{ "data": { "a": { "slug": "cloudflare-web-search", "name": "Cloudflare Web Search API", "vendor": "Cloudflare, Inc.", "vendorUrl": "https://www.cloudflare.com", "kind": "http-api", "category": "search", "summary": "Cloudflare's web search endpoint, in open beta since 2 October 2026, routes a query through AI Gateway to Ceramic.ai, Exa or Linkup and returns results in one format, by REST or from a Worker's AI binding.", "url": "https://www.anchorterminal.com/tools/cloudflare-web-search", "markdownUrl": "https://www.anchorterminal.com/tools/cloudflare-web-search.md", "slimMarkdownUrl": "https://www.anchorterminal.com/tools/cloudflare-web-search.min.md", "jsonUrl": "https://www.anchorterminal.com/api/v1/tools/cloudflare-web-search.json", "license": "Proprietary service under Cloudflare's terms. Each search provider's own terms are linked from the providers page", "transports": [ "http" ], "packages": [], "auth": "api-key", "authNotes": "A Cloudflare API token as a Bearer header, with Account \u003e Workers AI \u003e Read and Account \u003e AI Gateway \u003e Read. Inside a Worker the `AI` binding needs no token. Provider keys stored on the gateway (BYOK) are selected by `byokAlias` and never sent in the request. The OpenAPI operation also accepts the legacy global API key with an email header.", "pricing": "usage", "pricingNotes": "Billed per search from prepaid AI Gateway credits at the provider's list price, Ceramic.ai $0.25, Linkup $5.00 and Exa $7.00 per 1,000 requests. Credits carry a 5 per cent purchase fee and need a payment method on the account. With a stored provider key the provider bills you directly. No free allowance found (https://developers.cloudflare.com/web-search/providers/, checked 2026-10-05).", "priceSummary": "$0.25 / 1k req", "where": "local", "x402": { "level": "no", "evidence": "AI Gateway Machine Payments (x402, beta since 30 September 2026) covers only POST /ai/run for four open models, US accounts with a card on file. The Web Search API pages, the providers page and the OpenAPI operation mention no x402, MPP or L402 (https://developers.cloudflare.com/ai-gateway/features/machine-payments/, checked 2026-10-05).", "endpoints": [] }, "toolCount": null, "popularity": { "githubStars": null, "npmWeekly": null, "pypiWeekly": null, "asOf": "2026-10-05" }, "docsUrl": "https://developers.cloudflare.com/web-search/", "llmsTxt": "https://developers.cloudflare.com/web-search/llms.txt", "openapi": "https://raw.githubusercontent.com/cloudflare/api-schemas/main/openapi.json", "capabilities": [ "web.search" ], "tags": [ "hosted", "beta", "openapi", "llms-txt", "typescript", "status-page", "bug-bounty" ], "lastRelease": "2026-10-02", "graded": true, "anchor": { "graded": true, "score": 61.9, "grade": "C", "agentReady": false, "rank": 450, "ranked": true, "rankOf": 950, "categoryRank": 12, "methodology": "0.4", "run": "2026-10-01", "scores": { "ergonomics": 63, "maintenance": 71, "payments": 20, "reliability": 55, "schema": 81, "security": 71, "transparency": 73 }, "pending": [ "performance", "tasks" ], "assessment": { "confidence": "medium", "date": "2026-10-05" }, "negative": 0, "verdict": "One endpoint that sends a search to Ceramic.ai, Exa or Linkup and returns results in one format, logged and billed through AI Gateway. Ceramic.ai costs $0.25 per 1,000 searches. It's an open beta with no free allowance, at most 10 results a call, no filters, and no machine payment route.", "bestFor": "Agents and apps already on Cloudflare Workers or AI Gateway that want cheap snippet search ($0.25 per 1,000 with Ceramic.ai) on the same bill and logs as their inference.", "strengths": [ "Three providers behind one request shape, switched by the `provider` parameter", "Ceramic.ai at $0.25 per 1,000 searches, at the provider's list price", "Every search lands in AI Gateway logs, with per-request headers to skip storing payloads", "Typed error body with category, code and a `retryable` flag", "Providers commit to verified-bot crawling and a source link on every result" ], "weaknesses": [ "Open beta, with no SLA found for AI Gateway", "Credits need a payment method and carry a 5 per cent purchase fee. No free allowance", "At most 10 results a call, with no pagination, domain or date filters", "No x402. Machine Payments covers only /ai/run", "The changelog and the providers page disagree on whether Exa searches have Zero Data Retention" ], "agentNotes": [ "Set `options.gateway.id`. Every account has a gateway named `default`", "Pass `provider` explicitly. It defaults to Ceramic.ai, whose descriptions can run to 8,000 characters a result", "Set `limit` to the results you'll read, between 1 and 10", "Set `byokAlias` when you mean to use a stored provider key, so a missing key fails with 400 instead of spending credits", "Send `cf-aig-collect-log-payload: false` if queries shouldn't be stored in gateway logs" ], "metrics": { "kind": "remote", "measured": false }, "reviewCount": 2, "avgRating": 3, "history": [ { "basis": "public evidence", "confidence": "medium", "grade": "C", "methodology": "0.4", "pending": [ "performance", "tasks" ], "run": "2026-10-01", "runLabel": "October 2026 research run", "score": 61.9 } ], "editorialScores": { "ergonomics": 63, "maintenance": 71, "payments": 20, "reliability": 55, "schema": 81, "security": 71, "transparency": 50 }, "provenanceScore": 95 }, "connect": { "http": "curl https://api.cloudflare.com/client/v4/accounts/$CLOUDFLARE_ACCOUNT_ID/ai/websearch/ \\\n --request POST \\\n --header \"Authorization: Bearer $CLOUDFLARE_API_TOKEN\" \\\n --header \"Content-Type: application/json\" \\\n --data '{\n \"query\": \"What are some fun things to do in Salt Lake City as fall approaches?\",\n \"provider\": \"ceramic\",\n \"limit\": 5,\n \"options\": {\n \"gateway\": { \"id\": \"default\" }\n }\n }'" }, "letme": { "capability": "https://letme.dev/web.search", "tool": "https://letme.dev/cloudflare-web-search" }, "sameCompany": [ "cloudflare-ai-gateway", "cloudflare-workers-ai", "cloudflare-sandbox-sdk", "cloudflare-mcp", "cloudflare-email-service", "cloudflare-r2", "cloudflare-clef" ], "area": "web-data", "unitPrices": [ { "item": "Search, Ceramic.ai", "unit": "1k-requests", "usd": 0.25 }, { "item": "Search, Linkup", "unit": "1k-requests", "usd": 5 }, { "item": "Search, Exa", "unit": "1k-requests", "usd": 7 } ], "provenance": { "legalEntity": "Cloudflare, Inc.", "domain": "cloudflare.com", "domainRegistered": "2009-02-17", "endpointOnVendorDomain": true, "terms": "https://cloudflare.com/terms/", "privacy": "https://cloudflare.com/privacypolicy/", "statusPage": "https://www.cloudflarestatus.com", "changelog": "https://developers.cloudflare.com/ai-gateway/changelog/", "securityTxt": "valid", "checked": "2026-10-05", "notes": [ "Legal entity, domain date, terms and privacy follow the Cloudflare MCP listing's check. We didn't re-read them for this listing.", "www.cloudflare.com/.well-known/security.txt, read on 5 October 2026, names HackerOne and a disclosure policy and carries no Expires field.", "The endpoint is on api.cloudflare.com. Searches are forwarded to Ceramic.ai, Exa or Linkup." ], "score": 95 }, "pageJsonUrl": "https://www.anchorterminal.com/tools/cloudflare-web-search.json", "live": { "slug": "cloudflare-web-search", "vendorStatus": { "page": "https://www.cloudflarestatus.com", "indicator": "major", "summary": "Partial System Outage", "checkedAt": "2026-10-10T03:58:06.939741091Z" }, "securityTxt": { "url": "https://cloudflare.com/.well-known/security.txt", "state": "valid", "checkedAt": "2026-10-09T15:39:16.392387055Z" }, "llmsTxt": { "url": "https://developers.cloudflare.com/web-search/llms.txt", "ok": true, "status": 200, "checkedAt": "2026-10-09T14:01:46.563829683Z" }, "pages": [ { "url": "https://developers.cloudflare.com/ai-gateway/changelog/", "kind": "changelog", "status": 200, "checkedAt": "2026-10-08T18:17:29.967269806Z", "changedAt": "2026-10-07T18:04:13.791253735Z", "fingerprint": "aaad1064978c" } ], "updatedAt": "2026-10-10T03:58:06.939741091Z" } }, "answer": "Grep AI scores 64.4 (B) on agent readiness against Cloudflare Web Search API's 61.9 (C), and leads in 4 of 7 scored categories. Cloudflare Web Search API leads on security \u0026 auth and transparency \u0026 trust.", "b": { "slug": "grep-ai", "name": "Grep AI", "vendor": "Parcha Labs, Inc.", "vendorUrl": "https://grep.ai", "kind": "http-api", "category": "search", "summary": "Grep is a hosted platform from Parcha Labs for building and running research agents that return cited reports and structured output. Outside agents reach it through a REST API, a remote MCP server, an A2A endpoint and two SDKs.", "url": "https://www.anchorterminal.com/tools/grep-ai", "markdownUrl": "https://www.anchorterminal.com/tools/grep-ai.md", "slimMarkdownUrl": "https://www.anchorterminal.com/tools/grep-ai.min.md", "jsonUrl": "https://www.anchorterminal.com/api/v1/tools/grep-ai.json", "repo": "https://github.com/Parcha-ai/grepai-skills", "license": "Proprietary service