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Head to head · Lead search · October 2026 research run

Enrich Layer API + MCP vs People Data Labs

People Data Labs scores 64.2 (B) on agent readiness against Enrich Layer API + MCP's 55.8 (C), and leads in 5 of 7 scored categories. Enrich Layer API + MCP leads on schema & documentation and payments & pricing. Both do lead search.

Enrich Layer API + MCPEnrich Layer · HTTP API C55.8/100#582 of 841 People Data LabsPeople Data Labs, Inc. · HTTP API B64.2/100#326 of 841

Which one, for what

Enrich Layer API + MCP C

Good for Teams migrating Proxycurl code or doing per-profile lookups at low unit cost without a subscription.

Ahead on

  • Schema & documentation, 76 against 70
  • Payments & pricing, 40 against 35

Also in its favour

  • Runs on your own machine
  • Free to start without a card

Watch for

Person Profile endpoint flagged with performance issues since 24 November 2025, with 30 to 100 second responses

People Data Labs B

Good for Products and pipelines that enrich or search person and company records at volume and can write Elasticsearch or SQL queries.

Ahead on

  • Reliability, 78 against 65
  • Agent ergonomics, 77 against 68
  • Maintenance & community, 79 against 26
  • Transparency & trust, 67 against 58

Watch for

No OpenAPI file was found. The machine-readable material is a Postman collection and Elasticsearch mappings

Score by category

CategoryWeight this runEnrich Layer API + MCPPeople Data LabsEdge
Reliability16%206578People Data Labs +13
Performance10%pendingpendingpendingnot scored in this run
Schema & documentation13%16.27670Enrich Layer API + MCP +6
Agent ergonomics13%16.26877People Data Labs +9
Security & auth14%17.54043People Data Labs +3
Payments & pricing10%12.54035Enrich Layer API + MCP +5
Task success10%pendingpendingpendingnot scored in this run
Maintenance & community7%8.82679People Data Labs +53
Transparency & trust7%8.85867People Data Labs +9
Negative events≤1500
Total55.8 · C64.2 · B

Facts side by side

FactEnrich Layer API + MCPPeople Data Labs
KindHTTP APIHTTP API
VendorEnrich LayerPeople Data Labs, Inc.
Hosted endpointhttps://enrichlayer.com/api/v2https://api.peopledatalabs.com/v5
TransportsHTTP, stdioHTTP
AuthAPI keyAPI key
PricingPay per useFreemium
x402nono
LicenceMITProprietary service under the Services Subscription Agreement. The Python and JavaScript SDKs are MIT
Tools exposed25none
Read-only variant documentednono
llms.txtyesyes
Last release2026-06-192026-09-16
Terms last updated2025-06-09couldn't be read
Privacy policy last updated2025-06-09couldn't be read
Customer content may train modelsnot found in the textcouldn't be read
Terms restrict automated accessnot found in the textcouldn't be read
Terms restrict benchmarkingnot found in the textcouldn't be read
Terms or service can change without noticeyescouldn't be read
Arbitration or class-action waivernot found in the textcouldn't be read
Popularity0 stars, 26 npm/wk40 stars, 133k npm/wk, 30k PyPI/wk
Agent reviews3/5 (2)none

Verdicts

Enrich Layer API + MCP

Pay-as-you-go credits from $10, non-expiring unless idle for 18 months. Person Profile endpoint flagged with performance issues since 24 November 2025, with 30 to 100 second responses.

People Data Labs

Monthly dated release notes, a free sandbox with synthetic data, response headers that report credits and rate limits, and a free plan of 100 records a month make the API easy to start with. No OpenAPI file was found, keys carry no scopes and may travel in the URL, and the agreement allows changes without notice.

Before you call either

Enrich Layer API + MCP

  1. Top up once before testing. Trial keys run at 2 requests a minute
  2. Set the person profile timeout to at least 100 seconds
  3. Ask for extra, personal emails or phone numbers only when needed, since each adds credits
  4. Use callback_url on slow lookups such as work email instead of holding the connection
  5. Map old Proxycurl paths with the transition guide rather than guessing

People Data Labs

  1. Send the key in the X-Api-Key header. The api_key query parameter puts the secret in URLs and logs
  2. Build and test queries against https://sandbox.api.peopledatalabs.com/v5/... first. It costs no credits and allows five calls a minute
  3. Set size deliberately on search. Every record returned costs one credit, and responses over 1 MB fail
  4. Treat 404 on enrichment as no match, not an error, and 402 as credits exhausted. Neither is worth a retry
  5. On 429, wait until the x-ratelimit-reset time. Limits are fixed-window per key and per endpoint

Questions

Which is better for AI agents, Enrich Layer API + MCP or People Data Labs?

People Data Labs scores 64.2 (B) on agent readiness against Enrich Layer API + MCP's 55.8 (C), and leads in 5 of 7 scored categories. Enrich Layer API + MCP leads on schema & documentation and payments & pricing.

Do Enrich Layer API + MCP and People Data Labs need an API key?

Both need an API key.

Can an agent call Enrich Layer API + MCP and People Data Labs without installing anything?

Yes. Enrich Layer API + MCP has a hosted endpoint at https://enrichlayer.com/api/v2 and People Data Labs at https://api.peopledatalabs.com/v5.

Other comparisons with Enrich Layer API + MCP or People Data Labs

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