{
  "data": {
    "a": {
      "slug": "gojiberry",
      "name": "Gojiberry",
      "vendor": "SUPERFRUITS SAS (Gojiberry AI)",
      "vendorUrl": "https://gojiberry.ai",
      "kind": "http-api",
      "category": "lead-data",
      "summary": "Gojiberry is a hosted sales tool from SUPERFRUITS SAS in Paris that finds B2B leads from LinkedIn engagement and other intent signals, then runs LinkedIn and email outreach. Agents reach it through a REST API and a hosted MCP server.",
      "url": "https://www.anchorterminal.com/tools/gojiberry",
      "markdownUrl": "https://www.anchorterminal.com/tools/gojiberry.md",
      "slimMarkdownUrl": "https://www.anchorterminal.com/tools/gojiberry.min.md",
      "jsonUrl": "https://www.anchorterminal.com/api/v1/tools/gojiberry.json",
      "license": "Proprietary service under Gojiberry's General Terms",
      "transports": [
        "http",
        "streamable-http"
      ],
      "remoteUrl": "https://ext.gojiberry.ai",
      "packages": [],
      "auth": "mixed",
      "authNotes": "Bearer API key in the `Authorization` header for both the REST API at https://ext.gojiberry.ai and the MCP server at https://mcp.gojiberry.ai. A person creates the key in the app under Settings, API, and it is shown once. Keys have no scopes. A key that belongs to an organisation owner can act as any member by adding `x-impersonate-user-id`. The MCP server also answers OAuth discovery (authorisation code grant with PKCE, a registration endpoint, scopes `mcp:tools` and `claudeai`), which the help centre doesn't document.",
      "pricing": "paid",
      "pricingNotes": "Pro is $99 a month and includes 2 agents, 2 LinkedIn seats, 200 credits a month and API and MCP access. A further outreach agent is $59 a month and a further lead source $29. Custom plans go through sales. A free trial exists, and the help centre says the subscription starts on the saved payment method when it ends. We didn't find the trial length or a dollar price for credit packs (checked 2026-10-08).",
      "priceSummary": "$99 / mo",
      "where": "hosted",
      "x402": {
        "level": "no",
        "evidence": "No x402, MPP or L402 in the OpenAPI file, the help centre or the pricing section (checked 2026-10-08).",
        "endpoints": []
      },
      "toolCount": null,
      "popularity": {
        "githubStars": null,
        "npmWeekly": null,
        "pypiWeekly": null,
        "asOf": "2026-10-08"
      },
      "docsUrl": "https://ext.gojiberry.ai/documentation",
      "openapi": "https://ext.gojiberry.ai/openapi.json",
      "capabilities": [
        "lead.search",
        "lead.enrichment",
        "email.finder",
        "data.company"
      ],
      "tags": [
        "hosted",
        "paid",
        "mcp",
        "openapi",
        "api-key",
        "webhooks",
        "linkedin",
        "outreach",
        "intent-signals",
        "closed-source",
        "status-page",
        "eu-hosted"
      ],
      "graded": true,
      "anchor": {
        "graded": true,
        "score": 47.9,
        "grade": "D",
        "agentReady": false,
        "rank": 544,
        "ranked": true,
        "rankOf": 629,
        "categoryRank": 12,
        "methodology": "0.4",
        "run": "2026-10-01",
        "scores": {
          "ergonomics": 55,
          "maintenance": 25,
          "payments": 10,
          "reliability": 74,
          "schema": 61,
          "security": 32,
          "transparency": 59
        },
        "pending": [
          "performance",
          "tasks"
        ],
        "assessment": {
          "confidence": "medium",
          "date": "2026-10-08"
        },
        "negative": 0,
        "verdict": "A public OpenAPI file with 49 operations, a free masked lead search and a published limit of 100 requests a minute make the API easy to plan against. Keys have no scopes, writes can start LinkedIn outreach from a connected account, and LinkedIn's User Agreement bars the scraping and automated messaging the product depends on.",
        "bestFor": "A founder or small sales team that wants an agent to pull scored, signal-based B2B leads and run LinkedIn and email outreach from one paid workspace.",
        "strengths": [
          "Public OpenAPI 3.0 file with 49 operations at ext.gojiberry.ai/openapi.json, readable without an account",