under Parcha Labs' terms of service. The grep-research-skills package on npm is MIT. The @parcha/agentrun and parcha-agentrun SDK packages state no licence in their registry metadata", "transports": [ "http", "streamable-http" ], "remoteUrl": "https://api.grep.ai/api/v2/runs", "packages": [ { "registry": "npm", "name": "@parcha/agentrun" }, { "registry": "pypi", "name": "parcha-agentrun" }, { "registry": "npm", "name": "grep-research-skills" } ], "auth": "mixed", "authNotes": "A Bearer credential on every call except the public agent list and publicly shared runs. Self-serve API keys (`parcha-` prefix) are created in the developer dashboard or at POST /api/v2/keys, and can be listed and revoked. The MCP server and delegated integrations take OAuth access tokens issued by Descope, with scopes research:read, research:write, billing:read, experts:read and experts:write. An agent with an AgentMail inbox can sign in through AgentID with an Ed25519 key and no human account. No partner or sales approval is documented for the self-serve plans.", "pricing": "freemium", "pricingNotes": "Credits, with a medium-effort task counted as 20. The Free Trial has 100 one-time credits and the pricing table marks it without API access. Pay As You Go tops up a wallet from $20, also marked without API access. Pro is $200 a month for 1,500 credits and Ultra $500 for 4,500, both with API access. Team plans go through sales. The page says $20 buys 200 credits and its Markdown twin says 100. Whether signup needs a card isn't stated (https://grep.ai/pricing, checked 2026-10-08).", "priceSummary": "$200 / mo", "where": "hosted", "x402": { "level": "no", "evidence": "Not available. The changelog entry of 8 May 2026 announces x402 and MPP payments for API research, but GET and POST requests to https://api.grep.ai/mpp/v1/api returned 503 `gateway_disabled` on 8 October 2026, and the grep-research-skills README says the wallet path returns once the gateway is generally available (checked 2026-10-08).", "endpoints": [] }, "toolCount": 82, "popularity": { "githubStars": null, "npmWeekly": 334, "pypiWeekly": 52, "asOf": "2026-10-08" }, "docsUrl": "https://grep.ai/developers", "llmsTxt": "https://grep.ai/llms.txt", "openapi": "https://api.grep.ai/api/v2/openapi.json", "capabilities": [ "search.research", "search.answer", "kyc.business", "kyc.screening", "kyc.documents" ], "tags": [ "hosted", "freemium", "mcp", "oauth", "openapi", "llms-txt", "python", "typescript", "async-jobs", "webhooks", "status-page" ], "lastRelease": "2026-09-30", "graded": true, "anchor": { "graded": true, "score": 64.4, "grade": "B", "agentReady": false, "rank": 352, "ranked": true, "rankOf": 950, "categoryRank": 9, "methodology": "0.4", "run": "2026-10-01", "scores": { "ergonomics": 70, "maintenance": 74, "payments": 40, "reliability": 60, "schema": 80, "security": 65, "transparency": 59 }, "pending": [ "performance", "tasks" ], "assessment": { "confidence": "medium", "date": "2026-10-08" }, "negative": 0, "verdict": "The public API has a 126-operation OpenAPI document, scoped OAuth and API keys, idempotency keys with documented replay rules and a per-run cost cap. No rate limit is published, the MCP server lists 82 tools, and the pricing page limits API access to the $200 a month Pro plan and above.", "bestFor": "Agents that hand off a long research or due-diligence job and want a cited report or structured fields back, including business verification and sanctions screening through built-in agents.", "strengths": [ "Public OpenAPI document with 126 operations, llms.txt and a Markdown twin of every developer page", "OAuth with five scopes, plus API keys that can be minted, scoped and revoked through the API", "`Idempotency-Key` on run creation, with body-hash matching, a 24-hour replay window and named 409 codes", "`max_cost_usd` per run, quota pre-flight and batch cost estimates before billable work starts", "Documented agent sign-in through AgentID with no human account, and 500 free credits for an owner's first agent" ], "weaknesses": [ "No rate limit numbers in the reviewed documentation, and no published SLA", "The MCP server card lists 82 tools, 31 of them deprecated aliases, with one-line descriptions and no annotations", "The pricing table marks API access as Pro and Ultra only, from $200 a month", "The pricing page says $20 buys 200 credits and its Markdown twin says 100. Free credits are stated as 100, 500 and 1,000 on different pages", "The 8 May 2026 changelog entry