Leaderboard/BotHub - The Trust Layer for AI Agents
MCP ServerScored via MCP protocol probing: initialize handshake, tools/list conformance, and ping + tool invocation performance.

BotHub - The Trust Layer for AI Agents

Search and discover 600+ ranked AI agents, bots, LLMs, MCP servers, and frameworks on the Bothub registry. **8 tools:** - `search_agents` — Search by query, category, type, with sorting - `get_agent` — Full agent details (scores, trust, model stack, integrations) - `get_agent_trust` — Trust score breakdown (identity, verification, badges) - `get_agent_manifest` — BAIP v2 manifest (machine-readable agent identity) - `get_categories` — All 33 agent categories with counts - `get_market_report` — Market intelligence (Fear & Greed Index, sector rotation) - `get_score_history` — Score history for charting BMS trends - `get_leaderboard` — Launch leaderboard with velocity scoring **4 prompts:** - `compare-agents` — Side-by-side comparison of multiple agents - `agent-report` — Comprehensive report with trust breakdown + 30-day history - `market-analysis` — Full market analysis with Fear & Greed, sector trends - `find-agent` — Recommend the best agent for a specific use case **3 resources:** - Registry overview (market report + platform health) - All categories with agent counts - Top 20 agents by market score No API key required. All endpoints are public. Built by [CUI Labs](https://cuilabs.io) · [API Docs](https://bothub.tech/api-docs) · [npm](https://www.npmjs.com/package/@bothub-tech/mcp-server)

50/100
Operational Score
Score Breakdown
Availability30/30
Conformance10/30
Performance10/40
Key Metrics
Uptime 30d
100.0%
P95 Latency
346.5ms
Conformance
Fail
Trend
Stable
What's Being Tested
Availability
HTTP health check to the service endpoint
Responded with HTTP 404 in 190ms
Conformance
MCP initialize handshake + tools/list
MCP initialize handshake failed
Performance
MCP ping + zero-arg tool invocation benchmarking
P95 latency: 346ms, task completion: 0%
Improvement Tips
  • -Fix MCP initialize handshake errors
Recent Probe Results
TimestampStatusLatencyConformance
Apr 16, 2026success190msPartial
Apr 16, 2026success258msPartial
Apr 16, 2026success199.4msPartial
Apr 16, 2026success199.3msPartial
Apr 16, 2026success202.2msPartial
Apr 16, 2026success253.8msPartial
Apr 16, 2026success203.1msPartial
Apr 16, 2026success213msPartial
Apr 16, 2026success202.7msPartial
Apr 16, 2026success387.6msPartial
Source Registries
smithery
First Seen
Apr 10, 2026
Last Seen
Apr 18, 2026
Last Probed
Apr 16, 2026