It provides a ready-made connection for backlink research instead of requiring manual setup of the service integration.

crawlgraph-mcp — Plugin for Gemini CLI by pucilpet

crawlgraph-mcp

crawlgraph-mcp is a plugin for Gemini CLI from pucilpet/crawlgraph-mcp. Its token cost is not measured, scanned A, original, MIT.

A plugin that connects an AI client to CrawlGraph for backlink lookups and competitor link-gap analysis using Common Crawl snapshots.

In plain words

What is it for?: Use it to research referring websites and find links competitors have that another site does not. It requires a CrawlGraph API key.
Why use it?: It provides a ready-made connection for backlink research instead of requiring manual setup of the service integration.

Written for Gemini CLI: a Gemini CLI extension manifest.

Good fit Use it to research referring websites and find links competitors have that another site does not. It requires a CrawlGraph API key.

Compare 6 plugins from other repositories ↓

Install with agentmods

npx agentmods add plugins/pucilpet/crawlgraph-mcp/gemini-extension

Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

Clone the repo

git clone --depth 1 https://github.com/pucilpet/crawlgraph-mcp

Made for: Gemini CLI.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

README.md

[![agentmods](https://agentmods.dev/badge/plugins/pucilpet/crawlgraph-mcp/gemini-extension/github.svg)](https://agentmods.dev/plugins/pucilpet/crawlgraph-mcp/gemini-extension)

Your own site

<a href="https://agentmods.dev/plugins/pucilpet/crawlgraph-mcp/gemini-extension"><img src="https://agentmods.dev/badge/plugins/pucilpet/crawlgraph-mcp/gemini-extension/github.svg" alt="Measured on agentmods" height="20"></a>

Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

Your own site · 80×15

<a href="https://agentmods.dev/plugins/pucilpet/crawlgraph-mcp/gemini-extension"><img src="https://agentmods.dev/badge/plugins/pucilpet/crawlgraph-mcp/gemini-extension.svg" alt="Reviewed on agentmods" width="80" height="20"></a>

Per session not measured What this adds to a session before it is invoked.

When invoked not measured Not applicable: nothing here is loaded into a session.

Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.

Origin original No closer match found in the catalogue.

Security

Grade A, and why

crawlgraph-mcp scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured today.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

gemini-extension.json · 26 lines

What it actually says

{
  "name": "crawlgraph-mcp",
  "version": "0.4.0",
  "description": "Backlink lookups and competitor gap analysis on Common Crawl web graph snapshots.",
  "mcpServers": {
    "crawlgraph": {
      "command": "npx",
      "args": [
        "-y",
        "crawlgraph-mcp"
      ],
      "env": {
        "CRAWLGRAPH_API_KEY": "${CRAWLGRAPH_API_KEY}"
      }
    }
  },
  "settings": [
    {
      "name": "CrawlGraph API Key",
      "description": "API key from https://crawlgraph.com/docs/api. Free keys include 15 backlink lookups per UTC month.",
      "envVar": "CRAWLGRAPH_API_KEY",
      "sensitive": true
    }
  ]
}

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

today First seen · 26 lines scan A a700c2a3736f

Subscribe to this mod's changes

crawlgraph-mcp is a plugin published in the GitHub repository pucilpet/crawlgraph-mcp (8 stars, last pushed yesterday), licensed MIT. Its token cost is not measured: this kind of file is read by the harness, not the model. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-11-13.

Marketing and SEO Research ahrefs-alternative backlinks claude common-crawl cursor gap analysis

crawlgraph-mcp next to 6 plugins from other repositories
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crawlgraph-mcppucilpet/crawlgraph-mcp	Plugin	8	yesterday	MIT	A	—	Gemini CLI
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