude/skills/tach into .claude/skills/tach/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "tach", 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/anam-org/metaxy/tree/main/.claude/skills/tachType 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 anam-org/metaxy --skill tach -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install anam-org/metaxy tach --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/anam-org/metaxy.git skills-src && mkdir -p .agents/skills && cp -r skills-src/.claude/skills/tach .agents/skills/tach && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "tach" agent skill from https://github.com/anam-org/metaxy/tree/main/.claude/skills/tach into .agents/skills/tach/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "tach", 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 anam-org/metaxy --skill tach -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install anam-org/metaxy tach --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/anam-org/metaxy.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/.claude/skills/tach .cursor/skills/tach && 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 "tach" agent skill from https://github.com/anam-org/metaxy/tree/main/.claude/skills/tach into .cursor/skills/tach/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "tach", 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/anam-org/metaxy.git --path .claude/skills/tach--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 anam-org/metaxy --skill tach -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install anam-org/metaxy tach --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/anam-org/metaxy.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/.claude/skills/tach .gemini/skills/tach && 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 "tach" agent skill from https://github.com/anam-org/metaxy/tree/main/.claude/skills/tach into .gemini/skills/tach/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "tach", 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 anam-org/metaxy tachInstalls 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 anam-org/metaxy --skill tach -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/anam-org/metaxy.git skills-src && mkdir -p .github/skills && cp -r skills-src/.claude/skills/tach .github/skills/tach && 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 "tach" agent skill from https://github.com/anam-org/metaxy/tree/main/.claude/skills/tach into .github/skills/tach/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "tach", 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 anam-org/metaxy --skill tach -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install anam-org/metaxy tach --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/anam-org/metaxy.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/.claude/skills/tach .opencode/skills/tach && 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 "tach" agent skill from https://github.com/anam-org/metaxy/tree/main/.claude/skills/tach into .opencode/skills/tach/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "tach", 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.
tachThis skill should be used when the user asks to "add a tach module", "configure tach layers", "define module boundaries", "set up interfaces", "run tach check", "check module boundaries", "tach…
Tach is an agent skill from anam-org/metaxy. This skill should be used when the user asks to "add a tach module", "configure tach layers", "define module boundaries", "set up interfaces", "run tach check", "check module boundaries", "tach sync", "tach show", "deprecate a dependency", "tach-ignore", "unchecked modules", "tach test", "skip tests with tach", "configure tach.toml", "source roots", "forbid circular dependencies", "enforce module boundaries", "set up architectural layers", or "tach init".
Its SKILL.md is about 1.2k 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 Python. The repository describes itself as: Pluggable metadata management framework for versioned incremental multimodal data/ML pipelines. The licence is Apache-2.0.
3 steps, taken from the first numbered list in SKILL.md.
Read from SKILL.md and the folder at commit 8337842. 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:
uvFrom the folder's file list and the shell code blocks in SKILL.md.
Links to these hosts (documentation or services it may open):
docs.gauge.shFrom 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.
Tach loads about 1.2k tokens when it runs. Until then it costs about 116 tokens; SKILL.md has 492 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 anam-org/metaxy at commit 8337842, republished under its Apache-2.0 licence (© anam-org). 492 words, ~1,237 tokens.
.claude/skills/tach/SKILL.md (or your agent's skills folder).Tach enforces module boundaries in Python codebases. It verifies that imports between modules respect declared dependencies and public interfaces, with no runtime impact.
For full documentation: https://docs.gauge.sh/
The project defines three architectural layers in tach.toml: cli > ext > core. Higher layers may import from lower layers without declaring dependencies. Same-layer imports require explicit depends_on declarations. Unlayered facade and primitive modules (e.g., metaxy, metaxy._decorators) sit outside the layer hierarchy.
Run uv run tach check to verify boundaries. The pre-commit hook runs this automatically on src/ changes.
Run uv run pytest --tach to skip tests unaffected by changes (uses tach's module dependency graph for impact analysis).
| Command | Purpose |
|---|---|
tach init | Guided setup: walks through tach mod, tach sync, tach show |
tach mod | Interactive terminal UI to mark module boundaries |
tach sync | Sync tach.toml with actual imports (--add to only add) |
tach check | Report boundary/interface violations (--exact for unused deps) |
tach check-external | Validate 3rd-party imports match pyproject.toml |
tach show | Visualize dependency graph (--web, --mermaid, -o) |
tach map | JSON dependency map between files (--closure for transitives) |
tach report | Dependencies/usages of a module (--dependencies, --usages) |
tach test | Run only tests impacted by changes |
tach install | Install as pre-commit hook |
Full command reference: https://docs.gauge.sh/usage/commands/
A module is a Python package or file with dependencies configured in tach.toml. Identified by import path from the nearest source root (e.g., metaxy.config for src/metaxy/config/).
[[modules]]
path = "metaxy.config"
layer = "core"
depends_on = ["metaxy._decorators", "metaxy.models"]Special attributes:
utility: true — accessible to all modules without declaring dependencyunchecked: true — no dependency restrictions (for incremental adoption)visibility: [] — isolate module from external importscannot_depend_on — forbidden dependencies (takes precedence over depends_on)Ordered architectural tiers. Higher layers may freely import from lower layers; lower layers may never import from higher layers. Same-layer imports require explicit depends_on.
layers = ["cli", "ext", "core"]Set layers_explicit_depends_on = true to require all cross-layer dependencies be declared explicitly. Mark a layer as closed with { name = "commands", closed = true } to force higher layers through the intermediary.
