{
  "data": {
    "a": {
      "slug": "cloudflare-ai-search",
      "name": "Cloudflare AI Search",
      "vendor": "Cloudflare, Inc.",
      "vendorUrl": "https://www.cloudflare.com",
      "kind": "http-api",
      "category": "vector-search",
      "summary": "Cloudflare's managed retrieval service, formerly AutoRAG, indexes websites, R2 buckets and uploaded files and answers natural-language queries with vector, keyword or hybrid search, through a REST API, a Workers binding or a per-instance MCP endpoint.",
      "url": "https://www.anchorterminal.com/tools/cloudflare-ai-search",
      "markdownUrl": "https://www.anchorterminal.com/tools/cloudflare-ai-search.md",
      "slimMarkdownUrl": "https://www.anchorterminal.com/tools/cloudflare-ai-search.min.md",
      "jsonUrl": "https://www.anchorterminal.com/api/v1/tools/cloudflare-ai-search.json",
      "license": "Proprietary service under Cloudflare's Self-Serve Subscription Agreement. The `cloudflare` SDKs are Apache-2.0, `ai-search-provider` is MIT and the OpenAPI repository is BSD-3-Clause",
      "transports": [
        "http",
        "streamable-http"
      ],
      "packages": [
        {
          "registry": "npm",
          "name": "cloudflare"
        },
        {
          "registry": "pypi",
          "name": "cloudflare"
        },
        {
          "registry": "npm",
          "name": "ai-search-provider"
        }
      ],
      "auth": "mixed",
      "authNotes": "A Cloudflare API token as a Bearer header, created by a person in the dashboard, with the AI Search permission at Read, Run or Edit on an account. The search guide asks for Edit and Run. Tokens take an expiry and an IP address filter, and the OpenAPI also accepts the legacy global API key with an email. Public endpoints (`/search`, `/chat/completions`, `/mcp`) take no authentication unless the owner puts a custom domain behind Cloudflare Access, which then needs a service token in two headers. Inside a Worker the binding needs no token.",
      "pricing": "usage",
      "pricingNotes": "Billing starts on 1 November 2026. Each month every account gets 5 million ingestion tokens, 10 GB-month of storage, 1,000 semantic and 1,000 full-text queries. Beyond that, $0.75 per million ingestion tokens (plus $0.50 for images and OCR), $2.00 per GB-month, $0.75 per 1,000 semantic or hybrid queries and $0.10 per 1,000 full-text queries. Generation and query rewriting bill through Workers AI or AI Gateway (https://developers.cloudflare.com/ai-search/platform/limits-pricing/, checked 2026-10-17).",
      "priceSummary": "$0.75 / 1k req",
      "where": "local",
      "x402": {
        "level": "no",
        "evidence": "The AI Search docs, pricing page and OpenAPI operations mention no x402, MPP or L402. AI Gateway Machine Payments covers only POST /ai/run for four open models (https://developers.cloudflare.com/ai-search/platform/limits-pricing/, checked 2026-10-17).",
        "endpoints": []
      },
      "toolCount": 1,
      "popularity": {
        "githubStars": null,
        "npmWeekly": 86,
        "pypiWeekly": null,
        "asOf": "2026-10-17"
      },
      "docsUrl": "https://developers.cloudflare.com/ai-search/",
      "llmsTxt": "https://developers.cloudflare.com/ai-search/llms.txt",
      "openapi": "https://raw.githubusercontent.com/cloudflare/api-schemas/main/openapi.json",
      "capabilities": [
        "db.hybrid",
        "db.vector",
        "db.fulltext",
        "db.filters",
        "db.serverless",
        "knowledge.search"
      ],
      "tags": [
        "hosted",
        "usage-based",
        "free-tier",
        "openapi",
        "llms-txt",
        "mcp",
        "openai-compatible",
        "streaming",
        "typescript",
        "python",
        "cli",
        "status-page",
        "bug-bounty"
      ],
      "lastRelease": "2026-10-16",
      "graded": true,
      "anchor": {
        "graded": true,
        "score": 73.5,
        "grade": "BB",
        "agentReady": true,
        "rank": 92,
        "ranked": true,
        "rankOf": 1133,
        "categoryRank": 4,
        "methodology": "0.4",
        "run": "2026-10-01",
        "scores": {
          "ergonomics": 88,
          "maintenance": 78,
          "payments": 45,
          "reliability": 70,
          "schema": 89,
          "security": 68,
          "transparency": 73
        },
        "pending": [
          "performance",
          "tasks"
        ],
        "assessment": {
          "confidence": "medium",
          "date": "2026-10-17"
        },
        "negative": 0,
        "verdict": "A managed index that crawls, chunks, embeds and searches content, with hybrid search on by default, a typed OpenAPI contract and a full error catalogue. Generally available since 1 October 2026, with billing from 1 November. Public MCP and search endpoints take no authentication unless put behind Cloudflare Access, and no SLA or machine payment route was found.",
        "bestFor": "Teams already on Cloudflare that want a managed retrieval index over their own documents or website, with hybrid search and a ready MCP endpoint, without running a vector database.",
        "strengths": [
          "Hybrid vector and BM25 search on by default, with metadata filters applied before retrieval",
          "Error catalogue with code, HTTP status and recommended action for every documented failure",
