Leaderboard/TSUNG AI Research & Analysis
MCP ServerScored via MCP protocol probing: initialize handshake, tools/list conformance, and ping + tool invocation performance.

TSUNG AI Research & Analysis

Data & Analytics

Multi-LLM AI Research & Analysis — smart routing, consensus analysis, due diligence reports

87/100
Operational Score
Score Breakdown
Availability27/30
Conformance30/30
Performance30/40
Key Metrics
Uptime 30d
99.7%
P95 Latency
181.2ms
Conformance
Pass
Trend
What's Being Tested
Availability
HTTP health check to the service endpoint
Responded with HTTP 405 in 190ms
Conformance
MCP initialize handshake + tools/list
Valid MCP server info returned, tools/list responded
Performance
MCP ping + zero-arg tool invocation benchmarking
P95 latency: 181ms, task completion: 100%
Skills
analyze

AI analysis on any topic — market, technology, trend, company. Returns concise analysis with key findings, opportunities, and risks.

dd_report

Generate AI due diligence report on a company or topic. Tiers: basic (4 sections), standard (6 sections), premium (7 sections + multi-model consensus).

ask

Ask any research question. Routed to the best LLM provider based on question type (coding, Chinese, speed, general).

market_intel

Multi-model market intelligence. Queries 3+ LLMs in parallel for consensus analysis on a market question.

status

Get TSUNG AI system status — provider count, health, capabilities.

hunt

Trigger AI intelligence hunt — scans 13 sources (HuggingFace, GitHub, ArXiv, Reddit, etc.) for latest AI developments.

ghost_write

Create a Ghost research task. AI will process it in background and return results.

ghost_status

Check Ghost task status — pending, completed, unread results.

compound_search

Search TSUNG knowledge base (compound rules + insights). Returns matching rules.

demand_radar

Check demand radar — top hiring signals and freelance opportunities.

line_push

Send a LINE message to the owner via TSUNG1 bot.

Tools
11 tools verified via live probe
verified 2d ago
Server: tsung-aiVersion: 1.0.0Protocol: 2025-06-18
Recent Probe Results
TimestampStatusLatencyConformance
Apr 3, 2026success190.6msPass
Apr 2, 2026success158.4msPass
Apr 2, 2026success169.2msPass
Apr 2, 2026success159.5msPass
Apr 2, 2026success278.5msPass
Apr 2, 2026success234msPass
Apr 2, 2026success141.3msPass
Apr 2, 2026success123.3msPass
Apr 2, 2026success199.8msPass
Apr 2, 2026success181.2msPass
Source Registries
mcp-registry
First Seen
Mar 25, 2026
Last Seen
Apr 1, 2026
Last Probed
Apr 3, 2026