Official agent skill

Exploring MCP Tool Usage

by PostHog in PostHog/posthog

Starting point for exploring how a PostHog MCP server's tools are used — routes a broad question to the typed tool that answers it.

OfficialCustom licenceAuto-check passedAgent Workflows

Install Exploring MCP Tool Usage

skills CLI
$ npx skills add PostHog/posthog --skill exploring-mcp-tool-usage -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install PostHog/posthog exploring-mcp-tool-usage --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ git clone --depth 1 https://github.com/PostHog/posthog.git skills-src && mkdir -p .claude/skills && cp -r skills-src/products/mcp_analytics/skills/exploring-mcp-tool-usage .claude/skills/exploring-mcp-tool-usage && rm -rf skills-src

Use ~/.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/

Facts

Skill name
exploring-mcp-tool-usage
GitHub stars
40k
Token cost
~1.8k tokens
SKILL.md length
682 words
Files
1
Skills in repo
252
Repo updated
First seen
Licence
Custom licence

At a glance

Starting point for exploring how a PostHog MCP server's tools are used — routes a broad question to the typed tool that answers it.

  • The user asks how is my MCP doing?
  • SKILL.md covers Governed metric first, Suggested questions, Finding the tool name and How to use a per-tool tool, plus 2 more sections
  • Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
  • What should I look at?

What it does

Exploring MCP Tool Usage is an agent skill from PostHog/posthog, published by the product's own GitHub organization. Starting point for exploring how a PostHog MCP server's tools are used — routes a broad question to the typed tool that answers it. Use when the user asks "how is my MCP doing?", "what should I look at?", "explore my tool calls", "who uses my MCP tools?", "what are agents doing with the MCP?", or pastes an MCP analytics URL without a specific question. Offers a menu of questions, each backed by a query tool, then hands off to the focused skill.

Its SKILL.md is about 1.8k 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. It works with Model Context Protocol and PostHog. The repository describes itself as: :hedgehog: PostHog is the leading platform for building self-driving products. Our developer tools – AI observability, analytics, session replay, flags, experiments, error…

When your agent uses it

  • The user asks how is my MCP doing?
  • What should I look at?
  • Explore my tool calls
  • Who uses my MCP tools?

Example prompts

  • “how is my MCP doing?”
  • “what should I look at?”
  • “explore my tool calls”
  • “/exploring-mcp-tool-usage”

What it can do on your machine

Read from SKILL.md and the folder at commit 10f9ad7. 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.

    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

Exploring MCP Tool Usage loads about 1.8k tokens when it runs. Until then it costs about 118 tokens; SKILL.md has 682 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~118
When it runs · the whole SKILL.md, loaded when a task matches
~1.8k

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

Its licence (Custom licence) doesn't allow us to republish the file, so here is its outline and opening line. It has 682 words (~1,818 tokens).

“Any MCP server instrumented with the @posthog/mcp SDK emits a $mcp_tool_call event every time an agent invokes a tool. This skill is the front door for a user who knows they want to look at their MCP tool usage but…”

— opening of SKILL.md by PostHog, Custom licence
name
exploring-mcp-tool-usage

Read the full SKILL.md on GitHub

Files

Just SKILL.md in products/mcp_analytics/skills/exploring-mcp-tool-usage of PostHog/posthog.

Open the folder on GitHubat commit 10f9ad7

Used in 1 other repository

We found 1 copy of this SKILL.md (exact, near-identical or edited) in other folders. This page covers the copy in PostHog/posthog, which our catalogue first saw on October 7, 2026.

Compare with similar skills

Exploring MCP Tool Usage 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.

Exploring MCP Tool Usage compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Exploring MCP Tool Usage this skillPostHog/posthog40k—~1.8kAutomated safety check: PassCustom licence
Exploring The WizardPostHog/wizard197—~2.2kAutomated safety check: PassMIT
MCP Server Builderanthropics/skills180k64 repos~2.3kAutomated safety check: PassApache-2.0
MCP Server BuildershareAI-lab/learn-claude-code78k5 repos~1.2kAutomated safety check: PassMIT
MCP Integration for Pluginsanthropics/claude-plugins-official38k11 repos~3.1kAutomated safety check: PassApache-2.0
Fastmcp Client CLIPrefectHQ/fastmcp28k1 repos~823Automated safety check: PassApache-2.0

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Categories

Questions about Exploring MCP Tool Usage

What does Exploring MCP Tool Usage do?

Starting point for exploring how a PostHog MCP server's tools are used — routes a broad question to the typed tool that answers it. Exploring MCP Tool Usage is an agent skill from PostHog/posthog, published by the product's own GitHub organization. Starting point for exploring how a PostHog MCP server's tools are used — routes a broad question to the typed tool that answers it.

When should I use Exploring MCP Tool Usage?

Exploring MCP Tool Usage fits situations like: the user asks how is my MCP doing?; what should I look at?; explore my tool calls; who uses my MCP tools?.

How do I install Exploring MCP Tool Usage in Claude Code?

Run `npx skills add PostHog/posthog --skill exploring-mcp-tool-usage -a claude-code`. Or copy the skill folder (products/mcp_analytics/skills/exploring-mcp-tool-usage in PostHog/posthog) into .claude/skills/exploring-mcp-tool-usage in your project. Claude Code loads it when a task matches its description.

How do I install Exploring MCP Tool Usage in Codex?

Run `npx skills add PostHog/posthog --skill exploring-mcp-tool-usage -a codex`. Or copy the skill folder (products/mcp_analytics/skills/exploring-mcp-tool-usage in PostHog/posthog) into .agents/skills/exploring-mcp-tool-usage in your project. Codex loads it when a task matches its description.

Can I use Exploring MCP Tool Usage 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 PostHog/posthog --skill exploring-mcp-tool-usage -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/exploring-mcp-tool-usage, .gemini/skills/exploring-mcp-tool-usage, .github/skills/exploring-mcp-tool-usage and .opencode/skills/exploring-mcp-tool-usage in your project.

What does Exploring MCP Tool Usage need to run?

SKILL.md names no scripts, command-line tools or credentials: Exploring MCP Tool Usage is instructions for the agent only.

Does Exploring MCP Tool Usage 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 Exploring MCP Tool Usage 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 Exploring MCP Tool Usage use?

Exploring MCP Tool Usage has a licence file (the repository's licence) that doesn't match a standard licence. Read it on GitHub before reusing the skill.

How many tokens does Exploring MCP Tool Usage use?

About 1.8k tokens (SKILL.md is roughly 7.3k 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 Exploring MCP Tool Usage?

Skills that share tags, products or a category with Exploring MCP Tool Usage: Exploring The Wizard (PostHog/wizard, 197 stars), MCP Server Builder (anthropics/skills, 180k stars), MCP Server Builder (shareAI-lab/learn-claude-code, 78k stars) and MCP Integration for Plugins (anthropics/claude-plugins-official, 38k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Exploring MCP Tool Usage?

PostHog (a GitHub organization, an official publisher) maintains it in PostHog/posthog, which has 40,182 GitHub stars. The repository holds 252 skills in this directory. The repository was last updated on October 8, 2026.

Source: PostHog/posthog on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.