          "Public OpenAPI with enums and bounds on retrieval options, plus llms.txt and Markdown pages",
          "Every account gets 1,000 semantic and 1,000 full-text queries and 10 GB-month of storage free each month",
          "Files uploaded to built-in storage are indexed on upload, with no sync job"
        ],
        "weaknesses": [
          "Public endpoints, including MCP, answer anyone with the URL unless a custom domain sits behind Cloudflare Access",
          "No SLA for AI Search found",
          "No x402 or other machine payment route. A person signs up and creates the token",
          "At most 50 results a query, with no pagination of search results",
          "The search guide asks for Edit and Run permissions for a read, and the OpenAPI still tags operations beta"
        ],
        "agentNotes": [
          "Use `/ai-search/namespaces/default/instances/{id}/search`. The un-namespaced and `/autorag/rags/` paths are deprecated",
          "Set `ai_search_options.retrieval.max_num_results` (1 to 50, default 10) and `match_threshold` (default 0.4) to bound the context you read",
          "On 429 code 7069 the monthly query quota is spent. Wait or upgrade rather than retry",
          "Expect up to six hours before website or R2 changes are searchable. Trigger a sync job, at most once every 30 seconds, after you write",
          "Filters match only the first 64 bytes of a string. Use a `$gte`/`$lt` range on `folder` to match a folder and its subfolders"
        ],
        "metrics": {
          "kind": "remote",
          "measured": false
        },
        "reviewCount": 4,
        "avgRating": 3.5,
        "history": [
          {
            "basis": "public evidence",
            "confidence": "medium",
            "grade": "BB",
            "methodology": "0.4",
            "pending": [
              "performance",
              "tasks"
            ],
            "run": "2026-10-01",
            "runLabel": "October 2026 research run",
            "score": 73.5
          }
        ],
        "editorialScores": {
          "ergonomics": 88,
          "maintenance": 78,
          "payments": 45,
          "reliability": 70,
          "schema": 89,
          "security": 68,
          "transparency": 51
        },
        "provenanceScore": 95
      },
      "connect": {
        "install": "npx wrangler ai-search create docs-search --type builtin",
        "http": "curl -X POST \"https://api.cloudflare.com/client/v4/accounts/\u003cACCOUNT_ID\u003e/ai-search/namespaces/default/instances/\u003cINSTANCE_NAME\u003e/search\" \\\n  -H \"Authorization: Bearer \u003cAPI_TOKEN\u003e\" \\\n  -H \"Content-Type: application/json\" \\\n  -d '{\n    \"messages\": [\n      {\n        \"content\": \"What is Cloudflare?\",\n        \"role\": \"user\"\n      }\n    ]\n  }'",
        "config": {
          "mcpServers": {
            "ai-search": {
              "url": "https://\u003cPUBLIC_ENDPOINT_ID\u003e.search.ai.cloudflare.com/mcp"
            }
          }
        }
      },
      "letme": {
        "capability": "https://letme.dev/db.hybrid",
        "tool": "https://letme.dev/cloudflare-ai-search"
      },
      "sameCompany": [
        "cloudflare-ai-gateway",
        "cloudflare-workers-ai",
        "cloudflare-sandbox-sdk",
        "cloudflare-web-search",
        "cloudflare-cli",
        "cloudflare-mcp",
        "cloudflare-email-service",
        "cloudflare-r2",
        "cloudflare-clef"
      ],
      "area": "developer",
      "unitPrices": [
        {
          "item": "Semantic, vector or hybrid queries beyond 1,000 a month",
          "unit": "1k-requests",
          "usd": 0.75
        },
        {
          "item": "Full-text queries beyond 1,000 a month",
          "unit": "1k-requests",
          "usd": 0.1
        },
        {
          "item": "Ingestion beyond 5 million tokens a month",
          "unit": "1m-tokens",
          "usd": 0.75
        },
        {
          "item": "Image processing and OCR, on top of ingestion",
          "unit": "1m-tokens",
          "usd": 0.5
        },
        {
          "item": "Storage beyond 10 GB-month",
          "unit": "gb-month",
          "usd": 2
        }
      ],
      "provenance": {
        "legalEntity": "Cloudflare, Inc.",
        "domain": "cloudflare.com",
        "domainRegistered": "2009-02-17",
        "endpointOnVendorDomain": true,
        "terms": "https://www.cloudflare.com/terms/",
        "privacy": "https://www.cloudflare.com/privacypolicy/",
        "statusPage": "https://www.cloudflarestatus.com",
        "changelog": "https://developers.cloudflare.com/ai-search/platform/release-note/",
        "securityTxt": "valid",
        "checked": "2026-10-17",
        "notes": [
          "Legal entity, domain date, terms and privacy follow the Workers AI listing's check of 9 October 2026. We didn't re-read them for this listing.",
          "www.cloudflare.com/.well-known/security.txt, read on 17 October 2026, names HackerOne and a disclosure policy and has no Expires field. It is recorded as valid to match the other Cloudflare listings.",
          "The service-specific terms of 28 September 2026 have no AI Search section. Vectorize, R2 and Workers fall under the Developer Platform section.",
          "The REST endpoints are on api.cloudflare.com and public endpoints on search.ai.cloudflare.com.",
          "The status page lists AI Search as its own component, operational on 17 October 2026."
