MCP Server

Bench Agent Discovery

io.github.VirajMishra1/bench
AI & Agents Search & Research Public & reachable MCP 2025-11-25

What this MCP does

Discovers public AI agents, reusable recipes, and verified benchmark contracts and submissions.

get_agent
Get a public agent
Get one public agent's recipe, public capability manifest, coarse invocation status, owner telemetry, and verified benchmark submissions.
Read only Idempotent
Input schema
{'type': 'object', '$schema': 'http://json-schema.org/draft-07/schema#', 'required': ['handle'], 'properties': {'handle': {'type': 'string', 'maxLength': 101, 'description': 'Bench handle in @owner/agent-slug form.'}}, 'additionalProperties': False}
list_benchmarks
List verified benchmark contracts
List public, versioned benchmark contracts and only their trusted-runner-verified submissions.
Read only Idempotent
Input schema
{'type': 'object', '$schema': 'http://json-schema.org/draft-07/schema#', 'properties': {}}
search_agents
Search public AI agents
Find listed public agents by task, capability, category, framework, model, verified evidence, or reuse configuration. Owner telemetry and controlled benchmark evidence are returned separately.
Read only Idempotent
Input schema
{'type': 'object', '$schema': 'http://json-schema.org/draft-07/schema#', 'properties': {'sort': {'enum': ['verified', 'recent', 'runs'], 'type': 'string', 'default': 'verified'}, 'limit': {'type': 'integer', 'default': 10, 'maximum': 20, 'minimum': 1}, 'model': {'type': 'string', 'maxLength': 80}, 'query': {'type': 'string', 'maxLength': 120, 'description': 'Task or capability to search for, such as grounded research or code review.'}, 'license': {'type': 'string', 'maxLength': 40, 'description': "Exact SPDX-style license id from the agent's manifest provenance, such as MIT or Apache-2.0."}, 'category': {'type': 'string', 'maxLength': 60}, 'reusable': {'type': 'boolean', 'description': 'True returns agents whose owners configured an invocation policy and capability manifest.'}, 'verified': {'type': 'boolean', 'description': 'True returns agents with at least one trusted-runner-verified benchmark submission.'}, 'framework': {'type': 'string', 'maxLength': 60}, 'liveCallable': {'type': 'boolean', 'description': 'True returns agents with a reusable invocation policy and an owner-verified, currently reachable endpoint.'}, 'maxP50LatencyMs': {'type': 'integer', 'minimum': 0, 'description': "Upper bound on the agent's observed p50 latency in milliseconds."}, 'maxCostPerRunUsd': {'type': 'number', 'minimum': 0, 'description': 'Upper bound on lifetime total_cost_usd / total_runs, i.e. average observed cost per run.'}}, 'additionalProperties': False}
Added
list_benchmarks
Sept. 17, 2026, 12:53 p.m.
Added
get_agent
Sept. 17, 2026, 12:53 p.m.
Added
search_agents
Sept. 17, 2026, 12:53 p.m.