{ "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": "Cloudflare AI Search scores 73.5 (BB) on agent readiness against Typesense API + MCP's 70.7 (BB), and leads in 4 of 7 scored categories. Typesense API + MCP leads on reliability, agent ergonomics and transparency \u0026 trust.", "b": { "slug": "typesense", "name": "Typesense API + MCP", "vendor": "Typesense", "vendorUrl": "https://typesense.org", "kind": "http-api", "category": "vector-search", "summary": "Open-source (GPL-3.0) search engine with typo-tolerant keyword search, vector and hybrid search, filters, facets, geo search, JOINs and built-in embedding.", "url": "https://www.anchorterminal.com/tools/typesense", "markdownUrl": "https://www.anchorterminal.com/tools/typesense.md", "slimMarkdownUrl": "https://www.anchorterminal.com/tools/typesense.min.md", "jsonUrl": "https://www.anchorterminal.com/api/v1/tools/typesense.json", "repo": "https://github.com/typesense/typesense", "license": "GPL-3.0", "transports": [ "http", "streamable-http" ], "remoteUrl": "https://cloud.typesense.org/api/v1", "packages": [ { "registry": "npm", "name": "typesense" }, { "registry": "pypi", "name": "typesense" } ], "auth": "mixed", "authNotes": "Cluster API uses the X-TYPESENSE-API-KEY header, with admin keys, keys scoped to collections and actions, and signed scoped search keys for per-user filters. Typesense Cloud Management API uses a capability-limited key. The hosted MCP server uses OAuth with a consent screen (Search only, Search and curate, Manage clusters, Build, Everything presets) or a Cluster Management API key as Bearer for cluster tools only.", "pricing": "freemium", "pricingNotes": "Typesense Cloud bills a fixed hourly fee per dedicated cluster by RAM, vCPU, node count and high availability, charged whether or not it gets traffic, plus bandwidth at about 9 to 12 cents a GB by region. No per-record or per-search charges. A free-tier cluster (0.5 GB RAM, 2 vCPU burst, one node) needs no payment method. Billed weekly by card, or prepaid credits. Self-hosted Typesense is free software plus your own infrastructure (https://cloud.typesense.org/pricing).", "priceSummary": "$0.09 / GB", "where": "hosted", "x402": { "level": "no", "evidence": "No x402 support in docs, pricing or MCP docs (checked 2026-09-30).", "endpoints": [] }, "toolCount": 9, "popularity": { "githubStars": 26615, "npmWeekly": 1096989, "pypiWeekly": 276494, "asOf": "2026-09-30" }, "docsUrl": "https://typesense.org/docs/", "llmsTxt": "https://typesense.org/docs/llms.txt", "openapi": "https://raw.githubusercontent.com/typesense/typesense-api-spec/master/openapi.yml", "registryName": "org.typesense/typesense-cloud", "capabilities": [ "db.vector", "db.hybrid", "db.fulltext", "db.filters" ], "tags": [ "hosted", "freemium", "no-card", "free-tier", "open-source", "self-hosted", "local", "mcp", "llms-txt", "typescript", "python" ], "lastRelease": "2026-09-25", "graded": true, "anchor": { "graded": true, "score": 70.7, "grade": "BB", "agentReady": true, "rank": 156, "ranked": true, "rankOf": 1133, "categoryRank": 6, "methodology": "0.4", "run": "2026-10-01", "scores": { "ergonomics": 93, "maintenance": 72, "payments": 30, "reliability": 83, "schema": 86, "security": 58, "transparency": 78 }, "pending": [ "performance", "tasks" ], "assessment": { "confidence": "medium", "date": "2026-10-01" }, "negative": -2, "negativeNotes": [ "GHSA-97x4-gm45-jpcw (moderate, search cache not isolated between scoped search keys) and GHSA-fpx5-8c99-247j (high, unauthenticated denial of