Superset Integration Tools
superset-sh/superset
Lists and calls the tools of connected integrations such as Linear, GitHub, Sentry or Notion through the superset mcp command, without storing a token on the machine.
Analyze MCP server usage instrumented with Amplitude's MCP Analytics SDK: break usage and errors down by tool, read the rationales within each tool to see what callers are trying to do, and produce…
Install Analyze MCP Server
$ npx skills add amplitude/builder-skills --skill analyze-mcp-server -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install amplitude/builder-skills analyze-mcp-server --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/amplitude/builder-skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/analytics-skills/skills/analyze-mcp-server .claude/skills/analyze-mcp-server && 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 "analyze-mcp-server" agent skill from https://github.com/amplitude/builder-skills/tree/main/analytics-skills/skills/analyze-mcp-server into .claude/skills/analyze-mcp-server/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "analyze-mcp-server", 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/amplitude/builder-skills/tree/main/analytics-skills/skills/analyze-mcp-serverType 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 amplitude/builder-skills --skill analyze-mcp-server -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install amplitude/builder-skills analyze-mcp-server --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/amplitude/builder-skills.git skills-src && mkdir -p .agents/skills && cp -r skills-src/analytics-skills/skills/analyze-mcp-server .agents/skills/analyze-mcp-server && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "analyze-mcp-server" agent skill from https://github.com/amplitude/builder-skills/tree/main/analytics-skills/skills/analyze-mcp-server into .agents/skills/analyze-mcp-server/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "analyze-mcp-server", 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 amplitude/builder-skills --skill analyze-mcp-server -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install amplitude/builder-skills analyze-mcp-server --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/amplitude/builder-skills.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/analytics-skills/skills/analyze-mcp-server .cursor/skills/analyze-mcp-server && 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 "analyze-mcp-server" agent skill from https://github.com/amplitude/builder-skills/tree/main/analytics-skills/skills/analyze-mcp-server into .cursor/skills/analyze-mcp-server/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "analyze-mcp-server", 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/amplitude/builder-skills.git --path analytics-skills/skills/analyze-mcp-server--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 amplitude/builder-skills --skill analyze-mcp-server -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install amplitude/builder-skills analyze-mcp-server --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/amplitude/builder-skills.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/analytics-skills/skills/analyze-mcp-server .gemini/skills/analyze-mcp-server && 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 "analyze-mcp-server" agent skill from https://github.com/amplitude/builder-skills/tree/main/analytics-skills/skills/analyze-mcp-server into .gemini/skills/analyze-mcp-server/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "analyze-mcp-server", 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 amplitude/builder-skills analyze-mcp-serverInstalls 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 amplitude/builder-skills --skill analyze-mcp-server -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/amplitude/builder-skills.git skills-src && mkdir -p .github/skills && cp -r skills-src/analytics-skills/skills/analyze-mcp-server .github/skills/analyze-mcp-server && 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 "analyze-mcp-server" agent skill from https://github.com/amplitude/builder-skills/tree/main/analytics-skills/skills/analyze-mcp-server into .github/skills/analyze-mcp-server/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "analyze-mcp-server", 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 amplitude/builder-skills --skill analyze-mcp-server -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install amplitude/builder-skills analyze-mcp-server --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/amplitude/builder-skills.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/analytics-skills/skills/analyze-mcp-server .opencode/skills/analyze-mcp-server && 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 "analyze-mcp-server" agent skill from https://github.com/amplitude/builder-skills/tree/main/analytics-skills/skills/analyze-mcp-server into .opencode/skills/analyze-mcp-server/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "analyze-mcp-server", 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.
Facts
- Skill name
analyze-mcp-server- GitHub stars
- 160
- Token cost
- ~4.4k tokens
- SKILL.md length
- 2,100 words
- Files
- 1
- Skills in repo
- 61
- Repo updated
- First seen
- Licence
- None found
At a glance
Analyze MCP server usage instrumented with Amplitude's MCP Analytics SDK: break usage and errors down by tool, read the rationales within each tool to see what callers are trying to do, and produce…
- Works in 6 steps: Locate and validate the data → Break down by tool (the spine) → Rationales within each top tool (the… → …
- The user asks to understand how their MCP server is being used
- SKILL.md covers Prerequisites, Phase 0 — Locate and validate…, Phase 1 — Break down by tool… and Phase 2 — Rationales within…, plus 4 more sections
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
What it does
Analyze MCP Server is an agent skill from amplitude/builder-skills. Analyze MCP server usage instrumented with Amplitude's MCP Analytics SDK: break usage and errors down by tool, read the rationales within each tool to see what callers are trying to do, and produce a prioritized write-up of actionable fixes. Use this skill whenever the user asks to understand how their MCP server is being used, what agents/users are trying to do with it, why tool calls are failing, what to fix or improve in their MCP server, or asks for an "MCP usage report", "tool error analysis", "intent…
Its SKILL.md is about 4.4k tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.
It sits in Agent Workflows, covering MCP servers and App automation through connectors. It works with Model Context Protocol. The repository describes itself as: Open-source AI skills for product managers — battle-tested by PMs at Amplitude.