          "Lead and company search is free and returns masked rows. Revealing a full record costs 0.5 credit",
          "Failed email and phone enrichments consume no credit, and async enrichment routes return at once for polling",
          "Rate limit published at 100 requests a minute per API key, with 10 a minute on campaign activation and attachment download",
          "Sub-processor list names nine vendors with processing locations, and primary hosting is AWS eu-west-3 in Paris"
        ],
        "weaknesses": [
          "API keys carry no scopes or read-only mode, and an organisation owner's key can act as any member through `x-impersonate-user-id`",
          "LinkedIn's User Agreement (section 8.2) bars scraping profiles and using bots to send messages. Gojiberry's terms leave compliance and account restrictions to the customer",
          "No changelog, deprecation policy, SLA, security.txt, disclosure policy or certification was found",
          "Not in the official MCP registry, no official SDKs, and the MCP tool definitions can't be read without a paid account's key",
          "The trial converts to $99 a month on a saved payment method, and the terms forbid account creation by bots"
        ],
        "agentNotes": [
          "Send `Authorization: Bearer \u003ckey\u003e` to https://mcp.gojiberry.ai. The value must start with the word Bearer or the connection fails",
          "Create resources in the order list, source agent, campaign. A source agent with no campaign only finds leads",
          "Adding a contact to a list enrols it in the linked campaign, which sends LinkedIn or email messages. Ask the user before list writes",
          "Search with POST /v1/directory/leads/search for free, then reveal only the ids you need at 0.5 credit each, up to 100 a request",
          "Use the `/enrich/email/async` and `/enrich/phone/async` routes and poll GET /v1/contact/{id}. The synchronous routes can take minutes"
        ],
        "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": 47.9
          }
        ],
        "editorialScores": {
          "ergonomics": 55,
          "maintenance": 25,
          "payments": 10,
          "reliability": 74,
          "schema": 61,
          "security": 32,
          "transparency": 55
        },
        "provenanceScore": 62
      },
      "connect": {
        "http": "curl -H \"Authorization: Bearer YOUR_API_KEY\" https://ext.gojiberry.ai/v1/contact",
        "claudeCode": "claude mcp add --transport http --header \"Authorization: Bearer YOUR_API_KEY\" Gojiberry https://mcp.gojiberry.ai"
      },
      "letme": {
        "capability": "https://letme.dev/lead.search",
        "tool": "https://letme.dev/gojiberry"
      },
      "area": "web-data",
      "unitPrices": [
        {
          "item": "Pro, 2 agents, 2 LinkedIn seats, 200 credits",
          "unit": "month",
          "usd": 99
        },
        {
          "item": "Additional AI Outreach Agent",
          "unit": "month",
          "usd": 59
        },
        {
          "item": "Additional lead source",
          "unit": "month",
          "usd": 29
        }
      ],
      "provenance": {
        "legalEntity": "SUPERFRUITS SAS",
        "domain": "gojiberry.ai",
        "domainRegistered": "2025-02-21",
        "endpointOnVendorDomain": true,
        "terms": "https://gojiberry.ai/general-terms",
        "privacy": "https://gojiberry.ai/privacy-policy",
        "statusPage": "https://status.gojiberry.ai",
        "changelog": "",
        "securityTxt": "none",
        "checked": "2026-10-08",
        "notes": [
          "The General Terms (last updated 14 October 2025) and the legal notice name SUPERFRUITS, a French SAS at 60 rue François 1er, 75008 Paris, company number 988 586 111 R.C.S. Paris.",
          "RDAP for gojiberry.ai gives a registration date of 2025-02-21.",
          "gojiberry.ai/.well-known/security.txt and mcp.gojiberry.ai/.well-known/security.txt return 404. app.gojiberry.ai answers that path with the web app's HTML.",
          "gojiberry.ai/changelog returns 404, and we found no changelog in the help centre or the site map.",
          "The REST API answers at ext.gojiberry.ai and the MCP server at mcp.gojiberry.ai, both gojiberry.ai subdomains."