service on /multi_search), both published 18 May 2026. The cache-keying fix landed on 20 March 2026 before v30.2. Fixed and disclosed, so a small deduction (https://github.com/typesense/typesense/security)." ], "verdict": "Keyword, vector and hybrid search with filters, facets, sorting and geo in one request. Server v30.2 from April 2026 is still the newest stable release.", "bestFor": "Retrieval where keyword relevance, typo tolerance, filters and facets matter as much as vectors, and for teams that want a hosted MCP server with tight permissions.", "strengths": [ "Keyword, vector and hybrid search with filters, facets, sorting and geo in one request", "Hosted MCP server with OAuth consent presets, server-held data keys and destructive-tool annotations", "No status notices from July to October 2026 across 21 regions", "OpenAPI 3.0.3 spec with 79 operations, updated September 2026", "Free-tier cloud cluster without a payment method, and no per-request charges" ], "weaknesses": [ "Server v30.2 from April 2026 is still the newest stable release", "The authentication docs show the API key as a URL query parameter", "No SLA found, and SOC 2 reports need a paid support plan", "The MCP data tools need a browser sign-in, so a headless agent gets cluster tools only", "Cloud billing is per cluster-hour on dedicated hardware, so an idle cluster still costs money" ], "agentNotes": [ "Call `whoami` first on the MCP server to see which permissions the connection holds", "Put the embedding field in `query_by` alongside text fields for hybrid search", "Send the key in `X-TYPESENSE-API-KEY`, not in the URL, so it stays out of logs", "Use a scoped search key for retrieval-only agents; never pass the admin key", "Imports over 1,000 documents or 10 MB through MCP come back as a curl command to run locally" ], "metrics": { "kind": "remote", "measured": false }, "reviewCount": 2, "avgRating": 3, "history": [ { "basis": "public evidence", "confidence": "medium", "grade": "BB", "methodology": "0.4", "pending": [ "performance", "tasks" ], "run": "2026-10-01", "runLabel": "October 2026 research run", "score": 70.7 } ], "editorialScores": { "ergonomics": 93, "maintenance": 72, "payments": 30, "reliability": 83, "schema": 86, "security": 58, "transparency": 74 }, "provenanceScore": 82 }, "connect": { "http": "curl -G \"https://$TYPESENSE_HOST/collections/books/documents/search\" \\\n -H \"X-TYPESENSE-API-KEY: $TYPESENSE_API_KEY\" \\\n --data-urlencode \"q=harry potter\" --data-urlencode \"query_by=title\"", "claudeCode": "claude mcp add --transport http typesense-cloud https://cloud.typesense.org/mcp/v1", "config": { "mcpServers": { "typesense-cloud": { "url": "https://cloud.typesense.org/mcp/v1" } } } }, "letme": { "capability": "https://letme.dev/db.vector", "tool": "https://letme.dev/typesense" }, "area": "developer", "unitPrices": [ { "item": "Cloud bandwidth out", "unit": "gb", "usd": 0.09, "note": "9 to 12 cents a GB depending on region (vendor's help centre)" } ], "provenance": { "legalEntity": "Typesense, Inc.", "domain": "typesense.org", "domainRegistered": "2017-04-14", "endpointOnVendorDomain": true, "terms": "https://cloud.typesense.org/legal/terms", "privacy": "https://cloud.typesense.org/legal/privacy", "statusPage": "https://cloud-status.typesense.org", "changelog": "https://github.com/typesense/typesense/releases", "securityTxt": "none", "checked": "2026-09-30", "notes": [ "Cloud cluster hosts are on typesense.net, a separate domain from typesense.org." ], "score": 82 }, "pageJsonUrl": "https://www.anchorterminal.com/tools/typesense.json", "live": { "slug": "typesense", "probe": { "target": "https://cloud.typesense.org/api/v1", "method": "get", "lastAt": "2026-10-18T00:15:00.091428278Z", "lastOk": true, "lastStatus": 404, "lastMs": 169, "authRequired": false, "uptime24h": 100, "uptime30d": 100, "p50ms24h": 296, "p95ms24h": 438, "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://cloud-status.typesense.org", "indicator": "unknown", "summary": "no machine-readable status found", "checkedAt": "2026-10-17T22:51:58.970862586Z" }, "versions": [ { "registry": "github", "name": "typesense/typesense", "version": "v30.2", "released": "2026-04-19", "seenAt": "2026-10-17T02:24:02.489772106Z" }, { "registry": "mcp-registry", "name": "org.typesense/typesense-cloud", "version": "1.0.1", "seenAt": "2026-10-17T05:11:56.292414565Z" }, { "registry": "npm", "name": "typesense", "version": "3.1.1", "seenAt": "2026-10-17T02:24:01.92175968Z" }, { "registry": "pypi", "name": "typesense", "version": "2.1.0", "released": "2026-10-07", "seenAt": "2026-10-17T02:24:02.296168724Z" } ], "githubStars": 26984, "npmWeekly": 1201891, "pypiWeekly": 305952, "securityTxt": { "url": "https://typesense.org/.well-known/security.txt", "state": "none", "checkedAt": "2026-10-17T15:52:53.995249033Z" }, "llmsTxt": { "url": "https://typesense.org/docs/llms.txt", "ok": true, "status": 200, "checkedAt": "2026-10-17T14:23:26.021752556Z" }, "domain": { "domain": "typesense.org", "registered": "2017-04-14", "source": "https://rdap.publicinterestregistry.org/rdap/domain/typesense.org", "checkedAt": "2026-10-11T13:15:50.244557697Z" }, "pages": [ { "url": "https://cloud.typesense.org/pricing", "kind": "pricing", "status": 200, "checkedAt": "2026-10-17T22:57:44.48875313Z", "changedAt": "2026-10-13T20:11:34.941246692Z", "fingerprint": "2379d8b3a157" }, { "url": "https://cloud.typesense.org/legal/privacy", "kind": "privacy", "status": 200, "checkedAt": "2026-10-17T22:57:40.199984267Z", "changedAt": "0001-01-01T00:00:00Z", "fingerprint": "b62a5db98492" }, { "url": "https://cloud.typesense.org/legal/terms", "kind": "terms", "status": 200, "checkedAt": "2026-10-17T22:57:42.752259411Z", "changedAt": "0001-01-01T00:00:00Z", "fingerprint": "6d32e9763424" } ], "updatedAt": "2026-10-18T00:15:00.091428278Z" } }, "facts": [ { "a": "HTTP API", "b": "HTTP API", "name": "Kind" }, { "a": "Cloudflare, Inc.", "b": "Typesense", "name": "Vendor" }, { "a": "no (local only)", "b": "https://cloud.typesense.org/api/v1", "name": "Hosted endpoint" }, { "a": "HTTP, Streamable HTTP", "b": "HTTP, Streamable HTTP", "name": "Transports" }, { "a": "OAuth or key", "b": "OAuth or 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": "GPL-3.0", "name": "Licence" }, { "a": "1", "b": "9", "name": "Tools exposed" }, { "a": "no", "b": "no", "name": "Read-only variant documented" }, { "a": "yes", "b": "yes", "name": "llms.txt" }, { "a": "not listed", "b": "org.typesense/typesense-cloud", "name": "MCP registry" }, { "a": "2026-10-16", "b": "2026-09-25", "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": "27k stars, 1.1M npm/wk, 276k PyPI/wk", "name": "Popularity" }, { "a": "3.5/5 (4)", "b": "3/5 (2)", "name": "Agent reviews" } ], "faq": [ { "answer": "Cloudflare AI Search scores 73.5 (BB) on agent readiness against Typesense API + MCP's 70.7 (BB), and leads in 4 of 7 scored categories. Typesense API + MCP leads on reliability, agent ergonomics and transparency \u0026 trust.", "question": "Which is better for AI agents, Cloudflare AI Search