Exploring Mcp Intent Clusters

Q: What is a Claude Code skill and how does the Exploring Mcp Intent Clusters skill fit in?

A Claude Code skill is a SKILL.md file that lives under ~/.claude/skills/<name>/ and tells the Claude Code CLI agent how to perform a specific task (instructions, prompts, allowed tools). Skills are auto-discovered at session start. Exploring Mcp Intent Clusters is one of 67,000+ skills indexed in the open ClaudSkills catalog, classified under the General category. Learn more at https://claudskills.com/learn/what-is-skill-md/.

Category: General · Sub-category: ai-tooling · Last updated: 2026-09-28

ai:mcp

Explore PostHog MCP intent clusters — agent goals grouped by semantic similarity, with each cluster's tool distribution and error rates, plus the tool-centric pivot (capture rate per intent, discovery rate against the advertised catalog, description fit, tool overlaps). Use when the user asks "what are agents trying to do with the MCP?", "group the intents", "which goals fail most?", "what does each cluster route to?", "when agents have this intent do they find my tool?", "which tools get mixed up?", wants to recompute the clustering, or pastes an MCP analytics intent-clustering URL.

Security AStatic scan found no risk patternsHow grading works ›

From the source SKILL.md

Intent clustering takes the free-text $mcp_intent values agents attach to their tool calls, embeds them, and groups semantically similar goals into clusters. Attribution is per call: each call is credited to its own intent (calls without one inherit the most recent prior intent in the same session), so a tool's counts reflect the intent it actually served. Each cluster carries its tool distribution, call counts, and error rates — answering "what are people _trying_ to do, and does it work?" rather than "which tool was called". The snapshot also carries a tool-centric pivot answering the…

What this skill does

Exploring Mcp Intent Clusters is a community-contributed Claude Code skill in the ai-tooling sub-category. It ships as a SKILL.md file that Claude Code auto-discovers under ~/.claude/skills/exploring-mcp-intent-clusters/ and loads when your prompt matches the skill's trigger.

When to invoke it: Use when the user asks "what are agents trying to do with the MCP?", "group the intents", "which goals fail most?", "what does each cluster route to?", "when agents have this intent do they find my tool?", "which tools get mixed up?", wants to recompute the clustering, or pastes an MCP analytics intent-clustering URL.

Who uses this skill

The Exploring Mcp Intent Clusters Claude Code skill is built for Claude Code users and developers across all disciplines looking for general-purpose AI assistance. It's part of ClaudSkills (also referred to as Claude Skills or Claude Code Skills) — the open community-curated registry of 196,000+ SKILL.md files for Anthropic's Claude Code agent and the wider Claude ecosystem (Claude API, Claude Agent SDK).

How to install

Free

Manual install (2 steps)

mkdir -p ~/.claude/skills/exploring-mcp-intent-clusters
curl -L https://claudskills.com/skills/exploring-mcp-intent-clusters/SKILL.md \
  -o ~/.claude/skills/exploring-mcp-intent-clusters/SKILL.md

Or just download SKILL.md directly and drop it into ~/.claude/skills/exploring-mcp-intent-clusters/. Claude Code auto-discovers it on next session.

Skills live at ~/.claude/skills/exploring-mcp-intent-clusters/SKILL.md on macOS/Linux, or %USERPROFILE%\.claude\skills\exploring-mcp-intent-clusters\SKILL.md on Windows. See the full install guide for step-by-step instructions.

📱 Install from your phone or desktop Telegram

Open @claudskills_bot on Telegram, tap Open Desktop App, and the desktop app installs this skill for you. Or share the bot link with a colleague — they get the same one-tap install. Learn more →

Pro

One-click install via the desktop app

The ClaudSkills desktop app installs any skill directly into ~/.claude/skills/ with one click — no terminal required. Pro starts at $9/mo or $149 lifetime.

Pro

For the full experience including quality scoring and one-click install features for each skill — upgrade to Pro.

See pricing → Download desktop app

Frequently asked questions

How do I install the Exploring Mcp Intent Clusters Claude Code skill?

Install via the ClaudSkills desktop app (one click) or copy SKILL.md from the source repository to ~/.claude/skills/exploring-mcp-intent-clusters/SKILL.md and restart Claude Code. Both flows are detailed at claudskills.com/install/.

What does the Exploring Mcp Intent Clusters skill do?

Is this skill free to install?

Yes. ClaudSkills is an open registry — every skill keeps its source repository's license, and manual install via copy is free. ClaudSkills Pro ($9/mo, $79/yr, or $149 one-time) adds one-click install via the desktop app and a multi-signal Quality Score.

When should I use the Exploring Mcp Intent Clusters skill?

Use Exploring Mcp Intent Clusters when your Claude Code task falls under the General category — specifically in the ai tooling area. Claude Code auto-discovers installed skills and invokes the right one based on the task description, so you can also ask Claude directly (e.g. "use Exploring Mcp Intent Clusters" or describe the task and let Claude pick). Browse related skills at /category/general/.

What is a Claude Code skill and how does the Exploring Mcp Intent Clusters skill fit in?

A Claude Code skill is a SKILL.md file that lives under ~/.claude/skills/<name>/ and tells the Claude Code CLI agent how to perform a specific task (instructions, prompts, allowed tools). Skills are auto-discovered at session start. Exploring Mcp Intent Clusters is one of 67,000+ skills indexed in the open ClaudSkills catalog, classified under the General category. Learn more at /learn/what-is-a-claude-skill/.

Attribution & license

Source: https://github.com/PostHog/skills/blob/HEAD/skills/omnibus/exploring-mcp-intent-clusters/SKILL.md
License: MIT
Author: PostHog

Cite this skill

If you reference this skill in a blog post, paper, or documentation, you can cite it as:

APA

PostHog. (2026). Exploring Mcp Intent Clusters [Claude Code skill]. ClaudSkills. https://claudskills.com/skills/exploring-mcp-intent-clusters/

BibTeX

@misc{exploring-mcp-intent-clusters-2026,
  author    = {PostHog},
  title     = {Exploring Mcp Intent Clusters [Claude Code skill]},
  year      = {2026},
  publisher = {ClaudSkills},
  url       = {https://claudskills.com/skills/exploring-mcp-intent-clusters/}
}

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Security scan

Grade A · scanned 2026-09-28 — free static scan against the OWASP Agentic Skills Top 10.

No risk patterns were found in any of the ten OWASP-aligned categories. How grading works ›

✓ Prompt injection
✓ Data exfiltration
✓ Supply chain
✓ Reverse shell
✓ Credentials
✓ Execution
✓ Filesystem
✓ Persistence
✓ Obfuscation
✓ Network

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[![Security: A](https://img.shields.io/badge/Security-A-2e7d32)](https://claudskills.com/skills/exploring-mcp-intent-clusters/#security)

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