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io.usefulapi/peopledatalabs

REMOTE · PEOPLEDATALABS.USEFULAPI.IO · SCANNED AUG 3

Enrich and search people and companies, resolve identities, and enrich IP addresses.

+4 this week 70 Trust /100
Trust breakdown (6 categories)

How this component scores in each security and reliability category. Every signal is checked automatically against the live server, and we only credit what we can confirm. How we score →

Endpoint Security78
Transport & Reachability100
Schema Quality & AI Usability64
  • AI-judged instruction clarity (excellent).Pass
  • Context-footprint check failed: tool/resource definitions use about 1918 tokens (~239/item across 8 items; 8 tools + 0 resources), over budget; trim descriptions and params. See how to fix → Fail
  • Usage-examples check failed: none of the tools include examples. See how to fix → Fail
Stability & Change Management23
  • Stability observed for 7 of 30 days with no destabilising changes; credit accrues until the full window elapses.Partial
Tool Coverage100
  • 100% of tools have a non-trivial description (not blank, and not just the tool's name).Pass
  • 100% of tool parameters carry a description.Pass
Capabilities60
  • Spec-recency check failed: implements MCP spec 2025-06-18; the latest is 2026-07-28. See how to fix → Fail
Install

Add this component to your MCP client. Where a client-specific snippet is available, pick your client below and copy it straight into your config; otherwise use the connection detail shown.

remote · peopledatalabs.usefulapi.io

# add to Claude Code
claude mcp add --transport http io-usefulapi-peopledatalabs https://peopledatalabs.usefulapi.io/mcp
# ~/.codex/config.toml
[mcp_servers.io-usefulapi-peopledatalabs]
url = "https://peopledatalabs.usefulapi.io/mcp"
// opencode.json
{
  "$schema": "https://opencode.ai/config.json",
  "mcp": {
    "io-usefulapi-peopledatalabs": {
      "type": "remote",
      "url": "https://peopledatalabs.usefulapi.io/mcp",
      "enabled": true
    }
  }
}
# add to OpenClaw
openclaw mcp add io-usefulapi-peopledatalabs --url https://peopledatalabs.usefulapi.io/mcp --transport streamable-http
# ~/.hermes/config.yaml
mcp_servers:
  io-usefulapi-peopledatalabs:
    url: "https://peopledatalabs.usefulapi.io/mcp"
// mcp.json
{
  "mcpServers": {
    "io-usefulapi-peopledatalabs": {
      "type": "http",
      "url": "https://peopledatalabs.usefulapi.io/mcp"
    }
  }
}

The mcpServers block is a cross-client convention. Remote transports vary, so check your client's docs.

Changelog

Every change we have recorded for this component, newest first. Security-relevant changes are always shown. ▲ marks a change for the better, ▼ a change for the worse; unmarked changes are neutral.

  • 3 Aug 26 +42
    • Authorization: unverified → pass security
    • MCP protocol: unverified → fail functional
    • Endpoint reachability: not serving MCP → reachable functional
    • Tool coverage: unverified → 100 functional
    • Stability: unverified → 0.23 functional
  • 2 Aug 26 +10
    • Transport: fail → pass security
  • 1 Aug 26 −51
    • Endpoint reachability: reachable → not serving MCP security
    • Stability: 0.13 → unverified security
    • Authorization: pass → unverified security
    • Transport: pass → fail security
    • Tool coverage: 100 → unverified functional
    • Capabilities: fail → unverified functional
  • 31 Jul 26 +3
    • We updated how we score, so this day's move reflects our rubric, not a change to the server See what changed → functional
  • 30 Jul 26 −1
    • We updated how we score, so this day's move reflects our rubric, not a change to the server See what changed → functional
  • 28 Jul 26 +1
    • Stability: unverified → 0.03 functional
  • 27 Jul 26 +54
    • We updated how we score, so this day's move reflects our rubric, not a change to the server See what changed → functional
  • 26 Jul 26 12

    First indexed and scored.

Diagnostics

Diagnostic detail from the automated scan of this channel: what the scanner observed at each step, so you can see exactly where a check passed or failed. It is informational only and never changes the trust score.

Captured 3 Aug 2026 · Probed https://peopledatalabs.usefulapi.io/mcp

TLS valid

Negotiated TLS 1.3 with TLS_AES_128_GCM_SHA256 .

