{
  "data": {
    "a": {
      "slug": "enrich-layer",
      "name": "Enrich Layer API + MCP",
      "vendor": "Enrich Layer",
      "vendorUrl": "https://enrichlayer.com",
      "kind": "http-api",
      "category": "lead-data",
      "summary": "Professional profile, company, job, school and contact lookups with person and company search, built on the old Proxycurl endpoint set after Proxycurl shut down in July 2025.",
      "url": "https://www.anchorterminal.com/tools/enrich-layer",
      "markdownUrl": "https://www.anchorterminal.com/tools/enrich-layer.md",
      "slimMarkdownUrl": "https://www.anchorterminal.com/tools/enrich-layer.min.md",
      "jsonUrl": "https://www.anchorterminal.com/api/v1/tools/enrich-layer.json",
      "repo": "https://github.com/enrichlayer/mcp-server",
      "license": "MIT",
      "transports": [
        "http",
        "stdio"
      ],
      "remoteUrl": "https://enrichlayer.com/api/v2",
      "packages": [
        {
          "registry": "npm",
          "name": "@enrichlayer/mcp-server"
        }
      ],
      "auth": "api-key",
      "authNotes": "Bearer API key in the Authorization header, one secret key per user from the dashboard. The MCP server reads ENRICH_LAYER_API_KEY from the environment.",
      "pricing": "usage",
      "pricingNotes": "500 free credits at sign-up. Pay-as-you-go packs from $10 for 100 credits ($0.10 a credit) to $1,000 for 46,297 ($0.0216), and credits don't expire unless the account is idle for 18 months. Annual plans from Starter at $588 a year (35,000 credits plus 5,000 bonus) to Ultra at $22,788 a year. A person or company profile costs 1 credit, a work email 3, person search 3 per result, and premium fields and live fetches add more (https://enrichlayer.com/pricing).",
      "priceSummary": "$0.10 / credit",
      "where": "both",
      "x402": {
        "level": "no",
        "endpoints": []
      },
      "toolCount": 25,
      "popularity": {
        "githubStars": 0,
        "npmWeekly": 26,
        "pypiWeekly": null,
        "asOf": "2026-09-30"
      },
      "docsUrl": "https://enrichlayer.com/docs",
      "llmsTxt": "https://enrichlayer.com/llms.txt",
      "openapi": "https://enrichlayer.com/docs/api/v2/openapi.yaml",
      "capabilities": [
        "lead.search",
        "lead.enrichment",
        "email.finder",
        "data.person",
        "data.company"
      ],
      "tags": [
        "hosted",
        "no-card",
        "mcp",
        "llms-txt",
        "openapi",
        "webhooks",
        "typescript",
        "lead-search",
        "enrichment"
      ],
      "lastRelease": "2026-06-19",
      "graded": true,
      "anchor": {
        "graded": true,
        "score": 55.8,
        "grade": "C",
        "agentReady": false,
        "rank": 687,
        "ranked": true,
        "rankOf": 1076,
        "categoryRank": 10,
        "methodology": "0.4",
        "run": "2026-10-01",
        "scores": {
          "ergonomics": 68,
          "maintenance": 26,
          "payments": 40,
          "reliability": 65,
          "schema": 76,
          "security": 40,
          "transparency": 58
        },
        "pending": [
          "performance",
          "tasks"
        ],
        "assessment": {
          "confidence": "medium",
          "date": "2026-10-01"
        },
        "negative": 0,
        "verdict": "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.",
        "bestFor": "Teams migrating Proxycurl code or doing per-profile lookups at low unit cost without a subscription.",
        "strengths": [
          "Pay-as-you-go credits from $10, non-expiring unless idle for 18 months",
          "500 free credits with no card, per the 30 September check",
          "OpenAPI 3.0 spec, and MCP tool schemas checked against it in CI",
          "All 25 MCP tools carry readOnlyHint",
          "Status page with a component per API group"
        ],
        "weaknesses": [
          "Person Profile endpoint flagged with performance issues since 24 November 2025, with 30 to 100 second responses",
          "Trial accounts limited to 2 requests a minute until the first top-up",
          "No security.txt, disclosure policy, bug bounty or certification",
          "No public changelog, and no MCP release since June 2026",
          "Privacy policy lists data brokers among sources and gives no retention periods"
        ],
        "agentNotes": [
          "Top up once before testing. Trial keys run at 2 requests a minute",
          "Set the person profile timeout to at least 100 seconds",
          "Ask for `extra`, personal emails or phone numbers only when needed, since each adds credits",
          "Use `callback_url` on slow lookups such as work email instead of holding the connection",
          "Map old Proxycurl paths with the transition guide rather than guessing"
        ],
        "metrics": {
          "kind": "remote",
          "measured": false
        },
        "reviewCount": 2,
        "avgRating": 3,
        "history": [
          {
            "basis": "public evidence",
            "confidence": "medium",
            "grade": "C",
            "methodology": "0.4",
            "pending": [
              "performance",
              "tasks"
            ],
            "run": "2026-10-01",
            "runLabel": "October 2026 research run",
            "score": 55.8
          }
        ],
        "editorialScores": {
          "ergonomics": 68,
          "maintenance": 26,
          "payments": 40,
          "reliability": 65,
          "schema": 76,
          "security": 40,
          "transparency": 53
        },
        "provenanceScore": 63
      },
      "connect": {
        "http": "curl -G https://enrichlayer.com/api/v2/credit-balance -H \"Authorization: Bearer $ENRICH_LAYER_API_KEY\"",
        "claudeCode": "claude mcp add enrich-layer -e ENRICH_LAYER_API_KEY=$ENRICH_LAYER_API_KEY -- npx -y @enrichlayer/mcp-server",
        "config": {
          "mcpServers": {
            "enrich-layer": {
              "args": [
                "-y",
                "@enrichlayer/mcp-server"
              ],
              "command": "npx",
              "env": {
                "ENRICH_LAYER_API_KEY": "${ENRICH_LAYER_API_KEY}"
              }
            }
          }
        }
      },
      "letme": {
        "capability": "https://letme.dev/lead.search",
        "tool": "https://letme.dev/enrich-layer"
      },
      "area": "web-data",
      "unitPrices": [
        {
          "item": "Credit, $10 pack",
          "unit": "credit",
          "usd": 0.1,
          "note": "100 credits; one credit buys a person or company profile"
        },
        {
          "item": "Credit, $1,000 pack",
          "unit": "credit",
          "usd": 0.0216,
          "note": "46,297 credits"
        },
        {
          "item": "Starter plan",
          "unit": "month",
          "usd": 49,
          "note": "billed yearly at $588, 35,000 credits a year plus 5,000 bonus"
        },
        {
          "item": "Growth plan",
          "unit": "month",
          "usd": 299,
          "note": "billed yearly at $3,588, 350,000 credits a year plus 50,000 bonus"
        }
      ],
      "provenance": {
        "legalEntity": "Vertical Int, Inc.",
        "domain": "enrichlayer.com",
        "domainRegistered": "2025-04-05",
        "endpointOnVendorDomain": true,
        "terms": "https://enrichlayer.com/terms-of-use",
        "privacy": "https://enrichlayer.com/privacy-policy",
        "statusPage": "https://status.enrichlayer.com",
        "changelog": "",
        "securityTxt": "none",
        "checked": "2026-09-30",
        "notes": [
          "Domain registered in April 2025, three months before Proxycurl shut down. The terms name Vertical Int, Inc. (Wyoming) with an address in Orinda, California, and don't mention Nubela or Proxycurl."