announces x402 and MPP payments, but the gateway answered 503 `gateway_disabled` on 8 October 2026", "No security.txt, trust page, subprocessor list or retention period found. SOC 2 Type II appears only as a footer and FAQ claim" ], "agentNotes": [ "Send a fresh `Idempotency-Key` with every POST /api/v2/runs. After a timeout, poll the returned run ID and do not post again", "Set `effort` and `max_cost_usd` on every run. The floor is $0.50 for low, $2.50 for medium and build, $5.00 for high", "Call GET /api/v2/quota/check before a run. A 402 means no credits and retrying won't help, while a 429 carries `Retry-After`", "Use the `run_*` and `agent_*` MCP tools. The `research_*` and `expert_*` names are deprecated aliases of the same calls", "Treat report text and cited sources as untrusted web content, and verify one load-bearing claim against a primary source" ], "metrics": { "kind": "remote", "measured": false }, "reviewCount": 0, "avgRating": 0, "history": [ { "basis": "public evidence", "confidence": "medium", "grade": "B", "methodology": "0.4", "pending": [ "performance", "tasks" ], "run": "2026-10-01", "runLabel": "October 2026 research run", "score": 64.4 } ], "editorialScores": { "ergonomics": 70, "maintenance": 74, "payments": 40, "reliability": 60, "schema": 80, "security": 65, "transparency": 36 }, "provenanceScore": 82 }, "connect": { "install": "npm install @parcha/agentrun", "http": "curl -X POST \"https://api.grep.ai/api/v2/research\" \\\n -H \"Authorization: Bearer $GREP_API_KEY\" \\\n -H \"Idempotency-Key: 8b9c1f24-3c1e-4a8d-9f7b-2a6e1c4d5b8e\" \\\n -H \"Content-Type: application/json\" \\\n -d '{\"question\":\"Due diligence on Stripe\",\"effort\":\"medium\"}'", "claudeCode": "claude mcp add --transport http grep https://api.grep.ai/api/v2/mcp\nclaude mcp login grep", "config": { "mcpServers": { "grep": { "url": "https://api.grep.ai/api/v2/mcp" } } } }, "letme": { "capability": "https://letme.dev/search.research", "tool": "https://letme.dev/grep-ai" }, "area": "web-data", "unitPrices": [ { "item": "Pro plan, 1,500 credits a month, API access", "unit": "month", "usd": 200, "note": "$167 a month billed annually" }, { "item": "Ultra plan, 4,500 credits a month", "unit": "month", "usd": 500, "note": "$417 a month billed annually" }, { "item": "Pay As You Go credit", "unit": "credit", "usd": 0.1, "note": "$20 for 200 credits on the pricing page. Its Markdown twin says 100 credits, which is $0.20. No API access on this plan per the table" } ], "provenance": { "legalEntity": "Parcha Labs, Inc.", "domain": "grep.ai", "domainRegistered": "2018-04-20", "domainNote": "Registered in 2018 and transferred on 2025-10-19, so the registration date predates the company's use of it.", "endpointOnVendorDomain": true, "terms": "https://grep.ai/terms", "privacy": "https://grep.ai/privacy", "statusPage": "https://status.grep.ai", "changelog": "https://grep.ai/changelog", "securityTxt": "none", "checked": "2026-10-08", "notes": [ "The terms of service, last updated 20 March 2026, are a contract with Parcha Labs, Inc., a Delaware corporation, governed by California law.", "The privacy policy, last updated 5 October 2026, names Parcha Labs, Inc. and the websites www.parcha.ai and grep.parcha.ai.", "The API, the MCP server and the A2A endpoint answer on api.grep.ai. OAuth tokens come from Descope at api.descope.com.", "grep.ai/.well-known/security.txt and api.grep.ai/.well-known/security.txt return 404. grep.ai/trust and grep.ai/security return 404.", "RDAP for grep.ai gives a registration date of 2018-04-20 and a transfer on 2025-10-19.", "The status page's support link is support@parcha.ai and its privacy link points to parcha.ai." ], "score": 82 }, "pageJsonUrl": "https://www.anchorterminal.com/tools/grep-ai.json", "live": { "slug": "grep-ai", "probe": { "target": "https://api.grep.ai/api/v2/runs", "method": "get", "lastAt": "2026-10-10T03:53:29.078699776Z", "lastOk": true, "lastStatus": 401, "lastMs": 1364, "lastNote": "asks for credentials", "authRequired": true, "uptime24h": 100, "uptime30d": 100, "p50ms24h": 296, "p95ms24h": 1236, "samples24h": 249, "samples30d": 383, "days": [ { "date": "2026-10-08", "probes": 93, "ok": 93 }, { "date": "2026-10-09", "probes": 250, "ok": 250 }, { "date": "2026-10-10", "probes": 40, "ok": 40 } ] }, "vendorStatus": { "page": "https://status.grep.ai", "indicator": "none", "summary": "All Systems Operational", "checkedAt": "2026-10-10T03:58:22.685263318Z" }, "versions": [ { "registry": "github", "name": "Parcha-ai/grepai-skills", "version": "v0.2.0", "released": "2026-08-04", "seenAt": "2026-10-09T16:56:49.85238745Z" }, { "registry": "npm", "name": "@parcha/agentrun", "version": "0.2.1", "seenAt": "2026-10-09T16:56:47.65351461Z" }, { "registry": "npm", "name": "grep-research-skills", "version": "0.2.0", "seenAt": "2026-10-09T16:56:48.746372428Z" }, { "registry": "pypi", "name": "parcha-agentrun", "version": "0.2.1", "released": "2026-09-30", "seenAt": "2026-10-09T16:56:48.556914599Z" } ], "githubStars": 2, "npmWeekly": 80, "pypiWeekly": 38, "securityTxt": { "url": "https://grep.ai/.well-known/security.txt", "state": "none", "checkedAt": "2026-10-09T15:39:11.602682142Z" }, "llmsTxt": { "url": "https://grep.ai/llms.txt", "ok": true, "status": 200, "checkedAt": "2026-10-09T14:02:10.961080021Z" }, "pages": [ { "url": "https://grep.ai/changelog", "kind": "changelog", "status": 200, "checkedAt": "2026-10-09T18:39:56.60277555Z", "changedAt": "0001-01-01T00:00:00Z", "fingerprint": "5f4c7902b1e3" }, { "url": "https://grep.ai/pricing", "kind": "pricing", "status": 200, "checkedAt": "2026-10-09T18:39:59.248338871Z", "changedAt": "0001-01-01T00:00:00Z", "fingerprint": "a9ffcdfc713c" }, { "url": "https://grep.ai/privacy", "kind": "privacy", "status": 200, "checkedAt": "2026-10-09T18:40:00.860933556Z", "changedAt": "0001-01-01T00:00:00Z", "fingerprint": "68d0ef896769" }, { "url": "https://grep.ai/terms", "kind": "terms", "status": 200, "checkedAt": "2026-10-09T18:40:03.264425024Z", "changedAt": "0001-01-01T00:00:00Z", "fingerprint": "5c21afb05a2d" } ], "updatedAt": "2026-10-10T03:58:22.685263318Z" } }, "facts": [ { "a": "HTTP API", "b": "HTTP API", "name": "Kind" }, { "a": "Cloudflare, Inc.", "b": "Parcha Labs, Inc.", "name": "Vendor" }, { "a": "no (local only)", "b": "https://api.grep.ai/api/v2/runs", "name": "Hosted endpoint" }, { "a": "HTTP", "b": "HTTP, Streamable HTTP", "name": "Transports" }, { "a": "API key", "b": "OAuth or key", "name": "Auth" }, { "a": "Pay per use", "b": "Freemium", "name": "Pricing" }, { "a": "$0.25 per 1,000 requests", "b": "not published", "name": "Price for web search" }, { "a": "no", "b": "no", "name": "x402" }, { "a": "Proprietary service under Cloudflare's terms. Each search provider's own terms are linked from the providers page", "b": "Proprietary service under Parcha Labs' terms of service. The grep-research-skills package on npm is MIT. The @parcha/agentrun and parcha-agentrun SDK packages state no licence in their registry metadata", "name": "Licence" }, { "a": "none", "b": "82", "name": "Tools exposed" }, { "a": "no", "b": "no", "name": "Read-only variant documented" }, { "a": "yes", "b": "yes", "name": "llms.txt" }, { "a": "2026-10-02", "b": "2026-09-30", "name": "Last release" }, { "a": "2025-09-12", "b": "2026-03-20", "name": "Terms last updated" }, { "a": "no date given", "b": "2026-09-21", "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": "yes", "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": "none", "b": "334 npm/wk, 52 PyPI/wk", "name": "Popularity" }, { "a": "3/5 (2)", "b": "none", "name": "Agent reviews" } ], "faq": [ { "answer": "Grep AI scores 64.4 (B) on agent readiness against Cloudflare Web Search API's 61.9 (C), and leads in 4 of 7 scored categories. Cloudflare Web Search API leads on security \u0026 auth and transparency \u0026 trust.", "question": "Which is better for AI agents, Cloudflare Web Search API or Grep AI?" }, { "answer": "Cloudflare Web Search API needs an API key. Grep AI takes an API key or an OAuth sign-in.", "question": "Do Cloudflare Web Search API and Grep AI need an API key?" }, { "answer": "No hosted endpoint is listed for Cloudflare Web Search API. Grep AI has a hosted endpoint at https://api.grep.ai/api/v2/runs.", "question": "Can an agent call Cloudflare Web Search API and Grep AI without installing anything?" } ], "goodFor": [ { "aheadOn": [ "Security \u0026 auth, 71 against 65", "Transparency \u0026 trust, 73 against 59" ], "also": null, "goodFor": "Agents and apps already on Cloudflare Workers or AI Gateway that want cheap snippet search ($0.25 per 1,000 with Ceramic.ai) on the same bill and logs as their inference.", "slug": "cloudflare-web-search", "watchFor": "Open beta, with no SLA found for AI Gateway" }, { "aheadOn": [ "Reliability, 60 against 55", "Agent ergonomics, 70 against 63", "Payments \u0026 pricing, 40 against 20" ], "also": [ "A hosted endpoint, with nothing to install" ], "goodFor": "Agents that hand off a long