Firecrawl vs geo-score
Firecrawl is an MCP server published by firecrawl. Marketplaces we read that list it: 1 (Docker MCP Catalog). geo-score is an MCP server published by jianruntech. Marketplaces we read that list it: 1 (Official MCP Registry). As of our marketplace pass on 2026-10-14. This pair was picked by a reader, not by our comparison rule, so search engines are asked not to index the page.
Where each is published
| Marketplace |  Firecrawl |  geo-score |
|---|---|---|
| Docker MCP Catalog | Listed Version: sha256:28e677a10704 Forks (GitHub): 905 Pulls (Docker Hub): 137 995 Stars (Docker Hub): 20 Stars (GitHub): 7 596 Not marked · First seen |
Not listed |
| Official MCP Registry | Not listed | Listed Version: 1.8.2 Downloads/month (PyPI): 490 Downloads/week (PyPI): 244 Forks (GitHub): 5 Stars (GitHub): 357 Not marked · First seen |
Each figure is the marketplace's own and is never added up across marketplaces. A marketplace that publishes no figure shows none: no number is not zero.
The facts side by side
| Fact | Firecrawl | geo-score |
|---|---|---|
| Marketplaces that list it | 1 | 1 |
| Stars (GitHub) (differs) | 7 596 (better) | 357 (worse) |
| Pulls (Docker Hub) (differs) | 137 995 | No figure on Docker Hub |
| Forks (GitHub) (differs) | 905 (better) | 5 (worse) |
| Last release (differs) | Not published | 2026-10-12 |
| Where it runs (differs) | On your machine (mcp/firecrawl) | On your machine (geo-score) |
| Transport | stdio | stdio |
| Tools it declares (differs) | 26 | Not published |
| Environment variables it asks for (differs) | 8, secrets among them: 1 | 6, secrets among them: 5 |
| Licence (differs) | MIT | Not stated |
| Repository (differs) | github.com/mendableai/firecrawl-mcp-server | github.com/jianruntech/geo-score |
| Changes in the last 7 days (differs) | 0 | 3 |
| First seen (differs) | 2026-10-11 | 2026-10-12 |
Lines where the two differ have a tinted background and bold values. Where the data itself says which value is better (more marketplaces, a larger figure of the same marketplace, a fresher release, a verified mark on a marketplace that lists both), the better one is also marked green with ▲ and the worse one red with ▼. Where it runs, the transport, the tools, the settings, hooks, the bundle's parts, the licence and the week's changes are marked only as different: more or fewer is not better in itself.
What each says it does
Firecrawl
🔥 Official Firecrawl MCP Server - Adds powerful web scraping and search to Cursor, Claude and any other LLM clients.
geo-score
Free 0-100 score: can AI engines cite a site? Plus citation checks with your own API keys.
How to run each
Firecrawl As a local MCP server: Docker image
claude mcp add --env "FIRECRAWL_API_KEY=<YOUR_FIRECRAWL_API_KEY>" --transport stdio firecrawl -- docker run -i --rm -e FIRECRAWL_API_KEY mcp/firecrawlRequires: FIRECRAWL_API_KEY (secret)
geo-score As a local MCP server: PyPI package
claude mcp add --env "ANTHROPIC_API_KEY=<YOUR_ANTHROPIC_API_KEY>" --env "GEMINI_API_KEY=<YOUR_GEMINI_API_KEY>" --env "OPENAI_API_KEY=<YOUR_OPENAI_API_KEY>" --env "OPENROUTER_API_KEY=<YOUR_OPENROUTER_API_KEY>" --env "PERPLEXITY_API_KEY=<YOUR_PERPLEXITY_API_KEY>" --transport stdio geo-score -- uvx geo-score mcpRequires: ANTHROPIC_API_KEY (secret), GEMINI_API_KEY (secret), OPENAI_API_KEY (secret), OPENROUTER_API_KEY (secret), PERPLEXITY_API_KEY (secret)
Commands built only from what the marketplaces declare; the full set for every client is on each card.
Tools each declares
The marketplaces of geo-score publish no list of tools, so we do not compare tools.
Settings each asks for
Only Firecrawl asks for
FIRECRAWL_API_KEY (secret)FIRECRAWL_API_URLFIRECRAWL_CREDIT_CRITICAL_THRESHOLDFIRECRAWL_CREDIT_WARNING_THRESHOLDFIRECRAWL_RETRY_BACKOFF_FACTORFIRECRAWL_RETRY_INITIAL_DELAYFIRECRAWL_RETRY_MAX_ATTEMPTSFIRECRAWL_RETRY_MAX_DELAY
Only geo-score asks for
ANTHROPIC_API_KEY (secret)GEMINI_API_KEY (secret)GEO_SCORE_WATCH_CONFIGOPENAI_API_KEY (secret)OPENROUTER_API_KEY (secret)PERPLEXITY_API_KEY (secret)
Settings as each marketplace publishes them. Asking for fewer is not better in itself.
What it can do: Firecrawl · What it can do: geo-score · Compare two other plugins
Data comes from the Docker MCP Catalog (desktop.docker.com/mcp/catalog) and Docker Hub. Data comes from the Official MCP Registry (registry.modelcontextprotocol.io), CC0 1.0. Figures come from our own regular passes over the marketplaces, last read on . We publish no contact details for plugin publishers.