ToolRoute — The Routing Engine
for AI Tools

Agents query ToolRoute to decide which MCP server will actually work best for a task. Powered by real execution benchmarks, outcome scoring, and agent telemetry.

POST /api/route
task: "extract pricing from competitor websites"
priority: "best_value"
→ recommended: firecrawl-mcp
confidence: 0.82
fallback: exa-mcp
ToolRoute is currently powering 4,200+ tool decisions across 87 agents

Start Routing in 30 Seconds

from toolroute import route

skill = route(
  task="research competitors",
  priority="best_value"
)

print(skill)
# → { recommended: "firecrawl-mcp", confidence: 0.82 }

Context7

Official MCP ServerActive

Pulls current, version-specific docs and examples directly into coding agents — fixes stale documentation.

9.5
Output9.5
Reliability9.0
Trust8.5
Based on 154 benchmark runs
49.1k
5d ago

Playwright MCP

Official MCP ServerActive

Browser automation through structured accessibility snapshots for LLMs — navigate, click, fill, and extract.

9.3
Output9.3
Reliability9.2
Trust9.0
Based on 151 benchmark runs
29.0k
6d ago

GitHub MCP Server

Official MCP ServerActive

Read repos, manage PRs and issues, analyze workflows, and automate GitHub operations.

9.2
Output9.2
Reliability8.8
Trust9.5
Based on 150 benchmark runs
27.9k
Updated today

Brave Search MCP

Official MCP ServerActive

Brave web search API integration — privacy-focused web and local search for agents.

9.1
Output9.0
Reliability9.0
Trust9.0
Based on 149 benchmark runs
8.2k
3d ago

Stripe MCP Server

Official MCP ServerActive

Manage Stripe payments, subscriptions, invoices, and customer billing operations.

9.0
Output9.0
Reliability9.2
Trust9.5
Based on 148 benchmark runs
5.2k
2d ago

AWS MCP

Official MCP ServerActive

AWS best-practice-aware MCP servers for cloud infrastructure and development workflows.

9.0
Output9.0
Reliability9.0
Trust9.5
Based on 148 benchmark runs
8.5k
5d ago

GenAI Toolbox

Official MCP ServerActive

Database-focused MCP supporting BigQuery, Neo4j, Postgres, and Spanner — Google-scale data access.

9.0
Output9.2
Reliability9.0
Trust9.5
Based on 148 benchmark runs
13.4k
2d ago

Firecrawl MCP

Official MCP ServerActive

Web scraping, crawling, discovery, and deep research — the core web intelligence skill.

8.9
Output9.0
Reliability8.5
Trust8.0
Based on 146 benchmark runs
5.8k
3d ago

Figma Context MCP

Community

Gives coding agents access to Figma files and layout data for accurate code generation.

8.9
Output9.0
Reliability8.5
Trust8.0
Based on 146 benchmark runs
13.7k
14d ago

Cloudflare MCP

Official MCP ServerActive

Cloudflare Workers, DNS, R2, KV, and D1 management from any agent environment.

8.8
Output8.8
Reliability9.0
Trust9.0
Based on 145 benchmark runs
4.2k
2d ago

Puppeteer MCP

Official MCP ServerActive

Puppeteer-based browser automation — screenshots, navigation, form filling, and JS execution.

8.8
Output8.8
Reliability8.5
Trust9.0
Based on 145 benchmark runs
7.8k
4d ago

Neon MCP

Official MCP ServerActive

Serverless Postgres management — create databases, run queries, branch, and scale.

8.8
Output8.8
Reliability8.8
Trust8.5
Based on 145 benchmark runs
3.1k
3d ago

GitLab MCP

Official MCP ServerActive

GitLab API access — manage repos, merge requests, pipelines, and issues.

8.8
Output8.8
Reliability8.8
Trust9.0
Based on 145 benchmark runs
7.5k
4d ago

Exa MCP Server

Official MCP ServerActive

Exa AI search and crawling for real-time web information — fast and cost-efficient.