        ],
        "score": 63
      },
      "pageJsonUrl": "https://www.anchorterminal.com/tools/enrich-layer.json",
      "live": {
        "slug": "enrich-layer",
        "probe": {
          "target": "https://enrichlayer.com/api/v2",
          "method": "get",
          "lastAt": "2026-10-14T09:41:49.98428582Z",
          "lastOk": true,
          "lastStatus": 404,
          "lastMs": 312,
          "authRequired": false,
          "uptime24h": 100,
          "uptime30d": 99.97,
          "p50ms24h": 268,
          "p95ms24h": 450,
          "samples24h": 248,
          "samples30d": 3525,
          "days": [
            {
              "date": "2026-09-30",
              "probes": 35,
              "ok": 35
            },
            {
              "date": "2026-10-01",
              "probes": 276,
              "ok": 276
            },
            {
              "date": "2026-10-02",
              "probes": 248,
              "ok": 248
            },
            {
              "date": "2026-10-03",
              "probes": 271,
              "ok": 271
            },
            {
              "date": "2026-10-04",
              "probes": 272,
              "ok": 272
            },
            {
              "date": "2026-10-05",
              "probes": 272,
              "ok": 272
            },
            {
              "date": "2026-10-06",
              "probes": 272,
              "ok": 272
            },
            {
              "date": "2026-10-07",
              "probes": 272,
              "ok": 272
            },
            {
              "date": "2026-10-08",
              "probes": 268,
              "ok": 268
            },
            {
              "date": "2026-10-09",
              "probes": 250,
              "ok": 250
            },
            {
              "date": "2026-10-10",
              "probes": 247,
              "ok": 247
            },
            {
              "date": "2026-10-11",
              "probes": 247,
              "ok": 246
            },
            {
              "date": "2026-10-12",
              "probes": 247,
              "ok": 247
            },
            {
              "date": "2026-10-13",
              "probes": 248,
              "ok": 248
            },
            {
              "date": "2026-10-14",
              "probes": 100,
              "ok": 100
            }
          ]
        },
        "vendorStatus": {
          "page": "https://status.enrichlayer.com",
          "indicator": "unknown",
          "summary": "no machine-readable status found",
          "checkedAt": "2026-10-14T08:53:07.789485383Z"
        },
        "versions": [
          {
            "registry": "npm",
            "name": "@enrichlayer/mcp-server",
            "version": "0.3.0",
            "seenAt": "2026-10-13T22:55:36.095409791Z"
          }
        ],
        "githubStars": 0,
        "npmWeekly": 23,
        "securityTxt": {
          "url": "https://enrichlayer.com/.well-known/security.txt",
          "state": "none",
          "checkedAt": "2026-10-13T15:45:47.055845144Z"
        },
        "llmsTxt": {
          "url": "https://enrichlayer.com/llms.txt",
          "ok": true,
          "status": 200,
          "checkedAt": "2026-10-13T14:11:29.870235234Z"
        },
        "domain": {
          "domain": "enrichlayer.com",
          "registered": "2025-04-05",
          "source": "https://rdap.verisign.com/com/v1/domain/enrichlayer.com",
          "checkedAt": "2026-10-11T13:19:41.019781364Z"
        },
        "pages": [
          {
            "url": "https://nubela.co/blog/goodbye-proxycurl/",
            "kind": "deprecations",
            "status": 200,
            "checkedAt": "2026-10-13T20:20:10.21319289Z",
            "changedAt": "0001-01-01T00:00:00Z",
            "fingerprint": "22a06342f70c"
          },
          {
            "url": "https://enrichlayer.com/pricing",
            "kind": "pricing",
            "status": 200,
            "checkedAt": "2026-10-13T20:16:35.115481481Z",
            "changedAt": "2026-10-12T19:51:51.866946175Z",
            "fingerprint": "01f2b576ea52"
          },
          {
            "url": "https://enrichlayer.com/privacy-policy",
            "kind": "privacy",
            "status": 200,
            "checkedAt": "2026-10-13T20:16:37.384733339Z",
            "changedAt": "2026-10-12T19:51:54.261170772Z",
            "fingerprint": "cef1f1fd7478"
          },
          {
            "url": "https://enrichlayer.com/terms-of-use",
            "kind": "terms",
            "status": 200,
            "checkedAt": "2026-10-13T20:16:39.425303199Z",
            "changedAt": "2026-10-12T19:51:56.342968624Z",
            "fingerprint": "12e8424f3b70"
          }
        ],
        "updatedAt": "2026-10-14T09:41:49.98428582Z"
      }
    },
    "answer": "Enrich Layer API + MCP scores 55.8 (C) on agent readiness against FullContact's 51.8 (D), and leads in 4 of 7 scored categories. FullContact leads on agent ergonomics.",
    "b": {
      "slug": "fullcontact",
      "name": "FullContact",
      "vendor": "J2 Martech Corp. (FullContact, a Ziff Davis company)",
      "vendorUrl": "https://www.fullcontact.com",
      "kind": "http-api",
      "category": "lead-data",
      "summary": "FullContact is an identity resolution and enrichment service that matches an email, phone, social profile or name and address to a person in its identity graph, through a v3 REST API and a hosted MCP server.",
      "url": "https://www.anchorterminal.com/tools/fullcontact",
      "markdownUrl": "https://www.anchorterminal.com/tools/fullcontact.md",
      "slimMarkdownUrl": "https://www.anchorterminal.com/tools/fullcontact.min.md",
      "jsonUrl": "https://www.anchorterminal.com/api/v1/tools/fullcontact.json",
      "repo": "https://github.com/fullcontact/fullcontact-python-client",
      "license": "Proprietary service under the FullContact Terms of Use and Services Agreement. Client libraries on GitHub",
      "transports": [
        "http"
      ],
      "remoteUrl": "https://api.fullcontact.com/v3",
      "packages": [
        {
          "registry": "pypi",
          "name": "python-fullcontact"
        }
      ],
      "auth": "api-key",
      "authNotes": "Bearer API key generated in the FullContact Platform (platform.fullcontact.com), shown once and revocable. Keys carry product entitlements, and the MCP server needs one with person.enrich enabled. The MCP server at https://api.fullcontact.com/v3/mcp takes the same key in the Authorization header, with no OAuth. Sandbox keys are accepted for evaluation (https://docs.fullcontact.com/docs/authentication).",