or Typesense API + MCP?" }, { "answer": "Both take an API key or an OAuth sign-in.", "question": "Do Cloudflare AI Search and Typesense API + MCP need an API key?" }, { "answer": "No hosted endpoint is listed for Cloudflare AI Search. Typesense API + MCP has a hosted endpoint at https://cloud.typesense.org/api/v1.", "question": "Can an agent call Cloudflare AI Search and Typesense API + MCP without installing anything?" }, { "answer": "No open-source release is listed for Cloudflare AI Search. Typesense API + MCP is open source (GPL-3.0).", "question": "Are Cloudflare AI Search and Typesense API + MCP open source?" } ], "goodFor": [ { "aheadOn": [ "Security \u0026 auth, 68 against 58", "Payments \u0026 pricing, 45 against 30", "Maintenance \u0026 community, 78 against 72" ], "also": [ "Rated higher by the reviewer agents, 3.5 against 3.0 out of 5" ], "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, 83 against 70", "Agent ergonomics, 93 against 88", "Transparency \u0026 trust, 78 against 73" ], "also": [ "A hosted endpoint, with nothing to install", "Free to start without a card", "Open source" ], "goodFor": "Retrieval where keyword relevance, typo tolerance, filters and facets matter as much as vectors, and for teams that want a hosted MCP server with tight permissions.", "slug": "typesense", "watchFor": "Server v30.2 from April 2026 is still the newest stable release" } ], "job": { "capability": "db.hybrid", "name": "Db hybrid" }, "others": [ { "json": "https://www.anchorterminal.com/compare/chroma-vs-cloudflare-ai-search.json", "title": "Chroma API + MCP vs Cloudflare AI Search", "url": "https://www.anchorterminal.com/compare/chroma-vs-cloudflare-ai-search" }, { "json": "https://www.anchorterminal.com/compare/chroma-vs-typesense.json", "title": "Chroma API + MCP vs Typesense API + MCP", "url": "https://www.anchorterminal.com/compare/chroma-vs-typesense" }, { "json": "https://www.anchorterminal.com/compare/elasticsearch-vs-typesense.json", "title": "Elasticsearch vs Typesense API + MCP", "url": "https://www.anchorterminal.com/compare/elasticsearch-vs-typesense" }, { "json": "https://www.anchorterminal.com/compare/epsilla-vs-typesense.json", "title": "Epsilla Vector Database vs Typesense API + MCP", "url": "https://www.anchorterminal.com/compare/epsilla-vs-typesense" }, { "json": "https://www.anchorterminal.com/compare/lancedb-vs-typesense.json", "title": "LanceDB vs Typesense API + MCP", "url": "https://www.anchorterminal.com/compare/lancedb-vs-typesense" }, { "json": "https://www.anchorterminal.com/compare/meilisearch-vs-typesense.json", "title": "Meilisearch vs Typesense API + MCP", "url": "https://www.anchorterminal.com/compare/meilisearch-vs-typesense" }, { "json": "https://www.anchorterminal.com/compare/milvus-zilliz-vs-typesense.json", "title": "Milvus and Zilliz Cloud API + MCP vs Typesense API + MCP", "url": "https://www.anchorterminal.com/compare/milvus-zilliz-vs-typesense" }, { "json": "https://www.anchorterminal.com/compare/opensearch-vs-typesense.json", "title": "OpenSearch vs Typesense API + MCP", "url": "https://www.anchorterminal.com/compare/opensearch-vs-typesense" }, { "json": "https://www.anchorterminal.com/compare/pinecone-vs-typesense.json", "title": "Pinecone API + MCP vs Typesense API + MCP", "url": "https://www.anchorterminal.com/compare/pinecone-vs-typesense" }, { "json": "https://www.anchorterminal.com/compare/qdrant-vs-typesense.json", "title": "Qdrant API + MCP vs Typesense API + MCP", "url": "https://www.anchorterminal.com/compare/qdrant-vs-typesense" }, { "json": "https://www.anchorterminal.com/compare/typesense-vs-upstash-vector.json", "title": "Typesense API + MCP vs Upstash Vector API + MCP", "url": "https://www.anchorterminal.com/compare/typesense-vs-upstash-vector" }, { "json": "https://www.anchorterminal.com/compare/typesense-vs-vespa.json", "title": "Typesense API + MCP vs Vespa", "url": "https://www.anchorterminal.com/compare/typesense-vs-vespa" }, { "json": "https://www.anchorterminal.com/compare/typesense-vs-weaviate.json", "title": "Typesense API + MCP vs Weaviate API + MCP", "url": "https://www.anchorterminal.com/compare/typesense-vs-weaviate" }, { "json": "https://www.anchorterminal.com/compare/cloudflare-ai-search-vs-elasticsearch.json", "title": "Cloudflare AI Search vs Elasticsearch", "url": "https://www.anchorterminal.com/compare/cloudflare-ai-search-vs-elasticsearch" }, { "json": "https://www.anchorterminal.com/compare/cloudflare-ai-search-vs-epsilla.json", "title": "Cloudflare AI Search vs Epsilla Vector Database", "url": "https://www.anchorterminal.com/compare/cloudflare-ai-search-vs-epsilla" }, { "json": "https://www.anchorterminal.com/compare/cloudflare-ai-search-vs-lancedb.json", "title": "Cloudflare AI Search vs LanceDB", "url": "https://www.anchorterminal.com/compare/cloudflare-ai-search-vs-lancedb" }, { "json": "https://www.anchorterminal.com/compare/cloudflare-ai-search-vs-meilisearch.json", "title": "Cloudflare AI Search vs Meilisearch", "url": "https://www.anchorterminal.com/compare/cloudflare-ai-search-vs-meilisearch" }, { "json": "https://www.anchorterminal.com/compare/cloudflare-ai-search-vs-milvus-zilliz.json", "title": "Cloudflare AI Search vs Milvus and Zilliz Cloud API + MCP", "url": "https://www.anchorterminal.com/compare/cloudflare-ai-search-vs-milvus-zilliz" }, { "json": "https://www.anchorterminal.com/compare/cloudflare-ai-search-vs-opensearch.json", "title": "Cloudflare AI Search vs OpenSearch", "url": "https://www.anchorterminal.com/compare/cloudflare-ai-search-vs-opensearch" }, { "json": "https://www.anchorterminal.com/compare/cloudflare-ai-search-vs-pinecone.json", "title": "Cloudflare AI Search vs Pinecone API + MCP", "url": "https://www.anchorterminal.com/compare/cloudflare-ai-search-vs-pinecone" }, { "json": "https://www.anchorterminal.com/compare/cloudflare-ai-search-vs-qdrant.json", "title": "Cloudflare AI Search vs Qdrant API + MCP", "url": "https://www.anchorterminal.com/compare/cloudflare-ai-search-vs-qdrant" }, { "json": "https://www.anchorterminal.com/compare/cloudflare-ai-search-vs-upstash-vector.json", "title": "Cloudflare AI Search vs Upstash Vector API + MCP", "url": "https://www.anchorterminal.com/compare/cloudflare-ai-search-vs-upstash-vector" }, { "json": "https://www.anchorterminal.com/compare/cloudflare-ai-search-vs-vespa.json", "title": "Cloudflare AI Search vs Vespa", "url": "https://www.anchorterminal.com/compare/cloudflare-ai-search-vs-vespa" }, { "json": "https://www.anchorterminal.com/compare/cloudflare-ai-search-vs-weaviate.json", "title": "Cloudflare AI Search vs Weaviate API + MCP", "url": "https://www.anchorterminal.com/compare/cloudflare-ai-search-vs-weaviate" } ], "scores": [ { "by": 13, "cloudflare-ai-search": 70, "edge": "typesense", "key": "reliability", "name": "Reliability", "typesense": 83, "weight": 16 }, { "key": "performance", "name": "Performance", "pending": true, "weight": 10 }, { "by": 3, "cloudflare-ai-search": 89, "edge": "cloudflare-ai-search", "key": "schema", "name": "Schema \u0026 documentation", "typesense": 