8.7
Output8.5
Reliability8.8
Trust8.0
Based on 144 benchmark runs
4.0k
7d ago

Slack MCP Server

CommunityActive

Read and send Slack messages, manage channels, search conversations, and automate workflows.

8.6
Output8.5
Reliability8.8
Trust8.5
Based on 143 benchmark runs
3.6k
3d ago

Tavily MCP

Official MCP ServerActive

AI-optimized research search with built-in answer extraction and source ranking.

8.6
Output8.8
Reliability8.7
Trust8.5
Based on 143 benchmark runs
3.2k
5d ago

Notion MCP Server

Official MCP Server

Official Notion API MCP server — read and write your Notion workspace from any agent.

8.6
Output8.5
Reliability8.8
Trust9.0
Based on 143 benchmark runs
4.0k
12d ago

Atlassian MCP

Community

MCP server for Jira and Confluence — manage tickets, pages, and team workflows.

8.5
Output8.5
Reliability8.5
Trust8.5
Based on 142 benchmark runs
4.6k
10d ago

Terraform MCP

Official MCP ServerActive

Infrastructure as Code — plan, apply, and manage Terraform state and modules.

8.5
Output8.8
Reliability8.8
Trust9.0
Based on 142 benchmark runs
3.8k
3d ago

Supabase MCP

CommunityActive

Supabase database and storage access — run queries, manage tables, and interact with auth.

8.5
Output8.5
Reliability8.5
Trust8.0
Based on 142 benchmark runs
2.6k
4d ago

Perplexity MCP Server

Official MCP ServerActive

Query Perplexity AI for real-time research with cited sources and reasoning.

8.5
Output9.0
Reliability8.2
Trust8.5
Based on 142 benchmark runs
2.5k
7d ago

Obsidian MCP

CommunityActive

Obsidian vault access — read, create, and search notes with backlink support.

8.4
Output8.2
Reliability8.0
Trust7.5
Based on 140 benchmark runs
2.2k
6d ago

Shopify MCP Server

CommunityActive

Manage Shopify stores — products, orders, inventory, and customer data.

8.4
Output8.8
Reliability8.5
Trust8.5
Based on 140 benchmark runs
2.4k
4d ago

Browserbase MCP

Official MCP ServerActive

Cloud browser infrastructure for headless automation, stealth browsing, and session replay.

8.4
Output8.5
Reliability8.8
Trust8.5
Based on 140 benchmark runs
3.5k
2d ago

Sentry MCP

Official MCP ServerActive

Error tracking and performance monitoring — query issues, stack traces, and alerts.

8.4
Output8.5
Reliability8.5
Trust8.5
Based on 140 benchmark runs
2.8k
3d ago

Mem0 MCP

Official MCP ServerActive

AI memory and personalization layer — store, retrieve, and search agent memories.

8.3
Output8.5
Reliability8.2
Trust8.0
Based on 139 benchmark runs
3.5k
3d ago

Sanity MCP

Official MCP ServerActive

Sanity.io headless CMS — GROQ queries, document CRUD, asset management.

8.2
Output8.5
Reliability8.2
Trust8.0
Based on 138 benchmark runs
1.8k
4d ago

Snyk MCP Server

Community

Vulnerability scanning for code, containers, and infrastructure. Dependency risk analysis.

8.2
Output8.5
Reliability8.5
Trust8.5
Based on 138 benchmark runs
890
8d ago

Google Calendar MCP

CommunityActive

Manage Google Calendar — create events, check availability, and schedule meetings.

8.2
Output8.0
Reliability8.5
Trust8.5
Based on 138 benchmark runs
1.8k
6d ago

ClickHouse MCP

Official MCP ServerActive

Analytics database queries — fast OLAP over billions of rows with SQL.

8.1
Output8.2
Reliability8.0
Trust8.0
Based on 137 benchmark runs
1.5k
7d ago