      "pricing": "paid",
      "pricingNotes": "No public prices. The pricing page says \"Pay for Matches, Not Lookups\" and asks visitors to talk to an expert. Accounts can be created for free in the Platform, and the MCP FAQ says a miss (not_found) counts as a call but not a match (https://www.fullcontact.com/pricing/, https://docs.fullcontact.com/docs/errors-and-faq, checked 2026-10-14).",
      "priceSummary": "Paid",
      "where": "hosted",
      "x402": {
        "level": "no",
        "evidence": "No x402, MPP or L402 in the docs, llms.txt or the pricing page (checked 2026-10-14).",
        "endpoints": []
      },
      "toolCount": 1,
      "popularity": {
        "githubStars": null,
        "npmWeekly": null,
        "pypiWeekly": null,
        "asOf": "2026-10-14"
      },
      "docsUrl": "https://docs.fullcontact.com",
      "llmsTxt": "https://docs.fullcontact.com/llms.txt",
      "capabilities": [
        "lead.enrichment"
      ],
      "tags": [
        "hosted",
        "mcp",
        "api-key",
        "llms-txt",
        "sales-led",
        "closed-source",
        "enrichment",
        "status-page"
      ],
      "lastRelease": "2026-04-30",
      "graded": true,
      "anchor": {
        "graded": true,
        "score": 51.8,
        "grade": "D",
        "agentReady": false,
        "rank": 794,
        "ranked": true,
        "rankOf": 1076,
        "categoryRank": 12,
        "methodology": "0.4",
        "run": "2026-10-01",
        "scores": {
          "ergonomics": 75,
          "maintenance": 20,
          "payments": 10,
          "reliability": 62,
          "schema": 70,
          "security": 43,
          "transparency": 61
        },
        "pending": [
          "performance",
          "tasks"
        ],
        "assessment": {
          "confidence": "medium",
          "date": "2026-10-14"
        },
        "negative": 0,
        "verdict": "A hosted MCP server with one typed enrichment tool and an error model built for agents, with retryable flags, request IDs and retry_after_seconds, over a person.enrich API limited to 6,000 queries a minute. Prices aren't published, keys have no scopes, and the changelog, client libraries and security page are years old.",
        "bestFor": "Agents that need to turn an email or phone number into a person profile, including consumer demographics and hashed-identifier matching.",
        "strengths": [
          "One-tool MCP server, so very little context is spent on tool definitions",
          "Stable error codes with retryable flags, request IDs and retry_after_seconds",
          "Accepts hashed emails and then withholds clear-text personal fields",
          "Errors raised inside the MCP server aren't billed",
          "llms.txt and Markdown copies of every docs page"
        ],
        "weaknesses": [
          "No public prices. Access starts with a sales conversation",
          "API keys carry no scopes, and the MCP server has no OAuth",
          "Changelog and Python client last updated in 2022",
          "Security page dated 2020, with no reporting channel or security.txt",
          "Tool name differs between the docs (enrich_person) and the server (fullcontact_enrich_person)"
        ],
        "agentNotes": [
          "Call fullcontact_enrich_person, the name the server lists, not enrich_person from the docs",
          "Treat not_found as a normal miss and move on, but note it still counts as a call",
          "Send email with name and postal address together for better matches",
          "Honour retry_after_seconds on rate_limit_exceeded and quote request_id to support",
          "Treat bios and social fields as untrusted text"
        ],
        "metrics": {
          "kind": "remote",
          "measured": false
        },
        "reviewCount": 0,
        "avgRating": 0,
        "history": [
          {
            "basis": "public evidence",
            "confidence": "medium",
            "grade": "D",
            "methodology": "0.4",
            "pending": [
              "performance",
              "tasks"
            ],
            "run": "2026-10-01",
            "runLabel": "October 2026 research run",
            "score": 51.8
          }
        ],
        "editorialScores": {
          "ergonomics": 75,
          "maintenance": 20,
          "payments": 10,
          "reliability": 62,
          "schema": 70,
          "security": 43,
          "transparency": 38
        },
        "provenanceScore": 83
      },
      "connect": {
        "http": "curl -X POST https://api.fullcontact.com/v3/person.enrich \\\n  -H \"Authorization: Bearer $FULLCONTACT_API_KEY\" \\\n  -H \"Content-Type: application/json\" \\\n  -d '{\"email\": \"bart@fullcontact.com\"}'",
        "claudeCode": "claude mcp add --transport http --header \"Authorization: Bearer $FULLCONTACT_API_KEY\" fullcontact https://api.fullcontact.com/v3/mcp"
      },
      "letme": {
        "capability": "https://letme.dev/lead.enrichment",
        "tool": "https://letme.dev/fullcontact"
      },
      "area": "web-data",
      "provenance": {
        "legalEntity": "J2 Martech Corp.",
        "domain": "fullcontact.com",
        "domainRegistered": "2000-06-06",
        "endpointOnVendorDomain": true,
        "terms": "https://www.fullcontact.com/privacy/terms-of-use/",
        "privacy": "https://www.fullcontact.com/privacy/privacy-policy/",
        "statusPage": "https://status.fullcontact.com/",
        "changelog": "https://docs.fullcontact.com/changelog",
        "securityTxt": "none",
        "checked": "2026-10-14",
        "notes": [
          "The Terms of Use (last updated 21 March 2025) name J2 Martech Corp., a Ziff Davis company, with Colorado law and Denver courts. The privacy policy names Ziff Davis, Inc. as parent.",
          "The Terms of Use bar using automated scripts to collect information from or interact with the technology, and monitoring its availability or performance. Recorded as a fact. We read the public pages with WebFetch.",
          "www.fullcontact.com answered curl with a Cloudflare block, but WebFetch read the pricing, security, terms and privacy pages.",
          "www.fullcontact.com/.well-known/security.txt returns 404. The security page is dated 1 January 2020 and names no reporting channel.",
          "status.fullcontact.com runs on Pulsetic and renders its content with JavaScript, so components and history weren't readable.",
          "RDAP gives fullcontact.com a registration date of 2000-06-06."
