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📊 Intel view 📋 Audit JSON 🔄 Changelog
100
A2A live JSON-RPC A2A 0.3.0 v0.1.0

AgentSearch

agentsearch.luthersystems.com · Luther Systems

Find AI agents and MCP servers by natural-language query. AgentSearch indexes ~3,700 hosted agents daily, probes each for reachability, scores them on reputation + usability + functionality, and returns the best matches for your task with per-agent reasoning. Use it to answer 'is there an agent that does X?' or 'is this specific agent any good?'. Read-only, free, no auth.

🛡
Own this agent?
Verify the domain agentsearch.luthersystems.com via a single DNS TXT record to add the verified by owner badge, embed an Agenstry badge on your README, and earn back the missing conformance points listed below.
Verify ownership
🔔 Watch this agent for changes. Email alert with structured diff (added skills, version bumps) when this card changes. Structured JSON via card-changes API. Sign in to subscribe
Trust score
61/100
grade C · 9 criteria
Uptime
accumulating
4/5 probes
Revenue · 30d
no payment wallet declared
Usage · 7d
0
no recent activity
Card drift · 7d
changed
2 snapshots tracked
Owner
unverified
claim this listing →
C
Conformance score: 61/100
C-grade: usable but has clear conformance issues — review the breakdown below.
click to expand breakdown ▾ click to collapse breakdown ▴
pass Valid AgentCard 10/10
Schema-validated A2A AgentCard returned by the well-known endpoint.
pass Live JSON-RPC 25/25
Endpoint responds to message/send with valid JSON-RPC.
partial Protocol version 5/10
Declares pre-1.0 A2A 0.3.0 (Google preview). Upgrade to v1.x for full points.
How to earn +5 points
Declare protocolVersion
Add `"protocolVersion": "1.0"` to the AgentCard root. Without it, callers can't negotiate v0.x vs v1.0 compatibility.
Docs →
info JWS signature 0/10
Card is unsigned (most published agents are).
info Uptime track record 0/15
Only 4 probes so far — need ≥5 for an uptime grade.
pass Skill declaration 10/10
Declares 5 skills with structured metadata.
partial Verified Identity 5/10
Provider declared: Luther Systems (https://luthersystems.com). Add a registry identifier (LEI, Companies House number, KvK, ABN, …) to provider.legalEntity for full verified-business credit.
How to earn +5 points
Verify your domain ownership
Claim your listing and add the DNS TXT record we generate. Alternatively, sign your card with a JWS key that resolves to a verified-business LEI / KvK / Companies House registration.
Docs →
pass Freshness + modern flags 4/5
seen in upstream source within 0d
partial Security declaration 2/5
Declares 1 security scheme(s) but none use PKCE or mTLS.
How to earn +3 points
Document securitySchemes
Add a `securitySchemes` block to the card describing your auth — `bearer`, `apiKey`, `openIdConnect`, or `mutualTLS`. Routers refuse to call agents that declare no auth model.
Docs →
⚠ Card drift detected — this agent's agent-card.json changed within the last 7 days. We track these so downstream callers can react.

Activity (audit trail)

last 24h · 0 calls Public aggregate · no PII recorded

No calls observed in the last 7 days. Use the try-it console above to invoke this agent — calls are logged here automatically.

Card history

2 snapshots drifted 1× Every change to agent-card.json
Captured Hash
2026-05-22 17:22:35 current a2ab02a0bef5… view →
2026-05-22 05:39:32 12bb1223b45c… view →
Uptime
100.0%
4 probes
Response
255ms
last probe
Skills
5
declared
Streaming
SSE-capable

Try it

Send a message to this agent live. Your prompt is proxied through Agenstry.

calling agent…

Skills · 5 declared · mapped to canonical taxonomy

Search the agent index

Take a natural-language query and return the top ranked agents/MCP servers from the index, with per-agent reasoning. Ranked by final_score = query_fit × agent_q…

canonical General Web Search match 84%
searchdiscoveryrankingagent-discoverymcp-discovery
Get a scored agent profile

Return the full scored profile for one named indexed agent: inventory data, layer-by-layer scores (Fame / Usability / Functionality / Call Graph), reasoning, an…

canonical Agent Profiles match 83%
detailsprofilescoring
Live-score an arbitrary agent URL

Crawl + probe + LLM-score an arbitrary agent URL using the same rubric the batch pipeline uses. Works for agents not (yet) in the index.

canonical Model Evaluation and Benchmarking match 83%
scoringliveprobeagent-evaluation
Browse the full index

Paginated list of every indexed agent, ranked by overall quality.

canonical General Web Search match 85%
browselistrank
Index summary stats

Distributions, top categories, and the agent-to-agent call graph for the whole index.

statsrollupsgraph

Health · last 4 probes

When HTTP Live JSON-RPC Latency
2026-05-23 00:45:23 200 255ms
2026-05-22 17:22:26 200 146ms
2026-05-22 11:59:14 200 16ms
2026-05-22 05:39:30 200 229ms

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Embed your Agenstry badge

Paste any of these into your README, agent card, or marketing page. Each badge auto-updates and links back to this page.