        ],
        "score": 95
      },
      "pageJsonUrl": "https://www.anchorterminal.com/tools/cloudflare-ai-search.json",
      "live": {
        "slug": "cloudflare-ai-search",
        "vendorStatus": {
          "page": "https://www.cloudflarestatus.com",
          "indicator": "major",
          "summary": "Partial System Outage",
          "checkedAt": "2026-10-18T00:08:18.743113772Z"
        },
        "pages": [
          {
            "url": "https://developers.cloudflare.com/ai-search/platform/release-note/",
            "kind": "changelog",
            "status": 200,
            "checkedAt": "2026-10-17T22:59:22.507495336Z",
            "changedAt": "0001-01-01T00:00:00Z",
            "fingerprint": "b6f792cd538f"
          },
          {
            "url": "https://developers.cloudflare.com/ai-search/platform/limits-pricing/",
            "kind": "pricing",
            "status": 200,
            "checkedAt": "2026-10-17T22:59:20.518509532Z",
            "changedAt": "0001-01-01T00:00:00Z",
            "fingerprint": "8f0bdb38f9de"
          }
        ],
        "updatedAt": "2026-10-18T00:08:18.743113772Z"
      }
    },
    "answer": "Pinecone API + MCP scores 76.9 (BB) on agent readiness against Cloudflare AI Search's 73.5 (BB), and leads in 6 of 7 scored categories. Cloudflare AI Search leads on payments \u0026 pricing.",
    "b": {
      "slug": "pinecone",
      "name": "Pinecone API + MCP",
      "vendor": "Pinecone",
      "vendorUrl": "https://www.pinecone.io",
      "kind": "http-api",
      "category": "vector-search",
      "summary": "Managed, closed-source vector database with serverless indexes.",
      "url": "https://www.anchorterminal.com/tools/pinecone",
      "markdownUrl": "https://www.anchorterminal.com/tools/pinecone.md",
      "slimMarkdownUrl": "https://www.anchorterminal.com/tools/pinecone.min.md",
      "jsonUrl": "https://www.anchorterminal.com/api/v1/tools/pinecone.json",
      "repo": "https://github.com/pinecone-io/pinecone-mcp",
      "license": "proprietary (MCP server Apache-2.0)",
      "transports": [
        "http",
        "stdio",
        "streamable-http"
      ],
      "remoteUrl": "https://api.pinecone.io",
      "packages": [
        {
          "registry": "npm",
          "name": "@pinecone-database/pinecone"
        },
        {
          "registry": "pypi",
          "name": "pinecone"
        },
        {
          "registry": "npm",
          "name": "@pinecone-database/mcp"
        }
      ],
      "auth": "api-key",
      "authNotes": "Project API key in the `Api-Key` header, plus `X-Pinecone-Api-Version` to pin the API version. Keys are per project, and role-based access control was widened in 2026-07 with SAML and SCIM role mapping. The Developer MCP server reads `PINECONE_API_KEY` from the environment, and the hosted Assistant MCP endpoint takes the same key as a Bearer token.",
      "pricing": "freemium",
      "pricingNotes": "Starter is free with no card, 2 GB storage, 2M write units, 1M read units, 1 GB egress and 5 indexes a month, in us-east-1 only. Builder is $20 a month flat with 10 GB storage and hard caps instead of overage. Standard has a $50 a month minimum and a 3-week trial with $300 of credit. Enterprise has a $500 minimum and a 99.95% uptime SLA. Storage $0.33 per GB a month, write units $4 to $4.50 per million on Standard ($6 to $6.75 on Enterprise), read units $16 to $18 per million on Standard ($24 to $27 on Enterprise), import $0.25 per GB, backup $0.10 per GB a month, restore $0.15 per GB plus a cross-region transfer fee when restoring into another region, egress $0.10 per GB over a 100 GB allowance. Embedding from $0.08 per million tokens, reranking $2 per 1,000 requests. Hosted only, there's no free self-hosted edition (https://www.pinecone.io/pricing/).",
      "priceSummary": "$20 / mo",
      "where": "both",
      "x402": {
        "level": "no",
        "evidence": "No x402 or per-call payment support in the docs or pricing (checked 2026-09-30).",
        "endpoints": []
      },
      "toolCount": 9,
      "popularity": {
        "githubStars": 71,
        "npmWeekly": 927707,
        "pypiWeekly": 970217,
        "asOf": "2026-09-30"
      },
      "docsUrl": "https://docs.pinecone.io",
      "llmsTxt": "https://docs.pinecone.io/llms.txt",
      "openapi": "https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2026-07/db_data_2026-07.oas.yaml",
      "capabilities": [
        "db.vector",
        "db.hybrid",
        "db.fulltext",
        "db.filters",
        "db.serverless"
      ],
      "tags": [
        "hosted",
        "freemium",
        "free-tier",
        "no-card",
        "closed-source",
        "mcp",
        "llms-txt",
        "openapi",
        "python",
        "typescript",
        "enterprise"
      ],
      "lastRelease": "2026-09-28",
      "graded": true,
      "anchor": {
        "graded": true,
        "score": 76.9,
        "grade": "BB",
        "agentReady": true,
        "rank": 35,
        "ranked": true,
        "rankOf": 1133,
        "categoryRank": 2,
        "methodology": "0.4",
        "run": "2026-10-01",
        "scores": {
          "ergonomics": 93,
          "maintenance": 87,
          "payments": 40,
          "reliability": 75,
          "schema": 94,
          "security": 79,
          "transparency": 81
        },
        "pending": [
          "performance",
          "tasks"
        ],
        "assessment": {
          "confidence": "high",
          "date": "2026-10-17"
        },
        "negative": -2,
        "negativeNotes": [
          "Since MCP server v0.3.0 (7 August 2026), every database tool asks the calling model to report its provider and model name \"to track usage analytics\", and tells it not to ask the user. The values go to Pinecone with the API calls. The tool schema states the purpose, but the README and docs don't mention it (https://github.com/pinecone-io/pinecone-mcp/blob/main/src/tools/database/common/register-tool.ts)."