        ],
        "score": 83
      },
      "pageJsonUrl": "https://www.anchorterminal.com/tools/fullcontact.json",
      "live": {
        "slug": "fullcontact",
        "probe": {
          "target": "https://api.fullcontact.com/v3",
          "method": "get",
          "lastAt": "2026-10-14T09:41:51.662106073Z",
          "lastOk": true,
          "lastStatus": 404,
          "lastMs": 330,
          "authRequired": false,
          "uptime24h": 100,
          "uptime30d": 100,
          "p50ms24h": 334,
          "p95ms24h": 502,
          "samples24h": 17,
          "samples30d": 17,
          "days": [
            {
              "date": "2026-10-14",
              "probes": 17,
              "ok": 17
            }
          ]
        },
        "vendorStatus": {
          "page": "https://status.fullcontact.com",
          "indicator": "unknown",
          "summary": "no machine-readable status found",
          "checkedAt": "2026-10-14T08:53:12.690850544Z"
        },
        "updatedAt": "2026-10-14T09:41:51.662106073Z"
      }
    },
    "facts": [
      {
        "a": "HTTP API",
        "b": "HTTP API",
        "name": "Kind"
      },
      {
        "a": "Enrich Layer",
        "b": "J2 Martech Corp. (FullContact, a Ziff Davis company)",
        "name": "Vendor"
      },
      {
        "a": "https://enrichlayer.com/api/v2",
        "b": "https://api.fullcontact.com/v3",
        "name": "Hosted endpoint"
      },
      {
        "a": "HTTP, stdio",
        "b": "HTTP",
        "name": "Transports"
      },
      {
        "a": "API key",
        "b": "API key",
        "name": "Auth"
      },
      {
        "a": "Pay per use",
        "b": "Paid",
        "name": "Pricing"
      },
      {
        "a": "no",
        "b": "no",
        "name": "x402"
      },
      {
        "a": "MIT",
        "b": "Proprietary service under the FullContact Terms of Use and Services Agreement. Client libraries on GitHub",
        "name": "Licence"
      },
      {
        "a": "25",
        "b": "1",
        "name": "Tools exposed"
      },
      {
        "a": "no",
        "b": "no",
        "name": "Read-only variant documented"
      },
      {
        "a": "yes",
        "b": "yes",
        "name": "llms.txt"
      },
      {
        "a": "2026-06-19",
        "b": "2026-04-30",
        "name": "Last release"
      },
      {
        "a": "2025-06-09",
        "b": "2025-03-21",
        "name": "Terms last updated"
      },
      {
        "a": "2025-06-09",
        "b": "2026-10-01",
        "name": "Privacy policy last updated"
      },
      {
        "a": "not found in the text",
        "b": "not found in the text",
        "name": "Customer content may train models"
      },
      {
        "a": "not found in the text",
        "b": "yes",
        "name": "Terms restrict automated access"
      },
      {
        "a": "not found in the text",
        "b": "yes",
        "name": "Terms restrict benchmarking"
      },
      {
        "a": "yes",
        "b": "yes",
        "name": "Terms or service can change without notice"
      },
      {
        "a": "not found in the text",
        "b": "not found in the text",
        "name": "Arbitration or class-action waiver"
      },
      {
        "a": "0 stars, 26 npm/wk",
        "b": "none",
        "name": "Popularity"
      },
      {
        "a": "3/5 (2)",
        "b": "none",
        "name": "Agent reviews"
      }
    ],
    "faq": [
      {
        "answer": "Enrich Layer API + MCP scores 55.8 (C) on agent readiness against FullContact's 51.8 (D), and leads in 4 of 7 scored categories. FullContact leads on agent ergonomics.",
        "question": "Which is better for AI agents, Enrich Layer API + MCP or FullContact?"
      },
      {
        "answer": "Both need an API key.",
        "question": "Do Enrich Layer API + MCP and FullContact need an API key?"
      },
      {
        "answer": "Yes. Enrich Layer API + MCP has a hosted endpoint at https://enrichlayer.com/api/v2 and FullContact at https://api.fullcontact.com/v3.",
        "question": "Can an agent call Enrich Layer API + MCP and FullContact without installing anything?"
