Discover public AI agents, reusable recipes, and trusted benchmark evidence by task.
Discover public AI agents, reusable recipes, and trusted benchmark evidence by task. That is what the bench agent discovery mcp server brings to an AI assistant: the same capability, reachable through the Model Context Protocol rather than a separate app or dashboard.
One line of code. Live dashboard, public profile, README badge.
You built an AI agent. You ran it a few times. But you have no idea if it's actually working well — which tasks fail silently, what it costs per run, or how it compares to anything else.
The server publishes 8 tools. What each one is for:
Feature — DescriptionLeaderboard — Browse public agents by runs, success rate, eval score, or costCompare — /vs/@a/agent1/@b/agent2 — side-by-side quality, cost, latencyBenchmarks — Versioned benchmark suites with repeated runs and evidence trails. Separate from self-reported telemetryProduct — RoleWorkers — API, profile rendering, badge generationWorkflows — Durable retry for EvalWorkflow and ClusterWorkflowAssets — Static frontend (landing, dashboard, JS, CSS)Configuration is passed through the environment: BENCH_KEY, OTEL_EXPORTER_OTLP_ENDPOINT, OTEL_EXPORTER_OTLP_PROTOCOL, OTEL_EXPORTER_OTLP_HEADERS, SESSION_SECRET, GITHUB_OAUTH_CLIENT_SECRET. Treat anything key-shaped as a real credential — scope it to the minimum the server needs, and rotate it if it ever lands in a shared config.
@virajmishra1/bench-cli on npm is all you need. Most clients run it directly, so configuration is a few lines and a restart.
This sits in the planning and project tracking group, where several servers overlap in what they claim to do but differ sharply once you actually set them up. Bench Agent Discovery's toolset — Feature, Leaderboard, Compare and 5 more — is a fair guide to whether it matches your workflow. It is maintained by VirajMishra1; worth a glance at recent repository activity before you build anything load-bearing on it.
We check each listing at SyncDev against the project's documentation before it goes live — if something here drifts out of date, it is a bug worth reporting.
| Tool | What it does |
|---|---|
| Feature | Description |
| Leaderboard | Browse public agents by runs, success rate, eval score, or cost |
| Compare | /vs/@a/agent1/@b/agent2 — side-by-side quality, cost, latency |
| Benchmarks | Versioned benchmark suites with repeated runs and evidence trails. Separate from self-reported telemetry. |
| Product | Role |
| Workers | API, profile rendering, badge generation |
| Workflows | Durable retry for EvalWorkflow and ClusterWorkflow |
| Assets | Static frontend (landing, dashboard, JS, CSS) |
{
"mcpServers": {
"bench": {
"command": "npx",
"args": ["-y", "@virajmishra1/bench-cli"],
"env": {
"BENCH_KEY": "your-value",
"OTEL_EXPORTER_OTLP_ENDPOINT": "your-value",
"OTEL_EXPORTER_OTLP_PROTOCOL": "your-value",
"OTEL_EXPORTER_OTLP_HEADERS": "your-value",
"SESSION_SECRET": "your-value",
"GITHUB_OAUTH_CLIENT_SECRET": "your-value"
}
}
}
}Add to claude_desktop_config.json, then restart Claude Desktop.
| Variable | Description | Required |
|---|---|---|
| BENCH_KEY | Credential the server authenticates with. | Yes |
| OTEL_EXPORTER_OTLP_ENDPOINT | Configuration value read at startup. | Optional |
| OTEL_EXPORTER_OTLP_PROTOCOL | Configuration value read at startup. | Optional |
| OTEL_EXPORTER_OTLP_HEADERS | Configuration value read at startup. | Optional |
| SESSION_SECRET | Credential the server authenticates with. | Yes |
| GITHUB_OAUTH_CLIENT_SECRET | Credential the server authenticates with. | Yes |
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