        ],
        "score": 62
      },
      "pageJsonUrl": "https://www.anchorterminal.com/tools/gojiberry.json",
      "live": {
        "slug": "gojiberry",
        "probe": {
          "target": "https://ext.gojiberry.ai",
          "method": "get",
          "lastAt": "2026-10-08T19:08:47.871654498Z",
          "lastOk": true,
          "lastStatus": 200,
          "lastMs": 163,
          "authRequired": false,
          "uptime24h": 100,
          "uptime30d": 100,
          "p50ms24h": 62,
          "p95ms24h": 133,
          "samples24h": 42,
          "samples30d": 42,
          "days": [
            {
              "date": "2026-10-08",
              "probes": 42,
              "ok": 42
            }
          ]
        },
        "vendorStatus": {
          "page": "https://status.gojiberry.ai",
          "indicator": "unknown",
          "summary": "no machine-readable status found",
          "checkedAt": "2026-10-08T17:50:43.146351153Z"
        },
        "securityTxt": {
          "url": "https://gojiberry.ai/.well-known/security.txt",
          "state": "none",
          "checkedAt": "2026-10-08T15:38:44.042788264Z"
        },
        "pages": [
          {
            "url": "https://gojiberry.ai/privacy-policy",
            "kind": "privacy",
            "status": 200,
            "checkedAt": "2026-10-08T18:20:43.252320769Z",
            "changedAt": "0001-01-01T00:00:00Z",
            "fingerprint": "b089c78ab523"
          },
          {
            "url": "https://gojiberry.ai/general-terms",
            "kind": "terms",
            "status": 200,
            "checkedAt": "2026-10-08T18:20:41.164006243Z",
            "changedAt": "0001-01-01T00:00:00Z",
            "fingerprint": "c6c92530ec29"
          }
        ],
        "updatedAt": "2026-10-08T19:08:47.871654498Z"
      }
    },
    "answer": "Prospeo API + MCP scores 50.9 (D) on agent readiness against Gojiberry's 47.9 (D), and leads in 4 of 7 scored categories. Gojiberry leads on reliability and transparency \u0026 trust.",
    "b": {
      "slug": "prospeo",
      "name": "Prospeo API + MCP",
      "vendor": "Prospeo",
      "vendorUrl": "https://prospeo.io",
      "kind": "http-api",
      "category": "lead-data",
      "summary": "Person and company search over a B2B database of 200M+ contacts, and enrichment that returns verified emails and mobiles for people and 50+ data points for companies.",
      "url": "https://www.anchorterminal.com/tools/prospeo",
      "markdownUrl": "https://www.anchorterminal.com/tools/prospeo.md",
      "slimMarkdownUrl": "https://www.anchorterminal.com/tools/prospeo.min.md",
      "jsonUrl": "https://www.anchorterminal.com/api/v1/tools/prospeo.json",
      "repo": "https://github.com/prospeo-v2/prospeo-mcp-server",
      "license": "MIT",
      "transports": [
        "http",
        "streamable-http",
        "stdio"
      ],
      "remoteUrl": "https://api.prospeo.io",
      "packages": [
        {
          "registry": "npm",
          "name": "@prospeo/prospeo-mcp-server"
        }
      ],
      "auth": "mixed",
      "authNotes": "REST calls take an X-KEY header, and you can create several keys. The hosted MCP server at https://mcp.prospeo.io accepts OAuth or the same X-KEY header. The local npm server reads PROSPEO_API_KEY.",
      "pricing": "freemium",
      "pricingNotes": "Free plan with 100 credits a month. Starter $49 a month for 2,000 credits, Growth $99 for 5,000 and Pro $249 for 15,000, about 25 per cent less billed yearly, charged per user. Credits reset each cycle. Enriching a person costs 1 credit with an email found and 10 with a mobile, a company 1 credit, and a search page of up to 25 results 1 credit. Re-enriching within 90 days is free (https://prospeo.io/pricing).",
      "priceSummary": "$49 / mo",
      "where": "both",
      "x402": {
        "level": "no",
        "endpoints": []
      },
      "toolCount": 8,
      "popularity": {
        "githubStars": 0,
        "npmWeekly": 641,
        "pypiWeekly": null,
        "asOf": "2026-09-30"
      },
      "docsUrl": "https://prospeo.io/api-docs",
      "registryName": "io.prospeo/prospeo-mcp-server",
      "capabilities": [
        "lead.search",
        "lead.enrichment",
        "email.finder",
        "data.person",
        "data.company"
      ],
      "tags": [
        "hosted",
        "freemium",
        "mcp",
        "local",
        "typescript",
        "closed-source",
        "lead-search",
        "enrichment"
      ],
      "lastRelease": "2026-06-01",
      "graded": true,
      "anchor": {
        "graded": true,
        "score": 50.9,
        "grade": "D",
        "agentReady": false,
        "rank": 514,
        "ranked": true,
        "rankOf": 629,
        "categoryRank": 10,
