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Evidence-backed tools for AI agents.

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MCP Server

Only tested or caveated evidence counts.

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Showing 15 of 15 components

Playwright MCP

MCP✓ VERIFIED
Microsoft
92/100

Official Microsoft MCP server for Playwright browser automation, enabling AI agents to navigate pages, fill forms, take...

playwrightbrowserautomation+2
Mar 25, 202635.8k3 recipes

Systematic Debugging Skill

SKILL
Jesse Vincent
91/100

Four-phase root cause analysis — tracing, defense-in-depth, verification.

debuggingroot-causetroubleshooting
Mar 1, 2026265.3k

MCP Inspector

MCP
Model Context Protocol
88/100

Official MCP developer inspector for testing MCP servers through a browser UI, CLI launch flow, environment injection, a...

mcpinspectordebugging+2
May 1, 202610.6k1 recipe

XcodeBuildMCP

MCP
Sentry
85/100

Sentry-maintained MCP server and CLI for building, testing, launching, logging, and debugging iOS and macOS projects wit...

mcpxcodeswift+2
May 1, 20266.2k1 recipe

DWARF Expert

SKILL
Trail of Bits
84/100

Provides expertise for analyzing DWARF debug files and understanding the DWARF debug format/standard (v3-v5). Triggers w...

skilltrail-of-bitsdwarf+1
May 27, 20266.4k

Web App Testing

SKILL
Anthropic
80/100

Test local web applications using Playwright for UI verification, DOM inspection, browser log capture, and visual debugg...

playwrighttestingui+2
Apr 15, 2026165.9k

GraphQL MCP

MCP✓ VERIFIED
Sander Berkouwer
79/100

MCP server that enables AI agents to introspect GraphQL schemas, run queries, and explore API structures for any GraphQL...

graphqlapiintrospection
Mar 25, 20264062 recipes

Twilio MCP

MCP
Twilio Labs
79/100

Official Twilio Labs MCP server for communication APIs, enabling AI agents to send SMS, make voice calls, and manage mes...

twiliosmsvoice+1
Mar 25, 2026108

Sentry MCP Server

MCP
Anthropic
78/100

Error tracking and performance monitoring integration via the Sentry API.

sentryerror-trackingmonitoring+1
Mar 6, 202689.1k7 recipes

Redis MCP Server

MCP
Redis
78/100

Redis database operations via MCP for caching, pub/sub, and key-value management.

rediscachepub-sub+1
Mar 9, 20265561 recipe

Datadog MCP

MCP
winor30
78/100

MCP server for Datadog that gives AI agents access to metrics, monitors, incidents, logs, and dashboards for observabili...

datadogmonitoringobservability
Mar 25, 20261436 recipes

Docker Compose Skill

SKILL
CldKit Team
77/100

Docker containerization with multi-service compose, health checks, and production hardening.

dockercomposecontainers+2
Mar 11, 20263 recipes

Next.js DevTools MCP

MCP
Vercel
76/100

Official Vercel MCP server for Next.js 16+ providing coding agents with runtime diagnostics, live build error detection,...

nextjsreactvercel+3
Jun 14, 2026798

Docker MCP Server

MCP✓ VERIFIED
Chris Kreiling
75/100

Docker container and image management via MCP for container lifecycle operations.

dockercontainersimages+1
Mar 8, 2026731

EvanFlow

SKILL
Evan Klem
74/100

TDD-driven Claude Code workflow with brainstorming, planning, execution, iteration, compaction, review, debugging, guard...

tddplanningcode-review+2
May 1, 20264171 recipe