When your agent uses it
- The user asks to understand how their MCP server is being used
- What agents/users are trying to do with it
- Why tool calls are failing
- Improve in their MCP server
Example prompts
- “MCP usage report”
- “tool error analysis”
- “intent analysis”
- “/analyze-mcp-server”
Workflow steps
6 steps, taken from the step headings in SKILL.md.
- Locate and validate the data
- Break down by tool (the spine)
- Rationales within each top tool (the "why")
- Error drill-down per tool
- Optional context metrics
- Verify, then write
What it can do on your machine
Read from SKILL.md and the folder at commit 51838c2. It shows what the files ask for, not the result of running them.
Tool permissions
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.
Runs code
No scripts in the folder and no shell commands in SKILL.md (its code samples are json).
From the folder's file list and the shell code blocks in SKILL.md.
Network
No URLs in SKILL.md.
From URLs in SKILL.md, links to its own repository left out.
Credentials
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Context cost
Analyze MCP Server loads about 4.4k tokens when it runs. Until then it costs about 200 tokens; SKILL.md has 2,100 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.
Safety
Auto-check passed
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.
SKILL.md
Without a licence we can't republish the file, so here is its outline and opening line. It has 2,100 words (~4,419 tokens).
“Produce a report that answers three questions about an MCP server instrumented with Amplitude's MCP Analytics SDK:”
- name
- analyze-mcp-server
Files
Just SKILL.md in analytics-skills/skills/analyze-mcp-server of amplitude/builder-skills.
Open the folder on GitHubat commit 51838c2
Compare with similar skills
Analyze MCP Server 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 |
|---|---|---|---|---|---|---|
| Analyze MCP Server this skillamplitude/builder-skills | 160 | — | ~4.4k | Automated safety check: Pass | None | |
| Superset Integration Toolssuperset-sh/superset | 15k | — | ~1.6k | Automated safety check: Warn | Custom licence | |
| Power Platform MCP Connector Suitegithub/awesome-copilot | 40k | 1 repos | ~1.6k | Automated safety check: Pass | MIT | |
| Slm Web Accessqualixar/superlocalmemory | 231 | — | ~1.3k | Automated safety check: Notes | AGPL-3.0 | |
| Sealeap Tianlu Amazon AI Agent MCP Product Researchxjli360/sealeap-amazon-skills | 247 | — | ~756 | Automated safety check: Pass | MIT | |
| ComposioComposioHQ/composio | 30k | 1 repos | ~1.7k | Automated safety check: Pass | MIT |
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Questions about Analyze MCP Server
What does Analyze MCP Server do?
Analyze MCP server usage instrumented with Amplitude's MCP Analytics SDK: break usage and errors down by tool, read the rationales within each tool to see what callers are trying to do, and produce…. Analyze MCP Server is an agent skill from amplitude/builder-skills. Analyze MCP server usage instrumented with Amplitude's MCP Analytics SDK: break usage and errors down by tool, read the rationales within each tool to see what callers are trying to do, and produce a prioritized write-up of actionable fixes.
When should I use Analyze MCP Server?
Analyze MCP Server fits situations like: the user asks to understand how their MCP server is being used; what agents/users are trying to do with it; why tool calls are failing; improve in their MCP server.
How do I install Analyze MCP Server in Claude Code?
Run `npx skills add amplitude/builder-skills --skill analyze-mcp-server -a claude-code`. Or copy the skill folder (analytics-skills/skills/analyze-mcp-server in amplitude/builder-skills) into .claude/skills/analyze-mcp-server in your project. Claude Code loads it when a task matches its description.
How do I install Analyze MCP Server in Codex?
Run `npx skills add amplitude/builder-skills --skill analyze-mcp-server -a codex`. Or copy the skill folder (analytics-skills/skills/analyze-mcp-server in amplitude/builder-skills) into .agents/skills/analyze-mcp-server in your project. Codex loads it when a task matches its description.
Can I use Analyze MCP Server in Cursor, Gemini CLI or GitHub Copilot?
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add amplitude/builder-skills --skill analyze-mcp-server -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/analyze-mcp-server, .gemini/skills/analyze-mcp-server, .github/skills/analyze-mcp-server and .opencode/skills/analyze-mcp-server in your project.
What does Analyze MCP Server need to run?
SKILL.md names no scripts, command-line tools or credentials: Analyze MCP Server is instructions for the agent only.
Does Analyze MCP Server access the network?
SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.
Is Analyze MCP Server safe to install?
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.
What licence does Analyze MCP Server use?
No licence was found for Analyze MCP Server or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.
How many tokens does Analyze MCP Server use?
About 4.4k tokens (SKILL.md is roughly 18k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
What are the alternatives to Analyze MCP Server?
Skills that share tags, products or a category with Analyze MCP Server: Superset Integration Tools (superset-sh/superset, 15k stars), Power Platform MCP Connector Suite (github/awesome-copilot, 40k stars), Slm Web Access (qualixar/superlocalmemory, 231 stars) and Sealeap Tianlu Amazon AI Agent MCP Product Research (xjli360/sealeap-amazon-skills, 247 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Analyze MCP Server?
amplitude (a GitHub organization) maintains it in amplitude/builder-skills, which has 160 GitHub stars. The repository holds 61 skills in this directory. The repository was last updated on July 24, 2026.
Source: amplitude/builder-skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.