Ai Model Experiments
https://gateway.pipeworx.io/ai-model-experiments/mcp ↗
Description
AI Model Experiments MCP ('Model Lab') — run the same prompts across many
What our measurements say
Ai Model Experiments is a remote MCP server published at gateway.pipeworx.io. It has been probed 6 times since 9/12/2026. It answered in 6 of them (100.0%), a near-uninterrupted record. Median response time is 43 ms, placing it among the faster endpoints. Its tool list could not be read; the server is closed to direct calls. On the protocol side it still runs 2025-11-25 and has not moved to the newer spec.
Agent readability score
Can an LLM agent pick the right tool here — names, descriptions and parameter clarity are assessed.
Agent readability score
Agent readability score
Event narrative
Sign up free to generateRaw observations
| Run | Era | Modern | ms | Legacy | ms | Versions |
|---|---|---|---|---|---|---|
| 2026-09-13 01:33:33 | Legacy | 200 | 42 | 200 | 36 | 2025-03-26 |
| 2026-09-12 23:31:36 | Legacy | 200 | 41 | 200 | 38 | 2025-03-26 |
| 2026-09-12 21:29:15 | Legacy | 200 | 45 | 200 | 38 | 2025-03-26 |
| 2026-09-12 19:27:29 | Legacy | 200 | 48 | 200 | 43 | 2025-03-26 |
| 2026-09-12 17:24:09 | Legacy | 200 | 41 | 200 | 53 | 2025-03-26 |
| 2026-09-12 15:21:42 | Legacy | 200 | 45 | 200 | 46 | 2025-03-26 |
Schema compliance
tools/list structure, inputSchema validity, and a functional smoke test — the components of the 0-100 score.
- Tool list unreadable — the server responds, but its tools/list call does not return a valid result. Schema checks and AI evaluation cannot run.
- inputSchema invalid: —
- Smoke test not run this round
- Cold-start not measurable (no handshake)
Availability history
Each block is one measurement round. Green: working response. Amber: responded but the server was returning errors (5xx). Red: no response at all.
Era history
Each cell is one probe run. Faded cells are incomplete probes — one leg did not answer, so the era is inconclusive.
Response time history
The two probe legs separately: modern server/discover and legacy initialize.
Event log
Derived by comparing consecutive probes — changes in era, protocol version, build and reachability.
- Added to watch — era: Legacy
Get your badge
Add this badge to your README — it updates automatically as measurements change.
[](https://mcpmetrics.io/servers/io-github-pipeworx-io-ai-model-experiments)<a href="https://mcpmetrics.io/servers/io-github-pipeworx-io-ai-model-experiments"><img src="https://mcpmetrics.io/badge/io.github.pipeworx-io/ai-model-experiments/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.
- Model ID Cheatsheetuniversal-model-registry-production.up.railway.app
Accurate API model IDs, pricing, and specs for 46 models across 7 AI providers.
- .promptsdotprompts.com
.prompts, the home to all your AI prompts, everywhere you need them.
- Cloud World Modelwww.cloudworldmodel.ai
Simulate the cloud without the cloud. Try 6 cloud simulation and chaos-engineering tools instantly. Authenticate with an API key to unlock all 53 tools. Simulate AWS, Azure, GCP, and OCI infrastructure without provisioning real cloud resources. Create cloud simulations, inject traffic and failures, step through infrastructure behavior, and inspect performance, health, cost, and system metrics before deploying anything to a real cloud. The full authenticated tool set includes architecture analysis, optimization, prediction, reinforcement learning, chaos engineering, and multi-cloud capabilities. Features * Simulate AWS, Azure, GCP, and OCI infrastructure * Start with built-in cloud architecture scenarios * Inject traffic and simulate workload spikes * Inject infrastructure failures and observe their impact * Step simulations and inspect changing system behavior * Analyze latency, CPU, throughput, error rate, cost, and resource health * Unlock all 51 tools with a Cloud World Model A
- AI Model Radaraimodelradar.dev
Which open models fit your GPU or Mac, measured. Model momentum, GPU rental prices, weekly pick.
- Execute default-probability-model-mcpapi.m2mcent.com
Premium agentic endpoint for default-probability-model-mcp.
- Hotel & Vacation Rental MCP - live prices & reviews across Booking, Airbnb, Vrbo & Google Hotelsmcp.stayingapi.com
Search hotels & rentals: live prices & reviews across Booking.com, Airbnb, Vrbo & Google Hotels.
Comments
Sign in to write a comment
No comments yet. Be the first.