Subject Issuer Valid from Valid until Key Signature Serial
CN=usefulapi.io CN=WE1,O=Google Trust Services,C=US 17 Jul 2026 15 Oct 2026 ECDSA 256 ECDSA-SHA256 c881444e0f00b6ef0eda1d303241d8e8
SANs: usefulapi.io, peopledatalabs.usefulapi.io, *.peopledatalabs.usefulapi.io
CN=WE1,O=Google Trust Services,C=US (CA) CN=GTS Root R4,O=Google Trust Services LLC,C=US 13 Dec 2023 20 Feb 2029 ECDSA 256 ECDSA-SHA384 7ff31977972c224a76155d13b6d685e3
CN=GTS Root R4,O=Google Trust Services LLC,C=US (CA) CN=GlobalSign Root CA,OU=Root CA,O=GlobalSign nv-sa,C=BE 15 Nov 2023 28 Jan 2028 ECDSA 384 SHA256-RSA 7fe530bf331343bedd821610493d8a1b
DNSSEC insecure

Validation of peopledatalabs.usefulapi.io. Not signed

Zone DS Keys Algorithms Outcome
. trust_anchor 20326, 38696 8, 8 Verified
io. present 57355 8 Verified
usefulapi.io. absent Unsigned (proven) parent-signed NSEC/NSEC3 proves an unsigned delegation
Authentication Enforced and verified

The endpoint asked for a token and published valid RFC 9728 metadata describing how to get one.

Result Enforced and verified
Enforced On tool calls
HTTP status 200

WWW-Authenticate challenge Bearer realm="OAuth", resource_metadata="https://peopledatalabs.usefulapi.io/.well-known/oauth-protected-resource/mcp", error="invalid_token", error_description="Missing or invalid access token"

Bearer realm="OAuth", resource_metadata="https://peopledatalabs.usefulapi.io/.well-known/oauth-protected-resource/mcp", error="invalid_token", error_description="Missing or invalid access token"

Protected resource metadata

Document https://peopledatalabs.usefulapi.io/.well-known/oauth-protected-resource/mcp
Retrieved Yes
Resource https://peopledatalabs.usefulapi.io/mcp
Authorisation server https://peopledatalabs.usefulapi.io
Transports 2 probes
Transport URL Outcome Status Location
streamable-http https://peopledatalabs.usefulapi.io/mcp Verified 200
http (plaintext) http://peopledatalabs.usefulapi.io/mcp Inconclusive 401
MCP tools — 8 exposed · ~1,918 tokens

The tools this component advertises to a client, with an estimated token cost for each. Expand a tool to see its parameters and schema. The per-tool counts are indicative and are not scored directly; the schema's total context footprint is one signal in Schema Quality & AI Usability.

Tool Tokens
pdl_autocomplete ~144

Get suggested values for a search field along with the number of available records for each — useful for building valid Person/Company Search queries. Free on all plans. API: GET /autocomplete.

NameTypeReqDescription
fieldstringyesField to autocomplete: e.g. company, school, location, region, country, industry, title, role, sub_role, skill, major.
prettybooleanPretty-print the JSON response.
sizeintegerMax suggestions to return. Default 10.
textstringPartial text to get suggestions for, e.g. 'stanf'.
titlecasebooleanTitlecase the returned data.

No output schema declared.

No examples provided.

pdl_company_enrich ~236

Find the single best-matching company record. Requires a non-ambiguous input — name OR website OR ticker OR profile (website/ticker/profile resolve more reliably than name). Returns firmographics (industry, size, location, etc.) or a 404 'no match' body. API: GET /company/enrich.

NameTypeReqDescription
countrystringCompany country.
localitystringCompany city / locality.
locationstringCompany location free-text.
namestringCompany name, e.g. 'People Data Labs'.
pdl_idstringPDL id for a company record.
prettybooleanPretty-print the JSON response.
profilestringCompany social profile URL, e.g. a LinkedIn company URL.
regionstringCompany state / region.
tickerstringStock ticker for a public company, e.g. 'AAPL'.
titlecasebooleanTitlecase the returned data.
websitestringCompany website, e.g. 'google.com' (most reliable).

No output schema declared.

No examples provided.

pdl_company_search ~204

Search the full PDL Company Dataset with an Elasticsearch query object OR a SQL string over the Company Schema (e.g. all SaaS companies with 50-200 employees in the US). Paginate with scroll_token. Each returned record costs 1 credit. API: POST /company/search.

NameTypeReqDescription
fromintegerLegacy offset (0-9999). Prefer scroll_token.
prettybooleanPretty-print the JSON response.
querystringElasticsearch query as a JSON string, e.g. {"query":{"term":{"industry":"computer software"}}} — pass the value of "query".
scroll_tokenstringPagination token from a previous response.
sizeintegerNumber of records to return (1-100). Default 1.
sqlstringSQL query string, e.g. SELECT * FROM company WHERE industry='computer software'.
titlecasebooleanTitlecase the returned data.

No output schema declared.

No examples provided.

pdl_ip_enrich ~132

Enrich an IP address with its location, company, and (optionally) associated person data via a 1:1 match against PDL's IP dataset. API: GET /ip/enrich.