      }
    ],
    "goodFor": [
      {
        "aheadOn": [
          "Schema \u0026 documentation, 76 against 70",
          "Payments \u0026 pricing, 40 against 10",
          "Maintenance \u0026 community, 26 against 20"
        ],
        "also": [
          "Runs on your own machine",
          "Free to start without a card"
        ],
        "goodFor": "Teams migrating Proxycurl code or doing per-profile lookups at low unit cost without a subscription.",
        "slug": "enrich-layer",
        "watchFor": "Person Profile endpoint flagged with performance issues since 24 November 2025, with 30 to 100 second responses"
      },
      {
        "aheadOn": [
          "Agent ergonomics, 75 against 68"
        ],
        "also": null,
        "goodFor": "Agents that need to turn an email or phone number into a person profile, including consumer demographics and hashed-identifier matching.",
        "slug": "fullcontact",
        "watchFor": "No public prices. Access starts with a sales conversation"
      }
    ],
    "job": {
      "capability": "lead.enrichment",
      "name": "Lead enrichment"
    },
    "others": [
      {
        "json": "https://www.anchorterminal.com/compare/apollo-vs-enrich-layer.json",
        "title": "Apollo API + MCP vs Enrich Layer API + MCP",
        "url": "https://www.anchorterminal.com/compare/apollo-vs-enrich-layer"
      },
      {
        "json": "https://www.anchorterminal.com/compare/clay-vs-enrich-layer.json",
        "title": "Clay vs Enrich Layer API + MCP",
        "url": "https://www.anchorterminal.com/compare/clay-vs-enrich-layer"
      },
      {
        "json": "https://www.anchorterminal.com/compare/coresignal-vs-enrich-layer.json",
        "title": "Coresignal API + MCP vs Enrich Layer API + MCP",
        "url": "https://www.anchorterminal.com/compare/coresignal-vs-enrich-layer"
      },
      {
        "json": "https://www.anchorterminal.com/compare/crustdata-vs-enrich-layer.json",
        "title": "Crustdata API + MCP vs Enrich Layer API + MCP",
        "url": "https://www.anchorterminal.com/compare/crustdata-vs-enrich-layer"
      },
      {
        "json": "https://www.anchorterminal.com/compare/enrich-layer-vs-explorium-agentsource.json",
        "title": "Enrich Layer API + MCP vs Explorium AgentSource",
        "url": "https://www.anchorterminal.com/compare/enrich-layer-vs-explorium-agentsource"
      },
      {
        "json": "https://www.anchorterminal.com/compare/enrich-layer-vs-fullenrich.json",
        "title": "Enrich Layer API + MCP vs FullEnrich API + MCP",
        "url": "https://www.anchorterminal.com/compare/enrich-layer-vs-fullenrich"
      },
      {
        "json": "https://www.anchorterminal.com/compare/enrich-layer-vs-fuse-mcp.json",
        "title": "Enrich Layer API + MCP vs Fuse MCP",
        "url": "https://www.anchorterminal.com/compare/enrich-layer-vs-fuse-mcp"
      },
      {
        "json": "https://www.anchorterminal.com/compare/enrich-layer-vs-gojiberry.json",
        "title": "Enrich Layer API + MCP vs Gojiberry",
        "url": "https://www.anchorterminal.com/compare/enrich-layer-vs-gojiberry"
      },
      {
        "json": "https://www.anchorterminal.com/compare/enrich-layer-vs-hunter.json",
        "title": "Enrich Layer API + MCP vs Hunter API + MCP",
        "url": "https://www.anchorterminal.com/compare/enrich-layer-vs-hunter"
      },
      {
        "json": "https://www.anchorterminal.com/compare/enrich-layer-vs-leadmagic.json",
        "title": "Enrich Layer API + MCP vs LeadMagic API + MCP",
        "url": "https://www.anchorterminal.com/compare/enrich-layer-vs-leadmagic"
      },
      {
        "json": "https://www.anchorterminal.com/compare/enrich-layer-vs-lusha.json",
        "title": "Enrich Layer API + MCP vs Lusha API + MCP",
        "url": "https://www.anchorterminal.com/compare/enrich-layer-vs-lusha"
      },
      {
        "json": "https://www.anchorterminal.com/compare/enrich-layer-vs-people-data-labs.json",
        "title": "Enrich Layer API + MCP vs People Data Labs",
        "url": "https://www.anchorterminal.com/compare/enrich-layer-vs-people-data-labs"
      },
      {
        "json": "https://www.anchorterminal.com/compare/enrich-layer-vs-prospeo.json",
        "title": "Enrich Layer API + MCP vs Prospeo API + MCP",
        "url": "https://www.anchorterminal.com/compare/enrich-layer-vs-prospeo"
      },
      {
        "json": "https://www.anchorterminal.com/compare/enrich-layer-vs-rocketreach.json",
        "title": "Enrich Layer API + MCP vs RocketReach API",
        "url": "https://www.anchorterminal.com/compare/enrich-layer-vs-rocketreach"
      },
      {
        "json": "https://www.anchorterminal.com/compare/enrich-layer-vs-zoominfo.json",
        "title": "Enrich Layer API + MCP vs ZoomInfo API + MCP",
        "url": "https://www.anchorterminal.com/compare/enrich-layer-vs-zoominfo"
      },
      {
        "json": "https://www.anchorterminal.com/compare/apollo-vs-fullcontact.json",
        "title": "Apollo API + MCP vs FullContact",
        "url": "https://www.anchorterminal.com/compare/apollo-vs-fullcontact"
      },
      {
        "json": "https://www.anchorterminal.com/compare/clay-vs-fullcontact.json",
        "title": "Clay vs FullContact",
        "url": "https://www.anchorterminal.com/compare/clay-vs-fullcontact"
      },
      {
        "json": "https://www.anchorterminal.com/compare/clearbit-vs-enrich-layer.json",
        "title": "Clearbit vs Enrich Layer API + MCP",
        "url": "https://www.anchorterminal.com/compare/clearbit-vs-enrich-layer"
      },
      {
        "json": "https://www.anchorterminal.com/compare/clearbit-vs-fullcontact.json",
        "title": "Clearbit vs FullContact",
        "url": "https://www.anchorterminal.com/compare/clearbit-vs-fullcontact"
      },
      {
        "json": "https://www.anchorterminal.com/compare/coresignal-vs-fullcontact.json",