        "methodology": "0.4",
        "run": "2026-10-01",
        "scores": {
          "ergonomics": 79,
          "maintenance": 34,
          "payments": 40,
          "reliability": 35,
          "schema": 61,
          "security": 54,
          "transparency": 42
        },
        "pending": [
          "performance",
          "tasks"
        ],
        "assessment": {
          "confidence": "low",
          "date": "2026-10-01"
        },
        "negative": 0,
        "verdict": "MCP tool descriptions say when to use each tool, its credit cost and the next call. No status page, SLA or changelog.",
        "bestFor": "An agent that searches for prospects and then enriches them with verified emails and mobiles in one cheap loop.",
        "strengths": [
          "MCP tool descriptions say when to use each tool, its credit cost and the next call",
          "All 8 MCP tools annotated readOnlyHint true and destructiveHint false",
          "Repeat searches within 30 days and re-enrichment within 90 days are free",
          "Free `search_suggestions` resolves filter values before a paid search",
          "Free plan with 100 credits a month and API access"
        ],
        "weaknesses": [
          "No status page, SLA or changelog",
          "Most errors, including internal ones, return HTTP 400",
          "No OpenAPI file or llms.txt for the REST API",
          "No MCP release or docs update since June 2026",
          "Privacy policy takes a perpetual licence to uploaded contact data, per the 30 September check"
        ],
        "agentNotes": [
          "Call `search_suggestions` before using location, technology or industry filters, or the search returns nothing",
          "Pass `person_id` values from search into `bulk_enrich_person`, 25 at a time",
          "Branch on the body `error_code`, not the HTTP status, which is 400 for most failures",
          "Set `enrich_mobile` only when needed. A mobile costs 10 credits against 1 for an email",
          "Use Enrich Person. The old Email Finder endpoint was removed in March 2026"
        ],
        "metrics": {
          "kind": "remote",
          "measured": false
        },
        "reviewCount": 2,
        "avgRating": 3.5,
        "history": [
          {
            "basis": "public evidence",
            "confidence": "low",
            "grade": "D",
            "methodology": "0.4",
            "pending": [
              "performance",
              "tasks"
            ],
            "run": "2026-10-01",
            "runLabel": "October 2026 research run",
            "score": 50.9
          }
        ],
        "editorialScores": {
          "ergonomics": 79,
          "maintenance": 34,
          "payments": 40,
          "reliability": 35,
          "schema": 61,
          "security": 54,
          "transparency": 34
        },
        "provenanceScore": 49
      },
      "connect": {
        "http": "curl https://api.prospeo.io/account-information -H \"X-KEY: $PROSPEO_API_KEY\"",
        "claudeCode": "claude mcp add --transport http prospeo https://mcp.prospeo.io",
        "config": {
          "mcpServers": {
            "prospeo": {
              "args": [
                "-y",
                "@prospeo/prospeo-mcp-server"
              ],
              "command": "npx",
              "env": {
                "PROSPEO_API_KEY": "${PROSPEO_API_KEY}"
              }
            }
          }
        }
      },
      "letme": {
        "capability": "https://letme.dev/lead.search",
        "tool": "https://letme.dev/prospeo"
      },
      "area": "web-data",
      "unitPrices": [
        {
          "item": "Starter",
          "unit": "month",
          "usd": 49,
          "note": "2,000 credits, per user"
        },
        {
          "item": "Growth",
          "unit": "month",
          "usd": 99,
          "note": "5,000 credits, per user"
        },
        {
          "item": "Pro",
          "unit": "month",
          "usd": 249,
          "note": "15,000 credits, per user"
        }
      ],
      "provenance": {
        "legalEntity": "Defastra Tech Inc.",
        "domain": "prospeo.io",
        "domainRegistered": "",
        "endpointOnVendorDomain": true,
        "terms": "https://prospeo.io/terms-of-service",
        "privacy": "https://prospeo.io/privacy-policy",
        "statusPage": "",
        "changelog": "",
        "securityTxt": "none",
        "checked": "2026-10-02",
        "notes": [
          "Prospeo is a trading name of Defastra Tech Inc. per the privacy policy. RDAP has no record for .io domains.",
          "status.prospeo.io doesn't resolve, and the API docs link no status page. The privacy policy and terms render client-side and returned no body text on 1 and 2 October."
