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mcp-slim

by louisreid
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mcp-doctor ? Agent Readiness Platform (MCP wedge)

The easiest way to score MCP agent readiness.

Open-source CLI — inspect, benchmark, and eval MCP servers before agents hit production.

"We prove agents can actually use your MCP."

MIT License Site

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:coefficient-ai/mcp-doctor benchmark -o ./reports

Related MCP server: MCP Nexus

Three pillars

Pillar

Command

Status

Static scorecard

inspect, test

v0.4

Task success

eval (BYOK)

v0.4

Agent friction

included in eval

v0.4

Plus: Recommended Improvements, Replay Timeline, Model Compatibility Matrix (multi-model eval).

Quick start

# Benchmark public MCPs
npx github:coefficient-ai/mcp-doctor benchmark

# Inspect your Cursor MCP server
npx github:coefficient-ai/mcp-doctor list
npx github:coefficient-ai/mcp-doctor inspect <name> -o report.md

# Agent eval (BYOK  Vercel AI Gateway free trial, local only)
export AI_GATEWAY_API_KEY=...
npx github:coefficient-ai/mcp-doctor eval memory \
  --task "List all tools and describe them" \
  --models openai/gpt-4o-mini,openai/gpt-4o -o eval-report.md

AI 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 eval

Pain 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

benchmark

State of MCP Quality ? score catalog servers

list

MCP servers in ~/.cursor/mcp.json

inspect <name>

Live connect + scorecard + suggested fixes

eval <name> --task "..."

BYOK agent eval + friction + replay (Vercel AI Gateway)

test --demo

Static scorecard on OpenAPI fixture

competitors

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

A
license - permissive license
-
quality - not tested
B
maintenance

How are these scores calculated?

Maintenance

–Maintainers
–Response time
–Release cycle
–Releases (12mo)
Commit activity

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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