Full layers documentation: https://docs.gauge.sh/usage/layers/
Define public APIs to prevent deep coupling. Only imports matching expose patterns are allowed.
[[interfaces]]
expose = ["get_data"]
from = ["core"]Interfaces support visibility to restrict consumers and exclusive: true to override other interfaces.
Full interfaces documentation: https://docs.gauge.sh/usage/interfaces/
Mark dependencies as deprecated to surface usage without failing checks:
depends_on = [{ path = "core", deprecated = true }]Suppress specific violations with inline comments:
# tach-ignore
from core.main import private_function
from core.api import priv, pub # tach-ignore privAdd reasons: # tach-ignore(reason here) member_name
tach.toml with path, layer, and depends_ontach sync --add to discover any additional dependenciestach check to verifylayer field in tach.tomldepends_on based on new layer relationshipstach check to verify no violationsError format: file.py[L8]: Cannot import 'foo.bar'. Module 'baz' cannot depend on 'foo'.
Options:
depends_on in tach.tomldeprecated to track without blocking# tach-ignore for exceptionsFull configuration documentation: https://docs.gauge.sh/usage/configuration/
© anam-org, 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 .claude/skills/tach of anam-org/metaxy.
Open the folder on GitHubat commit 8337842
Tach 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 |
|---|---|---|---|---|---|---|
| Tach this skillanam-org/metaxy | 124 | — | ~1.2k | Automated safety check: Pass | Apache-2.0 | |
| MCP Server Builderanthropics/skills | 180k | 63 repos | ~2.3k | Automated safety check: Pass | Apache-2.0 | |
| PDF Processinganthropics/skills | 180k | 48 repos | ~2k | Automated safety check: Pass | Proprietary | |
| NotebookLM Research AssistantPleasePrompto/notebooklm-skill | 7.8k | 14 repos | ~2.4k | Automated safety check: Notes | MIT | |
| Manim Video Productionbrowser-use/video-use | 28k | 6 repos | ~3k | Automated safety check: Pass | MIT | |
| Code Review ChecklistshareAI-lab/learn-claude-code | 78k | 5 repos | ~1.1k | Automated safety check: Pass | MIT |
anthropics/skills
Guides the design and implementation of Model Context Protocol servers in TypeScript or Python, from tool naming and error messages to evaluation.
anthropics/skills
Handles everyday PDF jobs in Python and on the command line: extract text and tables, merge, split, rotate, watermark, fill forms, encrypt and OCR.
PleasePrompto/notebooklm-skill
Lets Claude Code ask questions of your Google NotebookLM notebooks through browser automation and return answers grounded in your uploaded sources.
browser-use/video-use
Produces math and technical explainer videos with Manim Community Edition: concept animations, equation derivations, algorithm walkthroughs and data stories.
shareAI-lab/learn-claude-code
Reviews code against a five-part checklist covering security, correctness, performance, maintainability and testing, and reports findings in a fixed format.
hugohe3/ppt-master
Generates editable PowerPoint decks, rebuilds slides from images, fills .pptx templates and polishes existing presentations through routed workflows.
anam-org/metaxy
This skill should be used when the user asks to "define a feature", "create a BaseFeature class", "track feature versions", "set up metadata store", "field-level lineage", "FieldSpec", "FeatureDep"…
anam-org/metaxy
Self-reflect on the current session to identify mistakes and propose improvements to .claude configuration (CLAUDE.md, hooks, skills).
anam-org/metaxy
Write YAML front matter for documentation pages with appropriate titles and descriptions for social cards.
anam-org/metaxy
Use Hypothesis for property-based testing to automatically generate comprehensive test cases, find edge cases, and write more robust tests with minimal example shrinking.
anam-org/metaxy
Effectively use Narwhals to write dataframe-agnostic code that works seamlessly across multiple Python dataframe libraries.
anam-org/metaxy
Use Sybil for testing code examples in documentation and docstrings.
Works with
This skill should be used when the user asks to "add a tach module", "configure tach layers", "define module boundaries", "set up interfaces", "run tach check", "check module boundaries", "tach…. Tach is an agent skill from anam-org/metaxy.toml", "source roots", "forbid circular dependencies", "enforce module boundaries", "set up architectural layers", or "tach init".
Tach fits situations like: asks to add a tach module; configure tach layers; define module boundaries; set up interfaces.
Run `npx skills add anam-org/metaxy --skill tach -a claude-code`. Or copy the skill folder (.claude/skills/tach in anam-org/metaxy) into .claude/skills/tach in your project. Claude Code loads it when a task matches its description.
Run `npx skills add anam-org/metaxy --skill tach -a codex`. Or copy the skill folder (.claude/skills/tach in anam-org/metaxy) into .agents/skills/tach 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 anam-org/metaxy --skill tach -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/tach, .gemini/skills/tach, .github/skills/tach and .opencode/skills/tach in your project.
Going by SKILL.md and its folder, Tach needs the command-line tools its instructions call (uv). Our summary lists: Python 3.
SKILL.md names 1 domain. As links in the text: docs.gauge.sh. 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.
Tach 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 1.2k tokens (SKILL.md is roughly 4.9k 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 Tach: MCP Server Builder (anthropics/skills, 180k stars), PDF Processing (anthropics/skills, 180k stars), NotebookLM Research Assistant (PleasePrompto/notebooklm-skill, 7.8k stars) and Manim Video Production (browser-use/video-use, 28k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
anam-org (a GitHub organization) maintains it in anam-org/metaxy, which has 124 GitHub stars. The repository holds 8 skills in this directory. The repository was last updated on September 30, 2026.
Source: anam-org/metaxy on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.