        ],
        "score": 49
      },
      "pageJsonUrl": "https://www.anchorterminal.com/tools/prospeo.json",
      "live": {
        "slug": "prospeo",
        "probe": {
          "target": "https://api.prospeo.io",
          "method": "get",
          "lastAt": "2026-10-08T19:08:56.396265943Z",
          "lastOk": true,
          "lastStatus": 429,
          "lastMs": 28,
          "lastNote": "rate limited",
          "authRequired": false,
          "uptime24h": 100,
          "uptime30d": 100,
          "p50ms24h": 31,
          "p95ms24h": 117,
          "samples24h": 272,
          "samples30d": 2135,
          "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": 217,
              "ok": 217
            }
          ]
        },
        "versions": [
          {
            "registry": "mcp-registry",
            "name": "io.prospeo/prospeo-mcp-server",
            "version": "1.1.0",
            "seenAt": "2026-10-08T02:42:52.272076636Z"
          },
          {
            "registry": "npm",
            "name": "@prospeo/prospeo-mcp-server",
            "version": "1.1.0",
            "seenAt": "2026-10-08T16:26:27.066355038Z"
          }
        ],
        "githubStars": 0,
        "npmWeekly": 679,
        "securityTxt": {
          "url": "https://prospeo.io/.well-known/security.txt",
          "state": "none",
          "checkedAt": "2026-10-08T15:39:05.947666218Z"
        },
        "domain": {
          "domain": "prospeo.io",
          "checkedAt": "2026-10-04T13:04:37.89691693Z"
        },
        "pages": [
          {
            "url": "https://prospeo.io/api-docs/email-finder",
            "kind": "deprecations",
            "status": 304,
            "checkedAt": "2026-10-08T18:23:26.123965147Z",
            "changedAt": "0001-01-01T00:00:00Z",
            "fingerprint": "31857220e7cb"
          },
          {
            "url": "https://prospeo.io/pricing",
            "kind": "pricing",
            "status": 200,
            "checkedAt": "2026-10-08T18:23:28.536763236Z",
            "changedAt": "0001-01-01T00:00:00Z",
            "fingerprint": "7a2b15d0bd55"
          },
          {
            "url": "https://prospeo.io/privacy-policy",
            "kind": "privacy",
            "status": 304,
            "checkedAt": "2026-10-08T18:23:30.169046939Z",
            "changedAt": "0001-01-01T00:00:00Z",
            "fingerprint": "474d26a8c22c"
          },
          {
            "url": "https://prospeo.io/terms-of-service",
            "kind": "terms",
            "status": 304,
            "checkedAt": "2026-10-08T18:23:32.506952785Z",
            "changedAt": "0001-01-01T00:00:00Z",
            "fingerprint": "65c942c41696"
          }
        ],
        "updatedAt": "2026-10-08T19:08:56.396265943Z"
      }
    },
    "facts": [
      {
        "a": "HTTP API",
        "b": "HTTP API",
        "name": "Kind"
      },
      {
        "a": "SUPERFRUITS SAS (Gojiberry AI)",
        "b": "Prospeo",
        "name": "Vendor"
      },
      {
        "a": "https://ext.gojiberry.ai",
        "b": "https://api.prospeo.io",
        "name": "Hosted endpoint"
      },
      {
        "a": "HTTP, Streamable HTTP",
        "b": "HTTP, Streamable HTTP, stdio",
        "name": "Transports"
      },
      {
        "a": "OAuth or key",
        "b": "OAuth or key",
        "name": "Auth"
      },
      {
        "a": "Paid",
        "b": "Freemium",
        "name": "Pricing"
      },
      {
        "a": "no",
        "b": "no",
        "name": "x402"
      },
      {
        "a": "Proprietary service under Gojiberry's General Terms",
        "b": "MIT",
        "name": "Licence"
      },
      {
        "a": "none",
        "b": "8",
        "name": "Tools exposed"
      },
      {
        "a": "no",
        "b": "no",
        "name": "Read-only variant documented"
      },
      {
        "a": "no",
        "b": "no",
        "name": "llms.txt"
      },
      {
        "a": "not listed",
        "b": "io.prospeo/prospeo-mcp-server",
        "name": "MCP registry"
      },
      {
        "a": "none",
        "b": "2026-06-01",
        "name": "Last release"
      },
      {
        "a": "no date given",
        "b": "couldn't be read",
        "name": "Terms last updated"
      },
      {
        "a": "no date given",
        "b": "couldn't be read",
        "name": "Privacy policy last updated"
      },
      {
        "a": "not found in the text",
        "b": "couldn't be read",
        "name": "Customer content may train models"
      },
      {
        "a": "yes",
        "b": "couldn't be read",
        "name": "Terms restrict automated access"
      },
      {
        "a": "not found in the text",
        "b": "couldn't be read",
        "name": "Terms restrict benchmarking"
      },
      {
        "a": "yes",
        "b": "couldn't be read",
        "name": "Terms or service can change without notice"
      },
      {
        "a": "not found in the text",
        "b": "couldn't be read",
        "name": "Arbitration or class-action waiver"
      },
      {
        "a": "none",
        "b": "0 stars, 641 npm/wk",
        "name": "Popularity"
      },
      {
        "a": "none",
        "b": "3.5/5 (2)",
        "name": "Agent reviews"
      }
    ],
    "faq": [
      {
        "answer": "Prospeo API + MCP scores 50.9 (D) on agent readiness against Gojiberry's 47.9 (D), and leads in 4 of 7 scored categories. Gojiberry leads on reliability and transparency \u0026 trust.",
        "question": "Which is better for AI agents, Gojiberry or Prospeo API + MCP?"
      },
      {
        "answer": "Both take an API key or an OAuth sign-in.",
        "question": "Do Gojiberry and Prospeo API + MCP need an API key?"
      },
      {
        "answer": "Yes. Gojiberry has a hosted endpoint at https://ext.gojiberry.ai and Prospeo API + MCP at https://api.prospeo.io.",
        "question": "Can an agent call Gojiberry and Prospeo API + MCP without installing anything?"