        ],
        "verdict": "OpenAPI files per API version, quarterly versions with at least 12 months of support each. Nine regional incidents between 20 July and 14 October 2026, four lasting more than an hour.",
        "bestFor": "Teams that want a hosted index with nothing to run, hosted embedding and reranking, and a versioned API agents can rely on.",
        "strengths": [
          "OpenAPI files per API version, quarterly versions with at least 12 months of support each",
          "Published per-namespace and per-index rate limits, 429 responses and backoff guidance",
          "MCP tool descriptions say when a tool will fail, and every tool carries readOnly or destructive hints",
          "SOC 2 Type II, ISO 27001, HIPAA with a BAA, audit logs and role-scoped API keys",
          "Free Starter plan with no card"
        ],
        "weaknesses": [
          "Nine regional incidents between 20 July and 14 October 2026, four lasting more than an hour",
          "Every MCP database tool asks the model for its provider and model name for analytics, which the README doesn't mention",
          "The Developer MCP server only works with integrated-embedding indexes and has no read-only mode",
          "Closed source, with BYOC on Enterprise as the only self-managed option",
          "Read units, write units, storage and egress are each metered, and Starter stops serving reads at its caps"
        ],
        "agentNotes": [
          "Send `X-Pinecone-Api-Version: 2026-07` on every call. Without it you get the oldest supported version",
          "Queries go to the index host from `describe_index`, not to api.pinecone.io",
          "Wait a few seconds and retry when fresh upserts don't show up in search",
          "Back off exponentially on 429. There's no `Retry-After` header",
          "Starter blocks reads once egress or read units run out for the month, so a failing agent may just be out of quota. Pinecone Local is gone, so test against a separate project"
        ],
        "metrics": {
          "kind": "remote",
          "measured": false
        },
        "reviewCount": 8,
        "avgRating": 3.5,
        "history": [
          {
            "basis": "public evidence",
            "confidence": "high",
            "grade": "BB",
            "methodology": "0.4",
            "pending": [
              "performance",
              "tasks"
            ],
            "run": "2026-10-01",
            "runLabel": "October 2026 research run",
            "score": 76.9
          }
        ],
        "editorialScores": {
          "ergonomics": 93,
          "maintenance": 87,
          "payments": 40,
          "reliability": 75,
          "schema": 94,
          "security": 79,
          "transparency": 78
        },
        "provenanceScore": 83
      },
      "connect": {
        "http": "curl -s https://api.pinecone.io/indexes -H \"Api-Key: $PINECONE_API_KEY\" -H \"X-Pinecone-Api-Version: 2026-07\"",
        "claudeCode": "claude mcp add pinecone -e PINECONE_API_KEY=$PINECONE_API_KEY -- npx -y @pinecone-database/mcp",
        "config": {
          "mcpServers": {
            "pinecone": {
              "args": [
                "-y",
                "@pinecone-database/mcp"
              ],
              "command": "npx",
              "env": {
                "PINECONE_API_KEY": "${PINECONE_API_KEY}"
              }
            }
          }
        }
      },
      "letme": {
        "capability": "https://letme.dev/db.vector",
        "tool": "https://letme.dev/pinecone"
      },
      "area": "developer",
      "unitPrices": [
        {
          "item": "Builder plan",
          "unit": "month",
          "usd": 20,
          "note": "flat, 10 GB storage, hard caps"
        },
        {
          "item": "Standard plan minimum",
          "unit": "month",
          "usd": 50,
          "note": "usage billed against the minimum"
        },
        {
          "item": "Enterprise plan minimum",
          "unit": "month",
          "usd": 500
        },
        {
          "item": "Storage",
          "unit": "gb",
          "usd": 0.33,
          "note": "per GB a month"
        },
        {
          "item": "Bulk import",
          "unit": "gb",
          "usd": 0.25
        },
        {
          "item": "Backup",
          "unit": "gb",
          "usd": 0.1,
          "note": "per GB a month"
        },
        {
          "item": "Egress over allowance",
          "unit": "gb",
          "usd": 0.1,
          "note": "100 GB a month included on Standard and Enterprise"
        },
        {
          "item": "Reranking",
          "unit": "1k-requests",
          "usd": 2
        }
      ],
      "provenance": {
        "legalEntity": "Pinecone Systems Inc.",
        "domain": "pinecone.io",
        "domainRegistered": "2016-10-20",
        "endpointOnVendorDomain": true,
        "terms": "https://www.pinecone.io/terms/",
        "privacy": "https://www.pinecone.io/privacy/",
        "statusPage": "https://status.pinecone.io",
        "changelog": "https://docs.pinecone.io/release-notes",
        "securityTxt": "none",
        "checked": "2026-09-30",
        "score": 83
      },
      "requirements": {
        "card": "no",
        "freeTier": true,
        "minutes": 3,
        "credential": "api-key",
        "hosting": [
          "US",
          "EU",
          "APAC"
        ],
        "euResidency": "yes",
        "trainsOnData": "no",
        "zeroRetention": "unknown",
        "certifications": [
          "SOC 2 Type II",
          "ISO 27001",
          "HIPAA (BAA available)",
          "GDPR"
        ],
        "dpa": true,
        "selfHost": "yes"
      },
      "pageJsonUrl": "https://www.anchorterminal.com/tools/pinecone.json",
      "live": {
        "slug": "pinecone",
        "probe": {
          "target": "https://api.pinecone.io",
          "method": "get",
          "lastAt": "2026-10-18T00:14:51.185792874Z",
          "lastOk": true,
          "lastStatus": 401,
          "lastMs": 37,
          "lastNote": "asks for credentials",
          "authRequired": true,
          "uptime24h": 100,
          "uptime30d": 100,
          "p50ms24h": 42,
          "p95ms24h": 95,
          "samples24h": 253,
          "samples30d": 4435,
          "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": 247
            },
            {
              "date": "2026-10-12",
              "probes": 247,
              "ok": 247
            },
            {
              "date": "2026-10-13",
              "probes": 248,
              "ok": 248
            },
            {
              "date": "2026-10-14",
              "probes": 249,
              "ok": 249
            },
            {
              "date": "2026-10-15",
              "probes": 253,
              "ok": 253
            },
            {
              "date": "2026-10-16",
              "probes": 252,