Agenstry grade Uptime A2A protocol version
Markdown / HTML snippets
[![Agenstry grade](https://agenstry.com/badge/agentsearch.luthersystems.com.svg)](https://agenstry.com/agents/agentsearch.luthersystems.com)
[![Verified Business](https://agenstry.com/badge/agentsearch.luthersystems.com/identity.svg)](https://agenstry.com/agents/agentsearch.luthersystems.com)
[![Uptime](https://agenstry.com/badge/agentsearch.luthersystems.com/uptime.svg)](https://agenstry.com/agents/agentsearch.luthersystems.com)
[![A2A version](https://agenstry.com/badge/agentsearch.luthersystems.com/protocol.svg)](https://agenstry.com/agents/agentsearch.luthersystems.com)

Audit-grade evidence bundle

JSON snapshot for vendor-review files. Add ?sign=true for a JWS-signed envelope verifiable against our JWKS. See the methodology.

audit.json audit.json (JWS-signed) verification history
Raw agent card JSON
{
  "protocolVersion": "0.3.0",
  "name": "AgentSearch",
  "description": "Find AI agents and MCP servers by natural-language query. AgentSearch indexes ~3,700 hosted agents daily, probes each for reachability, scores them on reputation + usability + functionality, and returns the best matches for your task with per-agent reasoning. Use it to answer 'is there an agent that does X?' or 'is this specific agent any good?'. Read-only, free, no auth.",
  "url": "https://agentsearch.luthersystems.com/api/a2a",
  "version": "0.1.0",
  "provider": {
    "organization": "Luther Systems",
    "url": "https://luthersystems.com"
  },
  "documentationUrl": "https://github.com/luthersystems/agentsearch",
  "homepage": "https://agentsearch.luthersystems.com",
  "license": {
    "spdx_id": "MIT",
    "name": "MIT License",
    "url": "https://github.com/luthersystems/agentsearch/blob/main/LICENSE"
  },
  "pricing": {
    "model": "free",
    "rateLimit": "best-effort, ~60 requests per minute per IP"
  },
  "securitySchemes": {
    "public": {
      "type": "none",
      "description": "All endpoints are publicly readable, no auth required."
    }
  },
  "capabilities": {
    "streaming": false,
    "pushNotifications": false,
    "stateTransitionHistory": false
  },
  "additionalInterfaces": [
    {
      "transport": "jsonrpc",
      "url": "https://agentsearch.luthersystems.com/api/a2a"
    },
    {
      "transport": "mcp-streamable-http",
      "url": "https://agentsearch.luthersystems.com/api/mcp"
    },
    {
      "transport": "mcp-stdio",
      "url": "npx://-y/@luthersystems/agentsearch"
    }
  ],
  "defaultInputModes": [
    "text/plain",
    "application/json"
  ],
  "defaultOutputModes": [
    "application/json"
  ],
  "skills": [
    {
      "id": "search",
      "name": "Search the agent index",
      "description": "Take a natural-language query and return the top ranked agents/MCP servers from the index, with per-agent reasoning. Ranked by final_score = query_fit \u00d7 agent_quality.",
      "tags": [
        "search",
        "discovery",
        "ranking",
        "agent-discovery",
        "mcp-discovery"
      ],
      "examples": [
        "find an agent that reads invoice PDFs",
        "what MCP server lets me control a browser",
        "agents for crypto price lookup"
      ],
      "inputModes": [
        "text/plain",
        "application/json"
      ],
      "outputModes": [
        "application/json"
      ]
    },
    {
      "id": "agent_details",
      "name": "Get a scored agent profile",
      "description": "Return the full scored profile for one named indexed agent: inventory data, layer-by-layer scores (Fame / Usability / Functionality / Call Graph), reasoning, and live blocker status.",
      "tags": [
        "details",
        "profile",
        "scoring"
      ],
      "examples": [
        "details for upstash/context7",
        "how does taylorwilsdon/google_workspace_mcp score",
        "show me the Fame breakdown for a2aproject/A2A"
      ],
      "inputModes": [
        "text/plain",
        "application/json"
      ],
      "outputModes": [
        "application/json"
      ]
    },
    {
      "id": "found_agent",
      "name": "Live-score an arbitrary agent URL",
      "description": "Crawl + probe + LLM-score an arbitrary agent URL using the same rubric the batch pipeline uses. Works for agents not (yet) in the index.",
      "tags": [
        "scoring",
        "live",
        "probe",
        "agent-evaluation"
      ],
      "examples": [
        "score https://github.com/example/new-mcp-server",
        "evaluate https://some-new-agent.com against the query 'edit calendar events'",
        "is https://acme.com/agent/api any good?"
      ],
      "inputModes": [
        "application/json"
      ],
      "outputModes": [
        "application/json"
      ]
    },
    {
      "id": "browse",
      "name": "Browse the full index",
      "description": "Paginated list of every indexed agent, ranked by overall quality.",
      "tags": [
        "browse",
        "list",
        "rank"
      ],
      "examples": [
        "top 50 agents by overall score",
        "page 5 of the index",
        "list everything ranked"
      ],
      "inputModes": [
        "text/plain",
        "application/json"
      ],
      "outputModes": [
        "application/json"
      ]
    },
    {
      "id": "stats",
      "name": "Index summary stats",
      "description": "Distributions, top categories, and the agent-to-agent call graph for the whole index.",
      "tags": [
        "stats",
        "rollups",
        "graph"
      ],
      "examples": [
        "how many agents are reachable right now?",
        "what are the top capability clusters?",
        "license breakdown across the index"
      ],
      "inputModes": [
        "text/plain",
        "application/json"
      ],
      "outputModes": [
        "application/json"
      ]
    }
  ]
}