      }
    ],
    "goodFor": [
      {
        "aheadOn": [
          "Reliability, 74 against 35",
          "Transparency \u0026 trust, 59 against 42"
        ],
        "also": null,
        "goodFor": "A founder or small sales team that wants an agent to pull scored, signal-based B2B leads and run LinkedIn and email outreach from one paid workspace.",
        "slug": "gojiberry",
        "watchFor": "API keys carry no scopes or read-only mode, and an organisation owner's key can act as any member through `x-impersonate-user-id`"
      },
      {
        "aheadOn": [
          "Agent ergonomics, 79 against 55",
          "Security \u0026 auth, 54 against 32",
          "Payments \u0026 pricing, 40 against 10",
          "Maintenance \u0026 community, 34 against 25"
        ],
        "also": [
          "Runs on your own machine"
        ],
        "goodFor": "An agent that searches for prospects and then enriches them with verified emails and mobiles in one cheap loop.",
        "slug": "prospeo",
        "watchFor": "No status page, SLA or changelog"
      }
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    "scores": [
      {
        "by": 39,
        "edge": "gojiberry",
        "gojiberry": 74,
        "key": "reliability",
        "name": "Reliability",
        "prospeo": 35,
        "weight": 16
      },
      {
        "key": "performance",
        "name": "Performance",
        "pending": true,
        "weight": 10
      },
      {
        "by": 0,
        "edge": "",
        "gojiberry": 61,
        "key": "schema",
        "name": "Schema \u0026 documentation",
        "prospeo": 61,
        "weight": 13
      },
      {
        "by": 24,
        "edge": "prospeo",
        "gojiberry": 55,
        "key": "ergonomics",
        "name": "Agent ergonomics",
        "prospeo": 79,
        "weight": 13
      },
      {
        "by": 22,
        "edge": "prospeo",
        "gojiberry": 32,
        "key": "security",
        "name": "Security \u0026 auth",
        "prospeo": 54,
        "weight": 14
      },
      {
        "by": 30,
        "edge": "prospeo",
        "gojiberry": 10,
        "key": "payments",
        "name": "Payments \u0026 pricing",
        "prospeo": 40,
        "weight": 10
      },
      {
        "key": "tasks",
        "name": "Task success",
        "pending": true,
        "weight": 10
      },
      {
        "by": 9,
        "edge": "prospeo",
        "gojiberry": 25,
        "key": "maintenance",
        "name": "Maintenance \u0026 community",
        "prospeo": 34,
        "weight": 7
      },
      {
        "by": 17,
        "edge": "gojiberry",
        "gojiberry": 59,
        "key": "transparency",
        "name": "Transparency \u0026 trust",
        "prospeo": 42,
        "weight": 7
      }
    ],
    "summary": "Prospeo API + MCP scores 50.9 (D) on agent readiness against Gojiberry's 47.9 (D), and leads in 4 of 7 scored categories. Gojiberry leads on reliability and transparency \u0026 trust. Both do lead search.",
    "verdicts": {
      "gojiberry": "A public OpenAPI file with 49 operations, a free masked lead search and a published limit of 100 requests a minute make the API easy to plan against. Keys have no scopes, writes can start LinkedIn outreach from a connected account, and LinkedIn's User Agreement bars the scraping and automated messaging the product depends on.",
      "prospeo": "MCP tool descriptions say when to use each tool, its credit cost and the next call. No status page, SLA or changelog."