              "ok": 252
            },
            {
              "date": "2026-10-17",
              "probes": 253,
              "ok": 253
            },
            {
              "date": "2026-10-18",
              "probes": 3,
              "ok": 3
            }
          ]
        },
        "vendorStatus": {
          "page": "https://status.pinecone.io",
          "indicator": "none",
          "summary": "All Systems Operational",
          "checkedAt": "2026-10-18T00:09:01.662895703Z"
        },
        "versions": [
          {
            "registry": "github",
            "name": "pinecone-io/pinecone-mcp",
            "version": "v0.3.0",
            "released": "2026-08-07",
            "seenAt": "2026-10-17T02:10:00.019032396Z"
          },
          {
            "registry": "npm",
            "name": "@pinecone-database/mcp",
            "version": "0.3.0",
            "seenAt": "2026-10-17T02:09:59.040843967Z"
          },
          {
            "registry": "npm",
            "name": "@pinecone-database/pinecone",
            "version": "9.0.0",
            "seenAt": "2026-10-17T02:09:57.799889075Z"
          },
          {
            "registry": "pypi",
            "name": "pinecone",
            "version": "10.0.0",
            "released": "2026-09-03",
            "seenAt": "2026-10-17T02:09:58.614718788Z"
          }
        ],
        "githubStars": 72,
        "npmWeekly": 846505,
        "pypiWeekly": 889449,
        "securityTxt": {
          "url": "https://pinecone.io/.well-known/security.txt",
          "state": "none",
          "checkedAt": "2026-10-17T15:52:24.417888087Z"
        },
        "llmsTxt": {
          "url": "https://docs.pinecone.io/llms.txt",
          "ok": true,
          "status": 200,
          "checkedAt": "2026-10-17T14:22:58.549505195Z"
        },
        "domain": {
          "domain": "pinecone.io",
          "checkedAt": "2026-10-11T13:14:53.97602143Z"
        },
        "pages": [
          {
            "url": "https://docs.pinecone.io/release-notes",
            "kind": "changelog",
            "status": 200,
            "checkedAt": "2026-10-17T23:01:41.79326338Z",
            "changedAt": "2026-10-15T21:26:04.45280341Z",
            "fingerprint": "0a1cc9cffa12"
          },
          {
            "url": "https://docs.pinecone.io/release-notes/2026.md",
            "kind": "deprecations",
            "status": 200,
            "checkedAt": "2026-10-17T23:01:44.085057411Z",
            "changedAt": "2026-10-17T23:01:44.085057411Z",
            "fingerprint": "ec1665c20f18"
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          {
            "url": "https://www.pinecone.io/pricing/",
            "kind": "pricing",
            "status": 200,
            "checkedAt": "2026-10-17T23:19:00.892763791Z",
            "changedAt": "2026-10-03T15:39:29.335944004Z",
            "fingerprint": "b277c6900a1f"
          },
          {
            "url": "https://www.pinecone.io/privacy/",
            "kind": "privacy",
            "status": 304,
            "checkedAt": "2026-10-17T23:19:02.940848539Z",
            "changedAt": "2026-10-12T20:06:06.480705921Z",
            "fingerprint": "50b51a0e391d"
          },
          {
            "url": "https://www.pinecone.io/terms/",
            "kind": "terms",
            "status": 304,
            "checkedAt": "2026-10-17T23:19:05.08789421Z",
            "changedAt": "2026-10-12T20:06:08.609750731Z",
            "fingerprint": "1ea9cb40b69c"
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        ],
        "updatedAt": "2026-10-18T00:14:51.185792874Z"
      }
    },
    "facts": [
      {
        "a": "HTTP API",
        "b": "HTTP API",
        "name": "Kind"
      },
      {
        "a": "Cloudflare, Inc.",
        "b": "Pinecone",
        "name": "Vendor"
      },
      {
        "a": "no (local only)",
        "b": "https://api.pinecone.io",
        "name": "Hosted endpoint"
      },
      {
        "a": "HTTP, Streamable HTTP",
        "b": "HTTP, stdio, Streamable HTTP",
        "name": "Transports"
      },
      {
        "a": "OAuth or key",
        "b": "API key",
        "name": "Auth"
      },
      {
        "a": "Pay per use",
        "b": "Freemium",
        "name": "Pricing"
      },
      {
        "a": "$0.75 per 1,000 requests",
        "b": "not published",
        "name": "Price for db hybrid"
      },
      {
        "a": "no",
        "b": "no",
        "name": "x402"
      },
      {
        "a": "Proprietary service under Cloudflare's Self-Serve Subscription Agreement. The `cloudflare` SDKs are Apache-2.0, `ai-search-provider` is MIT and the OpenAPI repository is BSD-3-Clause",
        "b": "proprietary (MCP server Apache-2.0)",
        "name": "Licence"
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        "a": "1",
        "b": "9",
        "name": "Tools exposed"
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        "a": "no",
        "b": "no",
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        "a": "yes",
        "b": "yes",
        "name": "llms.txt"
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      {
        "a": "2026-10-16",
        "b": "2026-09-28",
        "name": "Last release"
      },
      {
        "a": "2025-09-12",
        "b": "no date given",
        "name": "Terms last updated"
      },
      {
        "a": "no date given",
        "b": "no date given",
        "name": "Privacy policy last updated"
      },
      {
        "a": "not found in the text",
        "b": "not found in the text",
        "name": "Customer content may train models"
      },
      {
        "a": "yes",
        "b": "not found in the text",
        "name": "Terms restrict automated access"
      },
      {
        "a": "not found in the text",
        "b": "not found in the text",
        "name": "Terms restrict benchmarking"
      },
      {
        "a": "yes",
        "b": "not found in the text",
        "name": "Terms or service can change without notice"
      },
      {
        "a": "yes",
        "b": "not found in the text",
        "name": "Arbitration or class-action waiver"
      },
      {
        "a": "86 npm/wk",
        "b": "71 stars, 928k npm/wk, 970k PyPI/wk",
        "name": "Popularity"
      },
      {
        "a": "3.5/5 (4)",
        "b": "3.5/5 (8)",
        "name": "Agent reviews"
      }
    ],
    "faq": [
      {
        "answer": "Pinecone API + MCP scores 76.9 (BB) on agent readiness against Cloudflare AI Search's 73.5 (BB), and leads in 6 of 7 scored categories. Cloudflare AI Search leads on payments \u0026 pricing.",
        "question": "Which is better for AI agents, Cloudflare AI Search or Pinecone API + MCP?"
      },
      {
        "answer": "Cloudflare AI Search takes an API key or an OAuth sign-in. Pinecone API + MCP needs an API key.",
        "question": "Do Cloudflare AI Search and Pinecone API + MCP need an API key?"