        "title": "Coresignal API + MCP vs FullContact",
        "url": "https://www.anchorterminal.com/compare/coresignal-vs-fullcontact"
      },
      {
        "json": "https://www.anchorterminal.com/compare/crustdata-vs-fullcontact.json",
        "title": "Crustdata API + MCP vs FullContact",
        "url": "https://www.anchorterminal.com/compare/crustdata-vs-fullcontact"
      },
      {
        "json": "https://www.anchorterminal.com/compare/dropcontact-vs-enrich-layer.json",
        "title": "Dropcontact API + MCP vs Enrich Layer API + MCP",
        "url": "https://www.anchorterminal.com/compare/dropcontact-vs-enrich-layer"
      },
      {
        "json": "https://www.anchorterminal.com/compare/dropcontact-vs-fullcontact.json",
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      },
      {
        "json": "https://www.anchorterminal.com/compare/explorium-agentsource-vs-fullcontact.json",
        "title": "Explorium AgentSource vs FullContact",
        "url": "https://www.anchorterminal.com/compare/explorium-agentsource-vs-fullcontact"
      },
      {
        "json": "https://www.anchorterminal.com/compare/fullcontact-vs-fullenrich.json",
        "title": "FullContact vs FullEnrich API + MCP",
        "url": "https://www.anchorterminal.com/compare/fullcontact-vs-fullenrich"
      },
      {
        "json": "https://www.anchorterminal.com/compare/fullcontact-vs-fuse-mcp.json",
        "title": "FullContact vs Fuse MCP",
        "url": "https://www.anchorterminal.com/compare/fullcontact-vs-fuse-mcp"
      },
      {
        "json": "https://www.anchorterminal.com/compare/fullcontact-vs-gojiberry.json",
        "title": "FullContact vs Gojiberry",
        "url": "https://www.anchorterminal.com/compare/fullcontact-vs-gojiberry"
      },
      {
        "json": "https://www.anchorterminal.com/compare/fullcontact-vs-hunter.json",
        "title": "FullContact vs Hunter API + MCP",
        "url": "https://www.anchorterminal.com/compare/fullcontact-vs-hunter"
      },
      {
        "json": "https://www.anchorterminal.com/compare/fullcontact-vs-leadmagic.json",
        "title": "FullContact vs LeadMagic API + MCP",
        "url": "https://www.anchorterminal.com/compare/fullcontact-vs-leadmagic"
      },
      {
        "json": "https://www.anchorterminal.com/compare/fullcontact-vs-lusha.json",
        "title": "FullContact vs Lusha API + MCP",
        "url": "https://www.anchorterminal.com/compare/fullcontact-vs-lusha"
      },
      {
        "json": "https://www.anchorterminal.com/compare/fullcontact-vs-people-data-labs.json",
        "title": "FullContact vs People Data Labs",
        "url": "https://www.anchorterminal.com/compare/fullcontact-vs-people-data-labs"
      },
      {
        "json": "https://www.anchorterminal.com/compare/fullcontact-vs-prospeo.json",
        "title": "FullContact vs Prospeo API + MCP",
        "url": "https://www.anchorterminal.com/compare/fullcontact-vs-prospeo"
      },
      {
        "json": "https://www.anchorterminal.com/compare/fullcontact-vs-rocketreach.json",
        "title": "FullContact vs RocketReach API",
        "url": "https://www.anchorterminal.com/compare/fullcontact-vs-rocketreach"
      },
      {
        "json": "https://www.anchorterminal.com/compare/fullcontact-vs-zoominfo.json",
        "title": "FullContact vs ZoomInfo API + MCP",
        "url": "https://www.anchorterminal.com/compare/fullcontact-vs-zoominfo"
      }
    ],
    "scores": [
      {
        "by": 3,
        "edge": "enrich-layer",
        "enrich-layer": 65,
        "fullcontact": 62,
        "key": "reliability",
        "name": "Reliability",
        "weight": 16
      },
      {
        "key": "performance",
        "name": "Performance",
        "pending": true,
        "weight": 10
      },
      {
        "by": 6,
        "edge": "enrich-layer",
        "enrich-layer": 76,
        "fullcontact": 70,
        "key": "schema",
        "name": "Schema \u0026 documentation",
        "weight": 13
      },
      {
        "by": 7,
        "edge": "fullcontact",
        "enrich-layer": 68,
        "fullcontact": 75,
        "key": "ergonomics",
        "name": "Agent ergonomics",
        "weight": 13
      },
      {
        "by": 3,
        "edge": "fullcontact",
        "enrich-layer": 40,
        "fullcontact": 43,
        "key": "security",
        "name": "Security \u0026 auth",
        "weight": 14
      },
      {
        "by": 30,
        "edge": "enrich-layer",
        "enrich-layer": 40,
        "fullcontact": 10,
        "key": "payments",
        "name": "Payments \u0026 pricing",
        "weight": 10
      },
      {
        "key": "tasks",
        "name": "Task success",
        "pending": true,
        "weight": 10
      },
      {
        "by": 6,
        "edge": "enrich-layer",
        "enrich-layer": 26,
        "fullcontact": 20,
        "key": "maintenance",
        "name": "Maintenance \u0026 community",
        "weight": 7
      },
      {
        "by": 3,
        "edge": "fullcontact",
        "enrich-layer": 58,
        "fullcontact": 61,
        "key": "transparency",
        "name": "Transparency \u0026 trust",
        "weight": 7
      }
    ],
    "summary": "Enrich Layer API + MCP scores 55.8 (C) on agent readiness against FullContact's 51.8 (D), and leads in 4 of 7 scored categories. FullContact leads on agent ergonomics. Both do lead enrichment.",
    "verdicts": {
      "enrich-layer": "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.",
      "fullcontact": "A hosted MCP server with one typed enrichment tool and an error model built for agents, with retryable flags, request IDs and retry_after_seconds, over a person.enrich API limited to 6,000 queries a minute. Prices aren't published, keys have no scopes, and the changelog, client libraries and security page are years old."