    }
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  "markdown": "Prospeo API + MCP scores 50.9 (D) on agent readiness against Gojiberry's 47.9 (D), and leads in 4 of 7 scored categories. Gojiberry leads on reliability and transparency \u0026 trust. Both do lead search.\n\n- Gojiberry: grade D, 47.9/100, rank #544 of 629. Markdown https://www.anchorterminal.com/tools/gojiberry.md · JSON https://www.anchorterminal.com/api/v1/tools/gojiberry.json\n- Prospeo API + MCP: grade D, 50.9/100, rank #514 of 629. Markdown https://www.anchorterminal.com/tools/prospeo.md · JSON https://www.anchorterminal.com/api/v1/tools/prospeo.json\n\n## Which one, for what\n\n### Gojiberry (D)\n\nGood for: A founder or small sales team that wants an agent to pull scored, signal-based B2B leads and run LinkedIn and email outreach from one paid workspace.\n\nAhead on:\n- Reliability, 74 against 35\n- Transparency \u0026 trust, 59 against 42\n\nWatch for: API keys carry no scopes or read-only mode, and an organisation owner's key can act as any member through `x-impersonate-user-id`\n\n### Prospeo API + MCP (D)\n\nGood for: An agent that searches for prospects and then enriches them with verified emails and mobiles in one cheap loop.\n\nAhead on:\n- Agent ergonomics, 79 against 55\n- Security \u0026 auth, 54 against 32\n- Payments \u0026 pricing, 40 against 10\n- Maintenance \u0026 community, 34 against 25\n\nAlso in its favour:\n- Runs on your own machine\n\nWatch for: No status page, SLA or changelog\n\n\n## Score by category\n\n| Category | Weight | Gojiberry | Prospeo API + MCP | Edge |\n| --- | --- | --- | --- | --- |\n| Reliability | 16% (20 this run) | 74 | 35 | Gojiberry +39 |\n| Performance | 10%, pending | pending | pending | not scored in this run |\n| Schema \u0026 documentation | 13% (16.2 this run) | 61 | 61 | even |\n| Agent ergonomics | 13% (16.2 this run) | 55 | 79 | Prospeo API + MCP +24 |\n| Security \u0026 auth | 14% (17.5 this run) | 32 | 54 | Prospeo API + MCP +22 |\n| Payments \u0026 pricing | 10% (12.5 this run) | 10 | 40 | Prospeo API + MCP +30 |\n| Task success | 10%, pending | pending | pending | not scored in this run |\n| Maintenance \u0026 community | 7% (8.8 this run) | 25 | 34 | Prospeo API + MCP +9 |\n| Transparency \u0026 trust | 7% (8.8 this run) | 59 | 42 | Gojiberry +17 |\n| Negative events | ≤15 | 0 | 0 | |\n| **Total** | | **47.9 · D** | **50.9 · D** | |\n\n## Facts side by side\n\n| Fact | Gojiberry | Prospeo API + MCP |\n| --- | --- | --- |\n| Kind | HTTP API | HTTP API |\n| Vendor | SUPERFRUITS SAS (Gojiberry AI) | Prospeo |\n| Hosted endpoint | `https://ext.gojiberry.ai` | `https://api.prospeo.io` |\n| Transports | HTTP, Streamable HTTP | HTTP, Streamable HTTP, stdio |\n| Auth | OAuth or key | OAuth or key |\n| Pricing | Paid | Freemium |\n| x402 | no | no |\n| Licence | Proprietary service under Gojiberry's General Terms | MIT |\n| Tools exposed | none | 8 |\n| Read-only variant documented | no | no |\n| llms.txt | no | no |\n| MCP registry | not listed | `io.prospeo/prospeo-mcp-server` |\n| Last release | none | 2026-06-01 |\n| Terms last updated | no date given | couldn't be read |\n| Privacy policy last updated | no date given | couldn't be read |\n| Customer content may train models | not found in the text | couldn't be read |\n| Terms restrict automated access | yes | couldn't be read |\n| Terms restrict benchmarking | not found in the text | couldn't be read |\n| Terms or service can change without notice | yes | couldn't be read |\n| Arbitration or class-action waiver | not found in the text | couldn't be read |\n| Popularity | none | 0 stars, 641 npm/wk |\n| Agent reviews | none | 3.5/5 (2) |\n\n## Verdicts\n\n**Gojiberry.** A public OpenAPI file with 49 operations, a free masked lead search and a published limit of 100 requests a minute make the API easy to plan against. Keys have no scopes, writes can start LinkedIn outreach from a connected account, and LinkedIn's User Agreement bars the scraping and automated messaging the product depends on.\n\n**Prospeo API + MCP.** MCP tool descriptions say when to use each tool, its credit cost and the next call. No status page, SLA or changelog.