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

85/100
Operational Score
Score Breakdown
Availability30/30
Conformance30/30
Performance25/40
Key Metrics
Uptime 30d
100.0%
P95 Latency
403.8ms
Conformance
Pass
Trend
What's Being Tested
Availability
HTTP health check to the service endpoint
Responded with HTTP 405 in 403ms
Conformance
MCP initialize handshake + tools/list
Valid MCP server info returned, tools/list responded
Performance
MCP ping + zero-arg tool invocation benchmarking
P95 latency: 403ms, 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
Jul 3, 2026success403.8msPass
Jun 30, 2026success153.2msPass
Jun 27, 2026success64.2msPass
Jun 25, 2026success60.6msPass
Jun 24, 2026success49msPass
Jun 17, 2026success146.3msPass
Jun 16, 2026success88.5msPass
Jun 16, 2026success63.6msPass
Jun 15, 2026success66msPass
Jun 12, 2026success81.9msPass
Source Registries
mcp-registry
First Seen
Mar 25, 2026
Last Seen
Jul 3, 2026
Last Probed
Jul 3, 2026