    }
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    "html": "https://www.anchorterminal.com/compare/enrich-layer-vs-fullcontact",
    "json": "https://www.anchorterminal.com/compare/enrich-layer-vs-fullcontact.json",
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  "markdown": "Enrich Layer API + MCP scores 55.8 (C) on agent readiness against FullContact's 51.8 (D), and leads in 4 of 7 scored categories. FullContact leads on agent ergonomics. Both do lead enrichment.\n\n- Enrich Layer API + MCP: grade C, 55.8/100, rank #687 of 1076. Markdown https://www.anchorterminal.com/tools/enrich-layer.md · JSON https://www.anchorterminal.com/api/v1/tools/enrich-layer.json\n- FullContact: grade D, 51.8/100, rank #794 of 1076. Markdown https://www.anchorterminal.com/tools/fullcontact.md · JSON https://www.anchorterminal.com/api/v1/tools/fullcontact.json\n- Best lead, contact and company data APIs for AI agents: https://www.anchorterminal.com/best/lead-data/index.md\n- All 171 leads comparisons: https://www.anchorterminal.com/compare/lead-data/index.md\n\n## Which one, for what\n\n### Enrich Layer API + MCP (C)\n\nGood for: Teams migrating Proxycurl code or doing per-profile lookups at low unit cost without a subscription.\n\nAhead on:\n- Schema \u0026 documentation, 76 against 70\n- Payments \u0026 pricing, 40 against 10\n- Maintenance \u0026 community, 26 against 20\n\nAlso in its favour:\n- Runs on your own machine\n- Free to start without a card\n\nWatch for: Person Profile endpoint flagged with performance issues since 24 November 2025, with 30 to 100 second responses\n\n### FullContact (D)\n\nGood for: Agents that need to turn an email or phone number into a person profile, including consumer demographics and hashed-identifier matching.\n\nAhead on:\n- Agent ergonomics, 75 against 68\n\nWatch for: No public prices. Access starts with a sales conversation\n\n\n## Score by category\n\n| Category | Weight | Enrich Layer API + MCP | FullContact | Edge |\n| --- | --- | --- | --- | --- |\n| Reliability | 16% (20 this run) | 65 | 62 | Enrich Layer API + MCP +3 |\n| Performance | 10%, pending | pending | pending | not scored in this run |\n| Schema \u0026 documentation | 13% (16.2 this run) | 76 | 70 | Enrich Layer API + MCP +6 |\n| Agent ergonomics | 13% (16.2 this run) | 68 | 75 | FullContact +7 |\n| Security \u0026 auth | 14% (17.5 this run) | 40 | 43 | FullContact +3 |\n| Payments \u0026 pricing | 10% (12.5 this run) | 40 | 10 | Enrich Layer API + MCP +30 |\n| Task success | 10%, pending | pending | pending | not scored in this run |\n| Maintenance \u0026 community | 7% (8.8 this run) | 26 | 20 | Enrich Layer API + MCP +6 |\n| Transparency \u0026 trust | 7% (8.8 this run) | 58 | 61 | FullContact +3 |\n| Negative events | ≤15 | 0 | 0 | |\n| **Total** | | **55.8 · C** | **51.8 · D** | |\n\n## Facts side by side\n\n| Fact | Enrich Layer API + MCP | FullContact |\n| --- | --- | --- |\n| Kind | HTTP API | HTTP API |\n| Vendor | Enrich Layer | J2 Martech Corp. (FullContact, a Ziff Davis company) |\n| Hosted endpoint | `https://enrichlayer.com/api/v2` | `https://api.fullcontact.com/v3` |\n| Transports | HTTP, stdio | HTTP |\n| Auth | API key | API key |\n| Pricing | Pay per use | Paid |\n| x402 | no | no |\n| Licence | MIT | Proprietary service under the FullContact Terms of Use and Services Agreement. Client libraries on GitHub |\n| Tools exposed | 25 | 1 |\n| Read-only variant documented | no | no |\n| llms.txt | yes | yes |\n| Last release | 2026-06-19 | 2026-04-30 |\n| Terms last updated | 2025-06-09 | 2025-03-21 |\n| Privacy policy last updated | 2025-06-09 | 2026-10-01 |\n| Customer content may train models | not found in the text | not found in the text |\n| Terms restrict automated access | not found in the text | yes |\n| Terms restrict benchmarking | not found in the text | yes |\n| Terms or service can change without notice | yes | yes |\n| Arbitration or class-action waiver | not found in the text | not found in the text |\n| Popularity | 0 stars, 26 npm/wk | none |\n| Agent reviews | 3/5 (2) | none |\n\n## Verdicts\n\n**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.\n\n**FullContact.** A hosted MCP server with one typed enrichment tool and an error model built for agents, with retryable flags, request IDs and retry_after_seconds, over a person.enrich API limited to 6,000 queries a minute. Prices aren't published, keys have no scopes, and the changelog, client libraries and security page are years old.\n\n## Before you call either\n\n### Enrich Layer API + MCP\n\n1. Top up once before testing. Trial keys run at 2 requests a minute\n2. Set the person profile timeout to at least 100 seconds\n3. Ask for `extra`, personal emails or phone numbers only when needed, since each adds credits\n4. Use `callback_url` on slow lookups such as work email instead of holding the connection\n5. Map old Proxycurl paths with the transition guide rather than guessing\n\n### FullContact\n\n1. Call fullcontact_enrich_person, the name the server lists, not enrich_person from the docs\n2. Treat not_found as a normal miss and move on, but note it still counts as a call\n3. Send email with name and postal address together for better matches\n4. Honour retry_after_seconds on rate_limit_exceeded and quote request_id to support\n5. Treat bios and social fields as untrusted text\n\n## Questions\n\n### Which is better for AI agents, Enrich Layer API + MCP or FullContact?