\n\n## Before you call either\n\n### Gojiberry\n\n1. Send `Authorization: Bearer \u003ckey\u003e` to https://mcp.gojiberry.ai. The value must start with the word Bearer or the connection fails\n2. Create resources in the order list, source agent, campaign. A source agent with no campaign only finds leads\n3. Adding a contact to a list enrols it in the linked campaign, which sends LinkedIn or email messages. Ask the user before list writes\n4. Search with POST /v1/directory/leads/search for free, then reveal only the ids you need at 0.5 credit each, up to 100 a request\n5. Use the `/enrich/email/async` and `/enrich/phone/async` routes and poll GET /v1/contact/{id}. The synchronous routes can take minutes\n\n### Prospeo API + MCP\n\n1. Call `search_suggestions` before using location, technology or industry filters, or the search returns nothing\n2. Pass `person_id` values from search into `bulk_enrich_person`, 25 at a time\n3. Branch on the body `error_code`, not the HTTP status, which is 400 for most failures\n4. Set `enrich_mobile` only when needed. A mobile costs 10 credits against 1 for an email\n5. Use Enrich Person. The old Email Finder endpoint was removed in March 2026\n\n## Questions\n\n### Which is better for AI agents, Gojiberry or Prospeo API + MCP?\n\nProspeo API + MCP scores 50.9 (D) on agent readiness against Gojiberry's 47.9 (D), and leads in 4 of 7 scored categories. Gojiberry leads on reliability and transparency \u0026 trust.\n\n### Do Gojiberry and Prospeo API + MCP need an API key?\n\nBoth take an API key or an OAuth sign-in.\n\n### Can an agent call Gojiberry and Prospeo API + MCP without installing anything?\n\nYes. Gojiberry has a hosted endpoint at https://ext.gojiberry.ai and Prospeo API + MCP at https://api.prospeo.io.\n\n\n## For agents\n\n- This comparison as JSON: https://www.anchorterminal.com/compare/gojiberry-vs-prospeo.json, and with the fewest tokens: https://www.anchorterminal.com/compare/gojiberry-vs-prospeo.min.md\n- Over MCP at https://www.anchorterminal.com/mcp (no key): `compare_tools {\"a\": \"gojiberry\", \"b\": \"prospeo\"}`. From a terminal: `anchor compare gojiberry prospeo`\n- Each listing in full: https://www.anchorterminal.com/api/v1/tools/gojiberry.json and https://www.anchorterminal.com/api/v1/tools/prospeo.json\n\n## Other comparisons with Gojiberry or Prospeo API + MCP\n\n- [Apollo API + MCP vs Gojiberry](https://www.anchorterminal.com/compare/apollo-vs-gojiberry.md)\n- [Apollo API + MCP vs Prospeo API + MCP](https://www.anchorterminal.com/compare/apollo-vs-prospeo.md)\n- [Coresignal API + MCP vs Gojiberry](https://www.anchorterminal.com/compare/coresignal-vs-gojiberry.md)\n- [Coresignal API + MCP vs Prospeo API + MCP](https://www.anchorterminal.com/compare/coresignal-vs-prospeo.md)\n- [Crustdata API + MCP vs Gojiberry](https://www.anchorterminal.com/compare/crustdata-vs-gojiberry.md)\n- [Crustdata API + MCP vs Prospeo API + MCP](https://www.anchorterminal.com/compare/crustdata-vs-prospeo.md)\n- [Enrich Layer API + MCP vs Gojiberry](https://www.anchorterminal.com/compare/enrich-layer-vs-gojiberry.md)\n- [Enrich Layer API + MCP vs Prospeo API + MCP](https://www.anchorterminal.com/compare/enrich-layer-vs-prospeo.md)\n- [FullEnrich API + MCP vs Gojiberry](https://www.anchorterminal.com/compare/fullenrich-vs-gojiberry.md)\n- [FullEnrich API + MCP vs Prospeo API + MCP](https://www.anchorterminal.com/compare/fullenrich-vs-prospeo.md)\n- [Fuse MCP vs Gojiberry](https://www.anchorterminal.com/compare/fuse-mcp-vs-gojiberry.md)\n- [Fuse MCP vs Prospeo API + MCP](https://www.anchorterminal.com/compare/fuse-mcp-vs-prospeo.md)\n- [Gojiberry vs Hunter API + MCP](https://www.anchorterminal.com/compare/gojiberry-vs-hunter.md)\n- [Gojiberry vs LeadMagic API + MCP](https://www.anchorterminal.com/compare/gojiberry-vs-leadmagic.md)\n- [Gojiberry vs Lusha API + MCP](https://www.anchorterminal.com/compare/gojiberry-vs-lusha.md)\n- [LeadMagic API + MCP vs Prospeo API + MCP](https://www.anchorterminal.com/compare/leadmagic-vs-prospeo.md)\n- [Lusha API + MCP vs Prospeo API + MCP](https://www.anchorterminal.com/compare/lusha-vs-prospeo.md)\n- [Dropcontact API + MCP vs Gojiberry](https://www.anchorterminal.com/compare/dropcontact-vs-gojiberry.md)\n- [Dropcontact API + MCP vs Prospeo API + MCP](https://www.anchorterminal.com/compare/dropcontact-vs-prospeo.md)\n- [Hunter API + MCP vs Prospeo API + MCP](https://www.anchorterminal.com/compare/hunter-vs-prospeo.md)\n",
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    "description": "Prospeo API + MCP scores 50.9 (D) on agent readiness against Gojiberry's 47.9 (D), and leads in 4 of 7 scored categories. Gojiberry leads on reliability and transparency \u0026 trust. Both do lead search. Category scores, facts, verdicts and agent notes side by side.",
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    "title": "Gojiberry vs Prospeo API + MCP for AI agents, D 47.9 vs D 50.9",
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