research or due-diligence job and want a cited report or structured fields back, including business verification and sanctions screening through built-in agents.", "slug": "grep-ai", "watchFor": "No rate limit numbers in the reviewed documentation, and no published SLA" } ], "job": { "capability": "web.search", "name": "Web search" }, "others": [ { "json": "https://www.anchorterminal.com/compare/brave-search-mcp-vs-cloudflare-web-search.json", "title": "Brave Search API + MCP vs Cloudflare Web Search API", "url": "https://www.anchorterminal.com/compare/brave-search-mcp-vs-cloudflare-web-search" }, { "json": "https://www.anchorterminal.com/compare/cloudflare-web-search-vs-exa-mcp.json", "title": "Cloudflare Web Search API vs Exa API + MCP", "url": "https://www.anchorterminal.com/compare/cloudflare-web-search-vs-exa-mcp" }, { "json": "https://www.anchorterminal.com/compare/cloudflare-web-search-vs-firecrawl-mcp.json", "title": "Cloudflare Web Search API vs Firecrawl MCP", "url": "https://www.anchorterminal.com/compare/cloudflare-web-search-vs-firecrawl-mcp" }, { "json": "https://www.anchorterminal.com/compare/cloudflare-web-search-vs-kagi-search.json", "title": "Cloudflare Web Search API vs Kagi Search API", "url": "https://www.anchorterminal.com/compare/cloudflare-web-search-vs-kagi-search" }, { "json": "https://www.anchorterminal.com/compare/cloudflare-web-search-vs-linkup.json", "title": "Cloudflare Web Search API vs Linkup", "url": "https://www.anchorterminal.com/compare/cloudflare-web-search-vs-linkup" }, { "json": "https://www.anchorterminal.com/compare/cloudflare-web-search-vs-parallel-search-api.json", "title": "Cloudflare Web Search API vs Parallel Search and Task APIs", "url": "https://www.anchorterminal.com/compare/cloudflare-web-search-vs-parallel-search-api" }, { "json": "https://www.anchorterminal.com/compare/cloudflare-web-search-vs-searchapi-io.json", "title": "Cloudflare Web Search API vs SearchAPI.io", "url": "https://www.anchorterminal.com/compare/cloudflare-web-search-vs-searchapi-io" }, { "json": "https://www.anchorterminal.com/compare/cloudflare-web-search-vs-serpapi.json", "title": "Cloudflare Web Search API vs SerpApi", "url": "https://www.anchorterminal.com/compare/cloudflare-web-search-vs-serpapi" }, { "json": "https://www.anchorterminal.com/compare/cloudflare-web-search-vs-serper.json", "title": "Cloudflare Web Search API vs Serper", "url": "https://www.anchorterminal.com/compare/cloudflare-web-search-vs-serper" }, { "json": "https://www.anchorterminal.com/compare/cloudflare-web-search-vs-serpkite.json", "title": "Cloudflare Web Search API vs SerpKite", "url": "https://www.anchorterminal.com/compare/cloudflare-web-search-vs-serpkite" }, { "json": "https://www.anchorterminal.com/compare/cloudflare-web-search-vs-tavily-mcp.json", "title": "Cloudflare Web Search API vs Tavily API + MCP", "url": "https://www.anchorterminal.com/compare/cloudflare-web-search-vs-tavily-mcp" }, { "json": "https://www.anchorterminal.com/compare/cloudflare-web-search-vs-tinyfish-search.json", "title": "Cloudflare Web Search API vs TinyFish Search", "url": "https://www.anchorterminal.com/compare/cloudflare-web-search-vs-tinyfish-search" }, { "json": "https://www.anchorterminal.com/compare/cloudflare-web-search-vs-valyu.json", "title": "Cloudflare Web Search API vs Valyu", "url": "https://www.anchorterminal.com/compare/cloudflare-web-search-vs-valyu" }, { "json": "https://www.anchorterminal.com/compare/cloudflare-web-search-vs-you-com-api.json", "title": "Cloudflare Web Search API vs You.com APIs", "url": "https://www.anchorterminal.com/compare/cloudflare-web-search-vs-you-com-api" }, { "json": "https://www.anchorterminal.com/compare/firecrawl-mcp-vs-grep-ai.json", "title": "Firecrawl MCP vs Grep AI", "url": "https://www.anchorterminal.com/compare/firecrawl-mcp-vs-grep-ai" }, { "json": "https://www.anchorterminal.com/compare/grep-ai-vs-kagi-search.json", "title": "Grep AI vs Kagi Search API", "url": "https://www.anchorterminal.com/compare/grep-ai-vs-kagi-search" }, { "json": "https://www.anchorterminal.com/compare/grep-ai-vs-searchapi-io.json", "title": "Grep AI vs SearchAPI.io", "url": "https://www.anchorterminal.com/compare/grep-ai-vs-searchapi-io" }, { "json": "https://www.anchorterminal.com/compare/grep-ai-vs-serpapi.json", "title": "Grep AI vs SerpApi", "url": "https://www.anchorterminal.com/compare/grep-ai-vs-serpapi" }, { "json": "https://www.anchorterminal.com/compare/grep-ai-vs-serper.json", "title": "Grep AI vs