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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 19 of 19 components

Systematic Debugging Skill

SKILL
Jesse Vincent
91/100

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

debuggingroot-causetroubleshooting
Mar 1, 2026265.3k

AWS MCP

MCP
AWS Labs
90/100

Official AWS Labs MCP server providing AI agents with access to AWS services including S3, Lambda, CloudFormation, EKS,...

awss3lambda+2
Mar 25, 20269.5k2 recipes

Grafana MCP

MCP
Grafana Labs
85/100

Official Grafana Labs MCP server for querying dashboards, Prometheus metrics, and alerting rules. Enables AI agents to i...

grafanaprometheusmonitoring+1
Mar 25, 20263.3k4 recipes

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

Codegraphcontext Mcp

MCP
Clauxel
82/100

A paid remote MCP for code graph MCP for AI coding, built to return verdicts, receipts, usage logs,

developmentclauxelcodegraphcontext+2
May 27, 2026

Jcodeharness Mcp

MCP
Clauxel
82/100

A paid remote MCP for OpenAI Codex harness MCP, built to return verdicts, receipts, usage logs, and

developmentclauxeljcodeharness+2
May 27, 2026

Mcp Observability Server

MCP
Gagandeeppra
82/100

MCP server for querying logs from observability platforms with unified search and tracing

developmentgagandeeppraobservability+2
May 27, 2026

Semblecodesearchgate Mcp

MCP
Clauxel
82/100

Paid remote MCP for agent code search routing MCP, structured receipts, audit logs, and reviewer-rea

developmentclauxelpaid+2
May 27, 2026

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

Browser MCP

MCP✓ VERIFIED
BrowserMCP
80/100

MCP server and Chrome extension for local browser automation that reuses the user's logged-in browser profile instead of...

mcpbrowserchrome-extension+2
May 1, 20266.9k2 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

Autobrowserapproval Mcp

MCP
Clauxel
78/100

A paid remote MCP for AI agent browser approval MCP, built to return verdicts, receipts, usage logs,

automationclauxelpaid+2
May 27, 2026

Context7docs Mcp

MCP
Clauxel
78/100

A paid remote MCP for Context7 MCP docs, built to return verdicts, receipts, usage logs, and audit-r

automationclauxelcontext7docs+2
May 27, 2026

Supabase MCP

MCP
Supabase
78/100

Official MCP server connecting AI assistants to Supabase projects — manage tables, run SQL, deploy Edge Functions, query...

postgresqldatabasesupabase+2
Jun 14, 20262.8k1 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

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

Home Assistant Manager

SKILL
komal-SkyNET
73/100

Claude Code skill for Home Assistant configuration management, automation verification, Lovelace dashboards, SSH deploym...

home-assistantlovelaceautomation+2
May 1, 2026768

Tapestry Skills

SKILL
Michal Parkola
72/100

Claude Code skill collection for downloading and learning from sources such as articles, PDFs, YouTube transcripts, Scru...

articlespdfyoutube-transcripts+2
May 1, 20265101 recipe