NameTypeReqDescription
ipstringyesThe IP address to enrich, e.g. '72.212.42.169'.
min_confidencestringMinimum confidence level required to return a match.
prettybooleanPretty-print the JSON response.
return_personbooleanInclude associated person data if available.
titlecasebooleanTitlecase the returned data.

No output schema declared.

No examples provided.

pdl_job_posting_search ~170

Search PDL's Job Posting Dataset (millions of active & historical postings sourced from company career pages) with an Elasticsearch query object OR a SQL string. Beta — may require plan access (HTTP 403 if not enabled). Each returned posting costs 1 credit. API: POST /job_posting/search.

NameTypeReqDescription
prettybooleanPretty-print the JSON response.
querystringElasticsearch query as a JSON string, e.g. {"query":{"term":{"title_role":"engineering"}}} — pass the value of "query".
scroll_tokenstringPagination token from a previous response.
sizeintegerNumber of records to return (1-100). Default 1.
sqlstringSQL query string over the job posting dataset.

No output schema declared.

No examples provided.

pdl_person_enrich ~417

Find the single best-matching person profile for a set of identifying attributes (name, email, phone, profile URL, company, etc.). Returns one record plus a likelihood score (1-10), or a 404 'no match' body. Use uniquely-identifying inputs for best results. API: GET /person/enrich.

NameTypeReqDescription
birth_datestringBirth date (yyyy or yyyy-mm-dd).
companystringCompany name, website, or PDL company id the person works at.
countrystringCountry name, e.g. 'united states'.
emailEmail address, or an array of email addresses.
first_namestringFirst / given name.
last_namestringLast / family name.
lidstringLinkedIn numerical ID.
localitystringCity / locality, e.g. 'san francisco'.
locationstringFree-text location, e.g. 'San Francisco, CA, USA'.
min_likelihoodintegerOnly return a 200 if match confidence >= this (1-10).
namestringFull name, e.g. 'Sean Thorne'.
pdl_idstringPDL persistent ID for a person record.
phonestringPhone number (E.164 or local).
postal_codestringPostal / ZIP code (assumed US if no country).
prettybooleanPretty-print the JSON response.
profileSocial profile URL(s), e.g. a LinkedIn URL. String or array.
regionstringState / region, e.g. 'california'.
requiredstringOnly return a match that contains these fields, e.g. 'emails AND mobile_phone'.
schoolstringSchool name or website the person attended.
titlecasebooleanTitlecase the returned data (default false = lowercase).

No output schema declared.

No examples provided.

pdl_person_identify ~360

Given broad, possibly-ambiguous attributes about a person, return up to 20 strongly-related profiles ranked by match score. Sits between enrich (1:1) and search (open-ended) — ideal when you can't uniquely resolve someone. API: GET /person/identify.

NameTypeReqDescription
birth_datestringBirth date (yyyy or yyyy-mm-dd).
companystringCompany name, website, or PDL company id the person works at.
countrystringCountry name, e.g. 'united states'.
emailEmail address, or an array of email addresses.
first_namestringFirst / given name.
last_namestringLast / family name.
lidstringLinkedIn numerical ID.
localitystringCity / locality, e.g. 'san francisco'.
locationstringFree-text location, e.g. 'San Francisco, CA, USA'.
namestringFull name, e.g. 'Sean Thorne'.
pdl_idstringPDL persistent ID for a person record.
phonestringPhone number (E.164 or local).
postal_codestringPostal / ZIP code (assumed US if no country).
prettybooleanPretty-print the JSON response.
profileSocial profile URL(s), e.g. a LinkedIn URL. String or array.
regionstringState / region, e.g. 'california'.
schoolstringSchool name or website the person attended.
titlecasebooleanTitlecase the returned data (default false = lowercase).

No output schema declared.

No examples provided.

pdl_person_search ~255

Search the full PDL Person Dataset with an Elasticsearch query object OR a SQL string over the Person Schema (e.g. everyone with job_title_role='engineering' at a company). Returns matching profiles sorted by completeness; paginate with scroll_token. Each returned record costs 1 credit. API: POST /person/search.

NameTypeReqDescription
datasetstringDataset(s) to search: resume, email, phone, mobile_phone, street_address, consumer_social, developer, all. Comma-separate; prefix '-' to exclude.
fromintegerLegacy offset (0-9999). Prefer scroll_token.
prettybooleanPretty-print the JSON response.
querystringElasticsearch query as a JSON string, e.g. {"query":{"term":{"job_company_name":"people data labs"}}} — pass the value of "query".
scroll_tokenstringPagination token from a previous response.
sizeintegerNumber of records to return (1-100). Default 1.
sqlstringSQL query string, e.g. SELECT * FROM person WHERE job_company_name='people data labs'.
titlecasebooleanTitlecase the returned data.

No output schema declared.

No examples provided.