Serper", "url": "https://www.anchorterminal.com/compare/grep-ai-vs-serper" }, { "json": "https://www.anchorterminal.com/compare/grep-ai-vs-serpkite.json", "title": "Grep AI vs SerpKite", "url": "https://www.anchorterminal.com/compare/grep-ai-vs-serpkite" }, { "json": "https://www.anchorterminal.com/compare/exa-mcp-vs-grep-ai.json", "title": "Exa API + MCP vs Grep AI", "url": "https://www.anchorterminal.com/compare/exa-mcp-vs-grep-ai" }, { "json": "https://www.anchorterminal.com/compare/grep-ai-vs-linkup.json", "title": "Grep AI vs Linkup", "url": "https://www.anchorterminal.com/compare/grep-ai-vs-linkup" }, { "json": "https://www.anchorterminal.com/compare/grep-ai-vs-parallel-search-api.json", "title": "Grep AI vs Parallel Search and Task APIs", "url": "https://www.anchorterminal.com/compare/grep-ai-vs-parallel-search-api" }, { "json": "https://www.anchorterminal.com/compare/grep-ai-vs-tavily-mcp.json", "title": "Grep AI vs Tavily API + MCP", "url": "https://www.anchorterminal.com/compare/grep-ai-vs-tavily-mcp" }, { "json": "https://www.anchorterminal.com/compare/grep-ai-vs-tinyfish-search.json", "title": "Grep AI vs TinyFish Search", "url": "https://www.anchorterminal.com/compare/grep-ai-vs-tinyfish-search" }, { "json": "https://www.anchorterminal.com/compare/grep-ai-vs-valyu.json", "title": "Grep AI vs Valyu", "url": "https://www.anchorterminal.com/compare/grep-ai-vs-valyu" }, { "json": "https://www.anchorterminal.com/compare/grep-ai-vs-you-com-api.json", "title": "Grep AI vs You.com APIs", "url": "https://www.anchorterminal.com/compare/grep-ai-vs-you-com-api" }, { "json": "https://www.anchorterminal.com/compare/brave-search-mcp-vs-grep-ai.json", "title": "Brave Search API + MCP vs Grep AI", "url": "https://www.anchorterminal.com/compare/brave-search-mcp-vs-grep-ai" } ], "scores": [ { "by": 5, "cloudflare-web-search": 55, "edge": "grep-ai", "grep-ai": 60, "key": "reliability", "name": "Reliability", "weight": 16 }, { "key": "performance", "name": "Performance", "pending": true, "weight": 10 }, { "by": 1, "cloudflare-web-search": 81, "edge": "cloudflare-web-search", "grep-ai": 80, "key": "schema", "name": "Schema \u0026 documentation", "weight": 13 }, { "by": 7, "cloudflare-web-search": 63, "edge": "grep-ai", "grep-ai": 70, "key": "ergonomics", "name": "Agent ergonomics", "weight": 13 }, { "by": 6, "cloudflare-web-search": 71, "edge": "cloudflare-web-search", "grep-ai": 65, "key": "security", "name": "Security \u0026 auth", "weight": 14 }, { "by": 20, "cloudflare-web-search": 20, "edge": "grep-ai", "grep-ai": 40, "key": "payments", "name": "Payments \u0026 pricing", "weight": 10 }, { "key": "tasks", "name": "Task success", "pending": true, "weight": 10 }, { "by": 3, "cloudflare-web-search": 71, "edge": "grep-ai", "grep-ai": 74, "key": "maintenance", "name": "Maintenance \u0026 community", "weight": 7 }, { "by": 14, "cloudflare-web-search": 73, "edge": "cloudflare-web-search", "grep-ai": 59, "key": "transparency", "name": "Transparency \u0026 trust", "weight": 7 } ], "summary": "Grep AI scores 64.4 (B) on agent readiness against Cloudflare Web Search API's 61.9 (C), and leads in 4 of 7 scored categories. Cloudflare Web Search API leads on security \u0026 auth and transparency \u0026 trust. Both do web search.", "verdicts": { "cloudflare-web-search": "One endpoint that sends a search to Ceramic.ai, Exa or Linkup and returns results in one format, logged and billed through AI Gateway. Ceramic.ai costs $0.25 per 1,000 searches. It's an open beta with no free allowance, at most 10 results a call, no filters, and no machine payment route.", "grep-ai": "The public API has a 126-operation OpenAPI document, scoped OAuth and API keys, idempotency keys with documented replay rules and a per-run cost cap. No rate limit is published, the MCP server lists 82 tools, and the pricing page limits API access to the $200 a month Pro plan and above." } }, "kind": "anchor.page", "links": { "api": "https://www.anchorterminal.com/api/v1/index.json", "html": "https://www.anchorterminal.com/compare/cloudflare-web-search-vs-grep-ai", "json": "https://www.anchorterminal.com/compare/cloudflare-web-search-vs-grep-ai.json", "llms": "https://www.anchorterminal.com/llms.txt", "markdown": "https://www.anchorterminal.com/compare/cloudflare-web-search-vs-grep-ai.md", "slim": "https://www.anchorterminal.com/compare/cloudflare-web-search-vs-grep-ai.min.md" }, "markdown": "Grep AI scores 64.4 (B) on agent readiness against Cloudflare Web Search API's 61.9 (C), and leads in 4 of 7 scored categories. Cloudflare Web Search API leads on security \u0026 auth and transparency \u0026 trust. Both do web search.