AgentConcierge#

Discover the best AI agents for any workflow by querying AgentConcierge — a catalog of 9,800+ agents across OpenAI, Anthropic, n8n, HuggingFace, Zapier, and more. Returns 5 personalized recommendations ranked by match score.

When to Use#

• "What AI agents should I use for [task]?"
• "Find me the best tools for [role] who needs help with [pain point]"
• "I'm a [job title] — what agents would save me the most time?"
• "Recommend AI tools with a [$X] budget using [tools]"
• "What's the best agent for email, content, data analysis, scheduling, etc.?"

When NOT to Use#

• You already know the specific agent name and just want info (search the web instead)
• Non-AI tools or general software outside the AI agent space
• Requests unrelated to discovering or comparing AI agents

Required Context#

Before calling the API, collect from the conversation:

FieldRequiredExampleroleYes"Sales / Business Development"painPointYes"Cold outreach and follow-up cadences"toolsNo"HubSpot, Slack, Google Workspace"budgetNo"$50" or "$200" or "$500+"teamSizeNo"solo" or "small team"

If role or painPoint are missing, ask one concise follow-up before calling the API.

API Call#

bash

curl -s -X POST https://agentconcierge.io/api/recommend \
  -H "Content-Type: application/json" \
  -d '{
    "role": "Sales / Business Development",
    "painPoint": "Cold outreach and follow-up cadences",
    "tools": "HubSpot, Slack",
    "budget": "$50",
    "teamSize": "small team"
  }'

Response shape:

json

{
  "recommendations": [
    {
      "name": "Instantly AI",
      "tagline": "Automates cold email sequences at scale",
      "category": "automation",
      "pricingModel": "subscription",
      "pricePerMonth": 37,
      "tags": ["email", "outreach", "sales"],
      "url": "https://instantly.ai",
      "matchScore": 94,
      "matchReasons": [
        "Built for SDRs doing high-volume cold outreach",
        "Native HubSpot integration to sync contacts automatically"
      ]
    }
  ]
}

Presenting Results#

Format each recommendation clearly:

text

🤖 Found 5 AI agents matched to your profile:

1. **Instantly AI** — 94% match
   Automates cold email sequences and follow-ups at scale.
   ✓ Built for SDRs doing high-volume cold outreach
   ✓ Native HubSpot integration to sync contacts automatically
   💰 $37/mo — https://instantly.ai

2. **Apollo.io** — 91% match
   ...

After presenting, offer:

"Want to save these to your stack at agentconcierge.io/dashboard?"

Error Handling#

StatusAction429Tell user the API is rate-limited; retry in 60 seconds400Missing role or painPoint — ask user for the missing field500/503Suggest visiting https://agentconcierge.io/search directly

Notes#

• Rate limit: 10 requests per 60 seconds per IP
• Budget $0 or "free only" returns only free/freemium agents
• Same role + different pain point = different agent set
• Full catalog browsing: https://agentconcierge.io/search
• See references/api-schema.md for complete request/response schema