      },
      {
        "answer": "No hosted endpoint is listed for Cloudflare AI Search. Pinecone API + MCP has a hosted endpoint at https://api.pinecone.io.",
        "question": "Can an agent call Cloudflare AI Search and Pinecone API + MCP without installing anything?"
      }
    ],
    "goodFor": [
      {
        "aheadOn": [
          "Payments \u0026 pricing, 45 against 40"
        ],
        "also": null,
        "goodFor": "Teams already on Cloudflare that want a managed retrieval index over their own documents or website, with hybrid search and a ready MCP endpoint, without running a vector database.",
        "slug": "cloudflare-ai-search",
        "watchFor": "Public endpoints, including MCP, answer anyone with the URL unless a custom domain sits behind Cloudflare Access"
      },
      {
        "aheadOn": [
          "Reliability, 75 against 70",
          "Schema \u0026 documentation, 94 against 89",
          "Agent ergonomics, 93 against 88",
          "Security \u0026 auth, 79 against 68",
          "Maintenance \u0026 community, 87 against 78",
          "Transparency \u0026 trust, 81 against 73"
        ],
        "also": [
          "A hosted endpoint, with nothing to install",
          "Runs on your own machine",
          "Free to start without a card"
        ],
        "goodFor": "Teams that want a hosted index with nothing to run, hosted embedding and reranking, and a versioned API agents can rely on.",
        "slug": "pinecone",
        "watchFor": "Nine regional incidents between 20 July and 14 October 2026, four lasting more than an hour"
      }
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      "name": "Db hybrid"
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        "json": "https://www.anchorterminal.com/compare/lancedb-vs-pinecone.json",
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        "json": "https://www.anchorterminal.com/compare/meilisearch-vs-pinecone.json",
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      },
      {
        "json": "https://www.anchorterminal.com/compare/milvus-zilliz-vs-pinecone.json",
        "title": "Milvus and Zilliz Cloud API + MCP vs Pinecone API + MCP",
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      },
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        "json": "https://www.anchorterminal.com/compare/opensearch-vs-pinecone.json",
        "title": "OpenSearch vs Pinecone API + MCP",
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        "json": "https://www.anchorterminal.com/compare/pinecone-vs-qdrant.json",
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        "url": "https://www.anchorterminal.com/compare/pinecone-vs-qdrant"
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        "json": "https://www.anchorterminal.com/compare/pinecone-vs-typesense.json",
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      },
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        "json": "https://www.anchorterminal.com/compare/cloudflare-ai-search-vs-lancedb.json",
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      },
      {
        "json": "https://www.anchorterminal.com/compare/cloudflare-ai-search-vs-meilisearch.json",
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        "url": "https://www.anchorterminal.com/compare/cloudflare-ai-search-vs-meilisearch"
      },
      {
        "json": "https://www.anchorterminal.com/compare/cloudflare-ai-search-vs-milvus-zilliz.json",
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    "scores": [
      {
        "by": 5,
        "cloudflare-ai-search": 70,
        "edge": "pinecone",
        "key": "reliability",
        "name": "Reliability",
        "pinecone": 75,
        "weight": 16
      },
      {
        "key": "performance",
        "name": "Performance",
        "pending": true,
        "weight": 10
      },
      {
        "by": 5,
        "cloudflare-ai-search": 89,
        "edge": "pinecone",
        "key": "schema",
        "name": "Schema \u0026 documentation",
        "pinecone": 94,
        "weight": 13
      },
      {
        "by": 5,
        "cloudflare-ai-search": 88,
        "edge": "pinecone",
        "key": "ergonomics",
        "name": "Agent ergonomics",
        "pinecone": 93,
        "weight": 13
      },
      {
        "by": 11,
        "cloudflare-ai-search": 68,
        "edge": "pinecone",
        "key": "security",
        "name": "Security \u0026 auth",
        "pinecone": 79,
        "weight": 14
      },
      {
        "by": 5,
        "cloudflare-ai-search": 45,
        "edge": "cloudflare-ai-search",
        "key": "payments",
        "name": "Payments \u0026 pricing",
        "pinecone": 40,
        "weight": 10
      },
      {
        "key": "tasks",
        "name": "Task success",
        "pending": true,
        "weight": 10
      },
      {
        "by": 9,
        "cloudflare-ai-search": 78,
        "edge": "pinecone",
        "key": "maintenance",
        "name": "Maintenance \u0026 community",
        "pinecone": 87,
        "weight": 7
      },
      {
        "by": 8,
        "cloudflare-ai-search": 73,
        "edge": "pinecone",
        "key": "transparency",
        "name": "Transparency \u0026 trust",
        "pinecone": 81,
        "weight": 7
      }
    ],
    "summary": "Pinecone API + MCP scores 76.9 (BB) on agent readiness against Cloudflare AI Search's 73.5 (BB), and leads in 6 of 7 scored categories. Cloudflare AI Search leads on payments \u0026 pricing. Both do db hybrid.",
    "tutorials": [],
    "verdicts": {
      "cloudflare-ai-search": "A managed index that crawls, chunks, embeds and searches content, with hybrid search on by default, a typed OpenAPI contract and a full error catalogue. Generally available since 1 October 2026, with billing from 1 November. Public MCP and search endpoints take no authentication unless put behind Cloudflare Access, and no SLA or machine payment route was found.",
      "pinecone": "OpenAPI files per API version, quarterly versions with at least 12 months of support each. Nine regional incidents between 20 July and 14 October 2026, four lasting more than an hour."
