mcp-slim
Allows inspection and evaluation of Puppeteer MCP servers, providing scorecards and recommended improvements.
Click on "Install Server".
Wait a few minutes for the server to deploy. Once ready, it will show a "Started" state.
In the chat, type
@followed by the MCP server name and your instructions, e.g., "@mcp-slimanalyze the demo OpenAPI spec"
That's it! The server will respond to your query, and you can continue using it as needed.
Here is a step-by-step guide with screenshots.
mcp-doctor ? Agent Readiness Platform (MCP wedge)
Agent-facing API QA ? score, inspect, evaluate, and improve MCP quality.
"We prove agents can actually use your MCP."
Real benchmark results
State of MCP Quality 2026 (v0) ? 10 public servers scored live:
Server | Grade | Tools | Tokens |
MCP Filesystem | A | 14 | 1,997 |
MCP Sequential Thinking | A | 1 | 996 |
MCP Everything | A | 13 | 1,236 |
MCP Memory | A | 9 | 1,040 |
MCP Puppeteer | B | 7 | 612 |
Per-server reports: examples/reports/
npx github:louisreid/mcp-doctor benchmark -o ./reportsRelated MCP server: MCP Nexus
Three pillars
Pillar | Command | Status |
Static scorecard |
| v0.4 |
Task success |
| v0.4 |
Agent friction | included in | v0.4 |
Plus: Recommended Improvements, Replay Timeline, Model Compatibility Matrix (multi-model eval).
Quick start
# Benchmark public MCPs
npx github:louisreid/mcp-doctor benchmark
# Inspect your Cursor MCP server
npx github:louisreid/mcp-doctor list
npx github:louisreid/mcp-doctor inspect <name> -o report.md
# Agent eval (BYOK Vercel AI Gateway free trial, local only)
export AI_GATEWAY_API_KEY=...
npx github:louisreid/mcp-doctor eval memory \
--task "List all tools and describe them" \
--models openai/gpt-4o-mini,openai/gpt-4o -o eval-report.mdAI Gateway setup (one-time)
vercel login
cd mcp-doctor && vercel link
vercel ai-gateway api-keys create --name mcp-doctor-local --budget 5 --refresh-period monthly
# Key saved to .env.local (gitignored) — CLI auto-loads it for evalPain Interview (before sending to friends)
See docs/FRIEND-GUIDE.md and Coefficient PAIN-INTERVIEW.md.
Do not ask friends to beta-test until you've run a 30-min workflow interview.
Commands
Command | Description |
| State of MCP Quality ? score catalog servers |
| MCP servers in |
| Live connect + scorecard + suggested fixes |
| BYOK agent eval + friction + replay (Vercel AI Gateway) |
| Static scorecard on OpenAPI fixture |
| 36-player market map |
Roadmap
Priority | Feature | Status |
1 | Public benchmark reports | v0.4 |
2 | Pain Interview (Jonty / Anders) | In progress |
3 | BYOK eval + friction | v0.4 |
4 | Suggested fixes | v0.4 |
5 | Model matrix | v0.4 |
6 | Scale to 50 MCPs + awards | Next |
9 | OpenAPI drift | Deprioritized |
License
MIT ? Coefficient investigation
This server cannot be installed
Maintenance
Resources
Unclaimed servers have limited discoverability.
Looking for Admin?
If you are the server author, to access and configure the admin panel.
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MCP directory API
We provide all the information about MCP servers via our MCP API.
curl -X GET 'https://glama.ai/api/mcp/v1/servers/louisreid/mcp-doctor'
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