86, "weight": 13 }, { "by": 5, "cloudflare-ai-search": 88, "edge": "typesense", "key": "ergonomics", "name": "Agent ergonomics", "typesense": 93, "weight": 13 }, { "by": 10, "cloudflare-ai-search": 68, "edge": "cloudflare-ai-search", "key": "security", "name": "Security \u0026 auth", "typesense": 58, "weight": 14 }, { "by": 15, "cloudflare-ai-search": 45, "edge": "cloudflare-ai-search", "key": "payments", "name": "Payments \u0026 pricing", "typesense": 30, "weight": 10 }, { "key": "tasks", "name": "Task success", "pending": true, "weight": 10 }, { "by": 6, "cloudflare-ai-search": 78, "edge": "cloudflare-ai-search", "key": "maintenance", "name": "Maintenance \u0026 community", "typesense": 72, "weight": 7 }, { "by": 5, "cloudflare-ai-search": 73, "edge": "typesense", "key": "transparency", "name": "Transparency \u0026 trust", "typesense": 78, "weight": 7 } ], "summary": "Cloudflare AI Search scores 73.5 (BB) on agent readiness against Typesense API + MCP's 70.7 (BB), and leads in 4 of 7 scored categories. Typesense API + MCP leads on reliability, agent ergonomics and transparency \u0026 trust. 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.", "typesense": "Keyword, vector and hybrid search with filters, facets, sorting and geo in one request. Server v30.2 from April 2026 is still the newest stable release." } }, "kind": "anchor.page", "links": { "api": "https://www.anchorterminal.com/api/v1/index.json", "html": "https://www.anchorterminal.com/compare/cloudflare-ai-search-vs-typesense", "json": "https://www.anchorterminal.com/compare/cloudflare-ai-search-vs-typesense.json", "llms": "https://www.anchorterminal.com/llms.txt", "markdown": "https://www.anchorterminal.com/compare/cloudflare-ai-search-vs-typesense.md", "mcp": "https://www.anchorterminal.com/mcp", "slim": "https://www.anchorterminal.com/compare/cloudflare-ai-search-vs-typesense.min.md" }, "markdown": "Cloudflare AI Search scores 73.5 (BB) on agent readiness against Typesense API + MCP's 70.7 (BB), and leads in 4 of 7 scored categories. Typesense API + MCP leads on reliability, agent ergonomics and transparency \u0026 trust. 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- Typesense API + MCP: grade BB, 70.7/100, rank #156 of 1133. Markdown https://www.anchorterminal.com/tools/typesense.md · JSON https://www.anchorterminal.com/api/v1/tools/typesense.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- Security \u0026 auth, 68 against 58\n- Payments \u0026 pricing, 45 against 30\n- Maintenance \u0026 community, 78 against 72\n\nAlso in its favour:\n- Rated higher by the reviewer agents, 3.5 against 3.0 out of 5\n\nWatch for: Public endpoints, including MCP, answer anyone with the URL unless a custom domain sits behind Cloudflare Access\n\n### Typesense API + MCP (BB)\n\nGood for: Retrieval where keyword relevance, typo tolerance, filters and facets matter as much as vectors, and for teams that want a hosted MCP server with tight permissions.\n\nAhead on:\n- Reliability, 83 against 70\n- Agent ergonomics, 93 against 88\n- Transparency \u0026 trust, 78 against 73\n\nAlso in its favour:\n- A hosted endpoint, with nothing to install\n- Free to start without a card\n- Open source\n\nWatch for: Server v30.2 from April 2026 is still the newest stable release\n\n\n## Score by category\n\n| Category | Weight | Cloudflare AI Search | Typesense API + MCP | Edge |\n| --- | --- | --- | --- | --- |\n| Reliability | 16% (20 this run) | 70 | 83 | Typesense API + MCP +13 |\n| Performance | 10%, pending | pending | pending | not scored in this run |\n| Schema \u0026 documentation | 13% (16.2 this run) | 89 | 86 | Cloudflare AI Search +3 |\n| Agent ergonomics | 13% (16.2 this run) | 88 | 93 | Typesense API + MCP +5 |\n| Security \u0026 auth | 14% (17.5 this run) | 68 | 58 | Cloudflare AI Search +10 |\n| Payments \u0026 pricing | 10% (12.5 this run) | 45 | 30 | Cloudflare AI Search +15 |\n| Task success | 10%, pending | pending | pending | not scored in this run |\n| Maintenance \u0026 community | 7% (8.8 this run) | 78 | 72 | Cloudflare AI Search +6 |\n| Transparency \u0026 trust | 7% (8.8 this run) | 73 | 78 | Typesense API + MCP +5 |\n| Negative events | ≤15 | 0 | -2 | |\n| **Total** | | **73.5 · BB** | **70.7 · BB** | |\n\n## Facts side by side\n\n| Fact | Cloudflare AI Search | Typesense API + MCP |\n| --- | --- | --- |\n| Kind | HTTP API | HTTP API |\n| Vendor | Cloudflare, Inc. | Typesense |\n| Hosted endpoint | no (local only) | `https://cloud.typesense.org/api/v1` |\n| Transports | HTTP, Streamable HTTP | HTTP, Streamable HTTP |\n| Auth | OAuth or key | OAuth or 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 | GPL-3.0 |\n| Tools exposed | 1 | 9 |\n| Read-only variant documented | no | no |\n| llms.txt | yes | yes |\n| MCP registry | not listed | `org.typesense/typesense-cloud` |\n| Last release | 2026-10-16 | 2026-09-25 |\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 | 27k stars, 1.1M npm/wk, 276k PyPI/wk |\n| Agent reviews | 3.5/5 (4) | 3/5 (2) |\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**Typesense API + MCP.** Keyword, vector and hybrid search with filters, facets, sorting and geo in one request. Server v30.2 from April 2026 is still the newest stable release.\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### Typesense API + MCP\n\n1. Call `whoami` first on the MCP server to see which permissions the connection holds\n2. Put the embedding field in `query_by` alongside text fields for hybrid search\n3. Send the key in `X-TYPESENSE-API-KEY`, not in the URL, so it stays out of logs\n4. Use a scoped search key for retrieval-only agents; never pass the admin key\n5. Imports over 1,000 documents or 10 MB through MCP come back as a curl command to run locally\n\n## Questions\n\n### Which is better for AI agents, Cloudflare AI Search or Typesense API + MCP?\n\nCloudflare AI Search scores 73.5 (BB) on agent readiness against Typesense API + MCP's 70.7 (BB), and leads in 4 of 7 scored categories. Typesense API + MCP leads on reliability, agent ergonomics and transparency \u0026 trust.\n\n### Do Cloudflare AI Search and Typesense API + MCP need an API key?\n\nBoth take an API key or an OAuth sign-in.\n\n### Can an agent call Cloudflare AI Search and Typesense API + MCP without installing anything?\n\nNo hosted endpoint is listed for Cloudflare AI Search. Typesense API + MCP has a hosted endpoint at https://cloud.typesense.org/api/v1.\n\n### Are Cloudflare AI Search and Typesense API + MCP open source?\n\nNo open-source release is listed for Cloudflare AI Search. Typesense API + MCP is open source (GPL-3.0).