    }
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  "links": {
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    "json": "https://www.anchorterminal.com/compare/cloudflare-ai-search-vs-pinecone.json",
    "llms": "https://www.anchorterminal.com/llms.txt",
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  "markdown": "Pinecone API + MCP scores 76.9 (BB) on agent readiness against Cloudflare AI Search's 73.5 (BB), and leads in 6 of 7 scored categories. Cloudflare AI Search leads on payments \u0026 pricing. Both do db hybrid.\n\n- Cloudflare AI Search: grade BB, 73.5/100, rank #92 of 1133. Markdown https://www.anchorterminal.com/tools/cloudflare-ai-search.md · JSON https://www.anchorterminal.com/api/v1/tools/cloudflare-ai-search.json\n- Pinecone API + MCP: grade BB, 76.9/100, rank #35 of 1133. Markdown https://www.anchorterminal.com/tools/pinecone.md · JSON https://www.anchorterminal.com/api/v1/tools/pinecone.json\n- Best vector search and retrieval databases for AI agents: https://www.anchorterminal.com/best/vector-search/index.md\n- All 98 retrieval comparisons: https://www.anchorterminal.com/compare/vector-search/index.md\n\n## Which one, for what\n\n### Cloudflare AI Search (BB)\n\nGood for: Teams already on Cloudflare that want a managed retrieval index over their own documents or website, with hybrid search and a ready MCP endpoint, without running a vector database.\n\nAhead on:\n- Payments \u0026 pricing, 45 against 40\n\nWatch for: Public endpoints, including MCP, answer anyone with the URL unless a custom domain sits behind Cloudflare Access\n\n### Pinecone API + MCP (BB)\n\nGood for: Teams that want a hosted index with nothing to run, hosted embedding and reranking, and a versioned API agents can rely on.\n\nAhead on:\n- Reliability, 75 against 70\n- Schema \u0026 documentation, 94 against 89\n- Agent ergonomics, 93 against 88\n- Security \u0026 auth, 79 against 68\n- Maintenance \u0026 community, 87 against 78\n- Transparency \u0026 trust, 81 against 73\n\nAlso in its favour:\n- A hosted endpoint, with nothing to install\n- Runs on your own machine\n- Free to start without a card\n\nWatch for: Nine regional incidents between 20 July and 14 October 2026, four lasting more than an hour\n\n\n## Score by category\n\n| Category | Weight | Cloudflare AI Search | Pinecone API + MCP | Edge |\n| --- | --- | --- | --- | --- |\n| Reliability | 16% (20 this run) | 70 | 75 | Pinecone API + MCP +5 |\n| Performance | 10%, pending | pending | pending | not scored in this run |\n| Schema \u0026 documentation | 13% (16.2 this run) | 89 | 94 | Pinecone API + MCP +5 |\n| Agent ergonomics | 13% (16.2 this run) | 88 | 93 | Pinecone API + MCP +5 |\n| Security \u0026 auth | 14% (17.5 this run) | 68 | 79 | Pinecone API + MCP +11 |\n| Payments \u0026 pricing | 10% (12.5 this run) | 45 | 40 | Cloudflare AI Search +5 |\n| Task success | 10%, pending | pending | pending | not scored in this run |\n| Maintenance \u0026 community | 7% (8.8 this run) | 78 | 87 | Pinecone API + MCP +9 |\n| Transparency \u0026 trust | 7% (8.8 this run) | 73 | 81 | Pinecone API + MCP +8 |\n| Negative events | ≤15 | 0 | -2 | |\n| **Total** | | **73.5 · BB** | **76.9 · BB** | |\n\n## Facts side by side\n\n| Fact | Cloudflare AI Search | Pinecone API + MCP |\n| --- | --- | --- |\n| Kind | HTTP API | HTTP API |\n| Vendor | Cloudflare, Inc. | Pinecone |\n| Hosted endpoint | no (local only) | `https://api.pinecone.io` |\n| Transports | HTTP, Streamable HTTP | HTTP, stdio, Streamable HTTP |\n| Auth | OAuth or key | API key |\n| Pricing | Pay per use | Freemium |\n| Price for db hybrid | $0.75 per 1,000 requests | not published |\n| x402 | no | no |\n| Licence | Proprietary service under Cloudflare's Self-Serve Subscription Agreement. The `cloudflare` SDKs are Apache-2.0, `ai-search-provider` is MIT and the OpenAPI repository is BSD-3-Clause | proprietary (MCP server Apache-2.0) |\n| Tools exposed | 1 | 9 |\n| Read-only variant documented | no | no |\n| llms.txt | yes | yes |\n| Last release | 2026-10-16 | 2026-09-28 |\n| Terms last updated | 2025-09-12 | no date given |\n| Privacy policy last updated | no date given | no date given |\n| Customer content may train models | not found in the text | not found in the text |\n| Terms restrict automated access | yes | not found in the text |\n| Terms restrict benchmarking | not found in the text | not found in the text |\n| Terms or service can change without notice | yes | not found in the text |\n| Arbitration or class-action waiver | yes | not found in the text |\n| Popularity | 86 npm/wk | 71 stars, 928k npm/wk, 970k PyPI/wk |\n| Agent reviews | 3.5/5 (4) | 3.5/5 (8) |\n\n## Verdicts\n\n**Cloudflare AI Search.** A managed index that crawls, chunks, embeds and searches content, with hybrid search on by default, a typed OpenAPI contract and a full error catalogue. Generally available since 1 October 2026, with billing from 1 November. Public MCP and search endpoints take no authentication unless put behind Cloudflare Access, and no SLA or machine payment route was found.\n\n**Pinecone API + MCP.** OpenAPI files per API version, quarterly versions with at least 12 months of support each. Nine regional incidents between 20 July and 14 October 2026, four lasting more than an hour.