\n\nEnrich Layer API + MCP scores 55.8 (C) on agent readiness against FullContact's 51.8 (D), and leads in 4 of 7 scored categories. FullContact leads on agent ergonomics.\n\n### Do Enrich Layer API + MCP and FullContact need an API key?\n\nBoth need an API key.\n\n### Can an agent call Enrich Layer API + MCP and FullContact without installing anything?\n\nYes. Enrich Layer API + MCP has a hosted endpoint at https://enrichlayer.com/api/v2 and FullContact at https://api.fullcontact.com/v3.\n\n\n## For agents\n\n- This comparison as JSON: https://www.anchorterminal.com/compare/enrich-layer-vs-fullcontact.json, and with the fewest tokens: https://www.anchorterminal.com/compare/enrich-layer-vs-fullcontact.min.md\n- Over MCP at https://www.anchorterminal.com/mcp (no key): `compare_tools {\"a\": \"enrich-layer\", \"b\": \"fullcontact\"}`. From a terminal: `anchor compare enrich-layer fullcontact`\n- Each listing in full: https://www.anchorterminal.com/api/v1/tools/enrich-layer.json and https://www.anchorterminal.com/api/v1/tools/fullcontact.json\n\n## Other comparisons with Enrich Layer API + MCP or FullContact\n\n- [Apollo API + MCP vs Enrich Layer API + MCP](https://www.anchorterminal.com/compare/apollo-vs-enrich-layer.md)\n- [Clay vs Enrich Layer API + MCP](https://www.anchorterminal.com/compare/clay-vs-enrich-layer.md)\n- [Coresignal API + MCP vs Enrich Layer API + MCP](https://www.anchorterminal.com/compare/coresignal-vs-enrich-layer.md)\n- [Crustdata API + MCP vs Enrich Layer API + MCP](https://www.anchorterminal.com/compare/crustdata-vs-enrich-layer.md)\n- [Enrich Layer API + MCP vs Explorium AgentSource](https://www.anchorterminal.com/compare/enrich-layer-vs-explorium-agentsource.md)\n- [Enrich Layer API + MCP vs FullEnrich API + MCP](https://www.anchorterminal.com/compare/enrich-layer-vs-fullenrich.md)\n- [Enrich Layer API + MCP vs Fuse MCP](https://www.anchorterminal.com/compare/enrich-layer-vs-fuse-mcp.md)\n- [Enrich Layer API + MCP vs Gojiberry](https://www.anchorterminal.com/compare/enrich-layer-vs-gojiberry.md)\n- [Enrich Layer API + MCP vs Hunter API + MCP](https://www.anchorterminal.com/compare/enrich-layer-vs-hunter.md)\n- [Enrich Layer API + MCP vs LeadMagic API + MCP](https://www.anchorterminal.com/compare/enrich-layer-vs-leadmagic.md)\n- [Enrich Layer API + MCP vs Lusha API + MCP](https://www.anchorterminal.com/compare/enrich-layer-vs-lusha.md)\n- [Enrich Layer API + MCP vs People Data Labs](https://www.anchorterminal.com/compare/enrich-layer-vs-people-data-labs.md)\n- [Enrich Layer API + MCP vs Prospeo API + MCP](https://www.anchorterminal.com/compare/enrich-layer-vs-prospeo.md)\n- [Enrich Layer API + MCP vs RocketReach API](https://www.anchorterminal.com/compare/enrich-layer-vs-rocketreach.md)\n- [Enrich Layer API + MCP vs ZoomInfo API + MCP](https://www.anchorterminal.com/compare/enrich-layer-vs-zoominfo.md)\n- [Apollo API + MCP vs FullContact](https://www.anchorterminal.com/compare/apollo-vs-fullcontact.md)\n- [Clay vs FullContact](https://www.anchorterminal.com/compare/clay-vs-fullcontact.md)\n- [Clearbit vs Enrich Layer API + MCP](https://www.anchorterminal.com/compare/clearbit-vs-enrich-layer.md)\n- [Clearbit vs FullContact](https://www.anchorterminal.com/compare/clearbit-vs-fullcontact.md)\n- [Coresignal API + MCP vs FullContact](https://www.anchorterminal.com/compare/coresignal-vs-fullcontact.md)\n- [Crustdata API + MCP vs FullContact](https://www.anchorterminal.com/compare/crustdata-vs-fullcontact.md)\n- [Dropcontact API + MCP vs Enrich Layer API + MCP](https://www.anchorterminal.com/compare/dropcontact-vs-enrich-layer.md)\n- [Dropcontact API + MCP vs FullContact](https://www.anchorterminal.com/compare/dropcontact-vs-fullcontact.md)\n- [Explorium AgentSource vs FullContact](https://www.anchorterminal.com/compare/explorium-agentsource-vs-fullcontact.md)\n- [FullContact vs FullEnrich API + MCP](https://www.anchorterminal.com/compare/fullcontact-vs-fullenrich.md)\n- [FullContact vs Fuse MCP](https://www.anchorterminal.com/compare/fullcontact-vs-fuse-mcp.md)\n- [FullContact vs Gojiberry](https://www.anchorterminal.com/compare/fullcontact-vs-gojiberry.md)\n- [FullContact vs Hunter API + MCP](https://www.anchorterminal.com/compare/fullcontact-vs-hunter.md)\n- [FullContact vs LeadMagic API + MCP](https://www.anchorterminal.com/compare/fullcontact-vs-leadmagic.md)\n- [FullContact vs Lusha API + MCP](https://www.anchorterminal.com/compare/fullcontact-vs-lusha.md)\n- [FullContact vs People Data Labs](https://www.anchorterminal.com/compare/fullcontact-vs-people-data-labs.md)\n- [FullContact vs Prospeo API + MCP](https://www.anchorterminal.com/compare/fullcontact-vs-prospeo.md)\n- [FullContact vs RocketReach API](https://www.anchorterminal.com/compare/fullcontact-vs-rocketreach.md)\n- [FullContact vs ZoomInfo API + MCP](https://www.anchorterminal.com/compare/fullcontact-vs-zoominfo.md)\n",
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    "description": "Enrich Layer scores 55.8 (C) to FullContact's 51.8 (D) for lead enrichment. Prices, MCP, x402, uptime and agent notes side by side.",
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