MCP ServerScored via MCP protocol probing: initialize handshake, tools/list conformance, and ping + tool invocation performance.
need
AI agents hallucinate package names. `need` gives them a verified index of 10,000+ CLI tools with a feedback loop that gets smarter with every install. **Three MCP tools:** - `search_tools` — semantic search in plain English ("compress png images") - `install_tool` — install via brew, apt, npm, pip, or cargo (allowlisted only) - `report_tool_usage` — success/failure signals that improve rankings for every future agent **Works with:** Claude Code, Cursor, Claude Desktop **Try it:** `npx @agentneeds/need "compress png images"`
54/100
Operational Score
Score Breakdown
Availability30/30
Conformance10/30
Performance14/40
Key Metrics
Uptime 30d
100.0%
P95 Latency
454.5ms
Conformance
Fail
Trend
Stable
What's Being Tested
Availability
HTTP health check to the service endpoint
Responded with HTTP 401 in 195ms
ConformanceNot tested
MCP initialize handshake + tools/list
Performance
MCP ping + zero-arg tool invocation benchmarking
P95 latency: 454ms, task completion: 0%
Recent Probe Results
| Timestamp | Status | Latency | Conformance |
|---|---|---|---|
| Apr 10, 2026 | success | 195.8ms | Pass |
| Apr 10, 2026 | success | 235.7ms | Pass |
| Apr 10, 2026 | success | 185.4ms | Pass |
| Apr 10, 2026 | success | 454.5ms | Pass |
| Apr 10, 2026 | success | 188.9ms | Pass |
Source Registries
smithery
First Seen
Apr 10, 2026
Last Seen
Apr 10, 2026
Last Probed
Apr 10, 2026