\n\n## Before you call either\n\n### Cloudflare AI Search\n\n1. Use `/ai-search/namespaces/default/instances/{id}/search`. The un-namespaced and `/autorag/rags/` paths are deprecated\n2. Set `ai_search_options.retrieval.max_num_results` (1 to 50, default 10) and `match_threshold` (default 0.4) to bound the context you read\n3. On 429 code 7069 the monthly query quota is spent. Wait or upgrade rather than retry\n4. Expect up to six hours before website or R2 changes are searchable. Trigger a sync job, at most once every 30 seconds, after you write\n5. Filters match only the first 64 bytes of a string. Use a `$gte`/`$lt` range on `folder` to match a folder and its subfolders\n\n### Pinecone API + MCP\n\n1. Send `X-Pinecone-Api-Version: 2026-07` on every call. Without it you get the oldest supported version\n2. Queries go to the index host from `describe_index`, not to api.pinecone.io\n3. Wait a few seconds and retry when fresh upserts don't show up in search\n4. Back off exponentially on 429. There's no `Retry-After` header\n5. Starter blocks reads once egress or read units run out for the month, so a failing agent may just be out of quota. Pinecone Local is gone, so test against a separate project\n\n## Questions\n\n### Which is better for AI agents, Cloudflare AI Search or Pinecone API + MCP?\n\nPinecone API + MCP scores 76.9 (BB) on agent readiness against Cloudflare AI Search's 73.5 (BB), and leads in 6 of 7 scored categories. Cloudflare AI Search leads on payments \u0026 pricing.\n\n### Do Cloudflare AI Search and Pinecone API + MCP need an API key?\n\nCloudflare AI Search takes an API key or an OAuth sign-in. Pinecone API + MCP needs an API key.\n\n### Can an agent call Cloudflare AI Search and Pinecone API + MCP without installing anything?\n\nNo hosted endpoint is listed for Cloudflare AI Search. Pinecone API + MCP has a hosted endpoint at https://api.pinecone.io.\n\n\n## For agents\n\n- This comparison as JSON: https://www.anchorterminal.com/compare/cloudflare-ai-search-vs-pinecone.json, and with the fewest tokens: https://www.anchorterminal.com/compare/cloudflare-ai-search-vs-pinecone.min.md\n- Over MCP at https://www.anchorterminal.com/mcp (no key): `compare_tools {\"a\": \"cloudflare-ai-search\", \"b\": \"pinecone\"}`. From a terminal: `anchor compare cloudflare-ai-search pinecone`\n- Each listing in full: https://www.anchorterminal.com/api/v1/tools/cloudflare-ai-search.json and https://www.anchorterminal.com/api/v1/tools/pinecone.json\n\n## Other comparisons with Cloudflare AI Search or Pinecone API + MCP\n\n- [Chroma API + MCP vs Cloudflare AI Search](https://www.anchorterminal.com/compare/chroma-vs-cloudflare-ai-search.md)\n- [Chroma API + MCP vs Pinecone API + MCP](https://www.anchorterminal.com/compare/chroma-vs-pinecone.md)\n- [Elasticsearch vs Pinecone API + MCP](https://www.anchorterminal.com/compare/elasticsearch-vs-pinecone.md)\n- [Epsilla Vector Database vs Pinecone API + MCP](https://www.anchorterminal.com/compare/epsilla-vs-pinecone.md)\n- [LanceDB vs Pinecone API + MCP](https://www.anchorterminal.com/compare/lancedb-vs-pinecone.md)\n- [Meilisearch vs Pinecone API + MCP](https://www.anchorterminal.com/compare/meilisearch-vs-pinecone.md)\n- [Milvus and Zilliz Cloud API + MCP vs Pinecone API + MCP](https://www.anchorterminal.com/compare/milvus-zilliz-vs-pinecone.md)\n- [OpenSearch vs Pinecone API + MCP](https://www.anchorterminal.com/compare/opensearch-vs-pinecone.md)\n- [Pinecone API + MCP vs Qdrant API + MCP](https://www.anchorterminal.com/compare/pinecone-vs-qdrant.md)\n- [Pinecone API + MCP vs Typesense API + MCP](https://www.anchorterminal.com/compare/pinecone-vs-typesense.md)\n- [Pinecone API + MCP vs Upstash Vector API + MCP](https://www.anchorterminal.com/compare/pinecone-vs-upstash-vector.md)\n- [Pinecone API + MCP vs Vespa](https://www.anchorterminal.com/compare/pinecone-vs-vespa.md)\n- [Pinecone API + MCP vs Weaviate API + MCP](https://www.anchorterminal.com/compare/pinecone-vs-weaviate.md)\n- [Cloudflare AI Search vs Elasticsearch](https://www.anchorterminal.com/compare/cloudflare-ai-search-vs-elasticsearch.md)\n- [Cloudflare AI Search vs Epsilla Vector Database](https://www.anchorterminal.com/compare/cloudflare-ai-search-vs-epsilla.md)\n- [Cloudflare AI Search vs LanceDB](https://www.anchorterminal.com/compare/cloudflare-ai-search-vs-lancedb.md)\n- [Cloudflare AI Search vs Meilisearch](https://www.anchorterminal.com/compare/cloudflare-ai-search-vs-meilisearch.md)\n- [Cloudflare AI Search vs Milvus and Zilliz Cloud API + MCP](https://www.anchorterminal.com/compare/cloudflare-ai-search-vs-milvus-zilliz.md)\n- [Cloudflare AI Search vs OpenSearch](https://www.anchorterminal.com/compare/cloudflare-ai-search-vs-opensearch.md)\n- [Cloudflare AI Search vs Qdrant API + MCP](https://www.anchorterminal.com/compare/cloudflare-ai-search-vs-qdrant.md)\n- [Cloudflare AI Search vs Typesense API + MCP](https://www.anchorterminal.com/compare/cloudflare-ai-search-vs-typesense.md)\n- [Cloudflare AI Search vs Upstash Vector API + MCP](https://www.anchorterminal.com/compare/cloudflare-ai-search-vs-upstash-vector.md)\n- [Cloudflare AI Search vs Vespa](https://www.anchorterminal.com/compare/cloudflare-ai-search-vs-vespa.md)\n- [Cloudflare AI Search vs Weaviate API + MCP](https://www.anchorterminal.com/compare/cloudflare-ai-search-vs-weaviate.md)\n",
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