Geppetto-Robot-Directory
https://geppettorobotdirectory.com/mcp ↗
Description
Query the world's robot directory - 812 robots across 30 categories and 319 brands. Tools: search_robots (by category, brand, price, use case), get_robot and get_robot_full (complete specs), compare_robots (side-by-side diff), get_category, and get_job_automation_risk (robot displacement scores for 240+ professions - data available nowhere else). All reads public, no auth.
What our measurements say
Geppetto-Robot-Directory is a remote MCP server published at geppettorobotdirectory.com. It has been probed 26 times since 9/10/2026. It answered in 26 of them (100.0%), a near-uninterrupted record. Median response time is 1,117 ms, a delay an agent will notice. Its tool list could not be read; the server is closed to direct calls. It answers direct calls with an authentication wall.
Agent readability score
Can an LLM agent pick the right tool here — names, descriptions and parameter clarity are assessed.
Agent readability score
Strengths
- Highly descriptive and niche tool for job automation risk
- Clear and intuitive tool naming conventions
Weaknesses
- Significant discrepancy between tool descriptions and actual parameters
- Ambiguity between search and category-specific tools
- Lack of parameter type definitions and format constraints
search_robots— Description mentions brand and use case filtering, but these parameters are missing from the schema.get_robot— Server description mentions 'get_robot_full', but only 'get_robot' is provided in the tool list.compare_robots— It is unclear if 'robot_a' and 'robot_b' require slugs, names, or IDs.get_category— Overlaps with 'search_robots' (category param), creating decision ambiguity for the agent.
Verdict
Event narrative
Sign up free to generateAvailability history
Event log
Derived by comparing consecutive probes — changes in era, protocol version, build and reachability.
- Added to watch — era: Auth-gated
Get your badge
Add this badge to your README — it updates automatically as measurements change.
[](https://mcpmetrics.io/servers/hello-oipe-geppetto-robot-directory)<a href="https://mcpmetrics.io/servers/hello-oipe-geppetto-robot-directory"><img src="https://mcpmetrics.io/badge/hello-oipe/Geppetto-Robot-Directory/era.svg" alt="mcpmetrics"></a>You are seeing the last 7 days. Sign up for the full history. Which check failed and why is in the dashboard.
Sign up free to seeSimilar MCP servers
The catalog entries whose name and description are closest to this one, found with the same index the search box uses.
- Australian Manufacturing Directorymcp.ausmanufacturingdirectory.com
Search 118,000+ Australian manufacturers by category and state, with Business contact access.
- Mall Store Directorymall-mcp.adrianhomelab.com
Search 6,926 mall stores across 49 malls in RO, US, UK, HU by city, operator, or category.
- Robot Actionsmcp.robotactions.com
Drive real Android & iOS devices and web browsers from natural language for mobile + web QA. 145+ MCP tools across device control, app management, automation sessions, browser automation, and flow recording / replay. **Auth required**: get an API token from your Robot Actions account → Profile → API Tokens, then paste it with the `Bearer ` prefix into the `apiToken` field when installing. **Sign up**: <https://www.robotactions.com> (free tier on the shared `test.robotactions.com` tenant; paid customers get a dedicated subdomain). **Source / docs**: <https://github.com/krishtoautomate/robotactions>
- Agentry — AI Agent Directoryapi.agentry.com
AI agent directory — search and compare 120+ agents across 12 categories.
- Boolsai Directorydirectory.boolsai.ai
Indexed ecommerce site directory — vendor lookups, brands by city/market/founder. 10 tools.
- Autopilots by Dania.aimcp.dania.ai
Social media automation with AI — publish, schedule, campaigns, DMs, analytics across 5 platforms.
Comments
Sign in to write a comment
No comments yet. Be the first.