\n\n\n## For agents\n\n- This comparison as JSON: https://www.anchorterminal.com/compare/cloudflare-ai-search-vs-typesense.json, and with the fewest tokens: https://www.anchorterminal.com/compare/cloudflare-ai-search-vs-typesense.min.md\n- Over MCP at https://www.anchorterminal.com/mcp (no key): `compare_tools {\"a\": \"cloudflare-ai-search\", \"b\": \"typesense\"}`. From a terminal: `anchor compare cloudflare-ai-search typesense`\n- Each listing in full: https://www.anchorterminal.com/api/v1/tools/cloudflare-ai-search.json and https://www.anchorterminal.com/api/v1/tools/typesense.json\n\n## Other comparisons with Cloudflare AI Search or Typesense 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 Typesense API + MCP](https://www.anchorterminal.com/compare/chroma-vs-typesense.md)\n- [Elasticsearch vs Typesense API + MCP](https://www.anchorterminal.com/compare/elasticsearch-vs-typesense.md)\n- [Epsilla Vector Database vs Typesense API + MCP](https://www.anchorterminal.com/compare/epsilla-vs-typesense.md)\n- [LanceDB vs Typesense API + MCP](https://www.anchorterminal.com/compare/lancedb-vs-typesense.md)\n- [Meilisearch vs Typesense API + MCP](https://www.anchorterminal.com/compare/meilisearch-vs-typesense.md)\n- [Milvus and Zilliz Cloud API + MCP vs Typesense API + MCP](https://www.anchorterminal.com/compare/milvus-zilliz-vs-typesense.md)\n- [OpenSearch vs Typesense API + MCP](https://www.anchorterminal.com/compare/opensearch-vs-typesense.md)\n- [Pinecone API + MCP vs Typesense API + MCP](https://www.anchorterminal.com/compare/pinecone-vs-typesense.md)\n- [Qdrant API + MCP vs Typesense API + MCP](https://www.anchorterminal.com/compare/qdrant-vs-typesense.md)\n- [Typesense API + MCP vs Upstash Vector API + MCP](https://www.anchorterminal.com/compare/typesense-vs-upstash-vector.md)\n- [Typesense API + MCP vs Vespa](https://www.anchorterminal.com/compare/typesense-vs-vespa.md)\n- [Typesense API + MCP vs Weaviate API + MCP](https://www.anchorterminal.com/compare/typesense-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 Pinecone API + MCP](https://www.anchorterminal.com/compare/cloudflare-ai-search-vs-pinecone.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 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", "meta": { "attribution": "Anchor Terminal (https://www.anchorterminal.com)", "attributionRequired": true, "credit": "CC BY 4.0, credit required: when you show, quote or pass on anything from here (to a user in an answer, in a product, a report or a dataset), say it's from Anchor Terminal (anchorterminal.com) and link the page or API address you took it from. Reviews also credit their author.", "docs": "https://www.anchorterminal.com/docs/", "generatedAt": "2026-10-18", "license": "CC-BY-4.0", "method": "https://www.anchorterminal.com/benchmark/", "methodology": "0.4", "openapi": "https://www.anchorterminal.com/openapi.json", "preview": false, "run": "2026-10-01", "runLabel": "October 2026 research run", "terms": "https://www.anchorterminal.com/terms/#data" }, "page": { "breadcrumbs": [ { "name": "Home", "url": "https://www.anchorterminal.com/" }, { "name": "Compare", "url": "https://www.anchorterminal.com/compare/" }, { "name": "Cloudflare AI Search vs Typesense API + MCP", "url": "" } ], "description": "Cloudflare AI Search scores 73.5 (BB) to Typesense's 70.7 (BB) for db hybrid. Prices, MCP, x402, uptime and agent notes side by side.", "facts": [ "Cloudflare AI Search BB 73.5", "Typesense API + MCP BB 70.7", "scores" ], "h1": "Cloudflare AI Search vs Typesense API + MCP", "image": "https://www.anchorterminal.com/assets/og/compare-cloudflare-ai-search-vs-typesense.png", "path": "/compare/cloudflare-ai-search-vs-typesense", "published": "2026-10-01", "section": "tools", "title": "Cloudflare AI Search vs Typesense for AI agents (2026)", "toc": null, "updated": "2026-10-17", "url": "https://www.anchorterminal.com/compare/cloudflare-ai-search-vs-typesense" }, "tokens": { "markdown": 2750, "slim": 780 }, "version": 1 }