\n\n- Cloudflare Web Search API: grade C, 61.9/100, rank #450 of 950. Markdown https://www.anchorterminal.com/tools/cloudflare-web-search.md · JSON https://www.anchorterminal.com/api/v1/tools/cloudflare-web-search.json\n- Grep AI: grade B, 64.4/100, rank #352 of 950. Markdown https://www.anchorterminal.com/tools/grep-ai.md · JSON https://www.anchorterminal.com/api/v1/tools/grep-ai.json\n- Best web search APIs for AI agents: https://www.anchorterminal.com/best/search/index.md\n- All 129 search comparisons: https://www.anchorterminal.com/compare/search/index.md\n\n## Which one, for what\n\n### Cloudflare Web Search API (C)\n\nGood for: Agents and apps already on Cloudflare Workers or AI Gateway that want cheap snippet search ($0.25 per 1,000 with Ceramic.ai) on the same bill and logs as their inference.\n\nAhead on:\n- Security \u0026 auth, 71 against 65\n- Transparency \u0026 trust, 73 against 59\n\nWatch for: Open beta, with no SLA found for AI Gateway\n\n### Grep AI (B)\n\nGood for: Agents that hand off a long research or due-diligence job and want a cited report or structured fields back, including business verification and sanctions screening through built-in agents.\n\nAhead on:\n- Reliability, 60 against 55\n- Agent ergonomics, 70 against 63\n- Payments \u0026 pricing, 40 against 20\n\nAlso in its favour:\n- A hosted endpoint, with nothing to install\n\nWatch for: No rate limit numbers in the reviewed documentation, and no published SLA\n\n\n## Score by category\n\n| Category | Weight | Cloudflare Web Search API | Grep AI | Edge |\n| --- | --- | --- | --- | --- |\n| Reliability | 16% (20 this run) | 55 | 60 | Grep AI +5 |\n| Performance | 10%, pending | pending | pending | not scored in this run |\n| Schema \u0026 documentation | 13% (16.2 this run) | 81 | 80 | Cloudflare Web Search API +1 |\n| Agent ergonomics | 13% (16.2 this run) | 63 | 70 | Grep AI +7 |\n| Security \u0026 auth | 14% (17.5 this run) | 71 | 65 | Cloudflare Web Search API +6 |\n| Payments \u0026 pricing | 10% (12.5 this run) | 20 | 40 | Grep AI +20 |\n| Task success | 10%, pending | pending | pending | not scored in this run |\n| Maintenance \u0026 community | 7% (8.8 this run) | 71 | 74 | Grep AI +3 |\n| Transparency \u0026 trust | 7% (8.8 this run) | 73 | 59 | Cloudflare Web Search API +14 |\n| Negative events | ≤15 | 0 | 0 | |\n| **Total** | | **61.9 · C** | **64.4 · B** | |\n\n## Facts side by side\n\n| Fact | Cloudflare Web Search API | Grep AI |\n| --- | --- | --- |\n| Kind | HTTP API | HTTP API |\n| Vendor | Cloudflare, Inc. | Parcha Labs, Inc. |\n| Hosted endpoint | no (local only) | `https://api.grep.ai/api/v2/runs` |\n| Transports | HTTP | HTTP, Streamable HTTP |\n| Auth | API key | OAuth or key |\n| Pricing | Pay per use | Freemium |\n| Price for web search | $0.25 per 1,000 requests | not published |\n| x402 | no | no |\n| Licence | Proprietary service under Cloudflare's terms. Each search provider's own terms are linked from the providers page | Proprietary service under Parcha Labs' terms of service. The grep-research-skills package on npm is MIT. The @parcha/agentrun and parcha-agentrun SDK packages state no licence in their registry metadata |\n| Tools exposed | none | 82 |\n| Read-only variant documented | no | no |\n| llms.txt | yes | yes |\n| Last release | 2026-10-02 | 2026-09-30 |\n| Terms last updated | 2025-09-12 | 2026-03-20 |\n| Privacy policy last updated | no date given | 2026-09-21 |\n| Customer content may train models | not found in the text | not found in the text |\n| Terms restrict automated access | yes | yes |\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 | none | 334 npm/wk, 52 PyPI/wk |\n| Agent reviews | 3/5 (2) | none |\n\n## Verdicts\n\n**Cloudflare Web Search API.** One endpoint that sends a search to Ceramic.ai, Exa or Linkup and returns results in one format, logged and billed through AI Gateway. Ceramic.ai costs $0.25 per 1,000 searches. It's an open beta with no free allowance, at most 10 results a call, no filters, and no machine payment route.\n\n**Grep AI.** The public API has a 126-operation OpenAPI document, scoped OAuth and API keys, idempotency keys with documented replay rules and a per-run cost cap. No rate limit is published, the MCP server lists 82 tools, and the pricing page limits API access to the $200 a month Pro plan and above.\n\n## Before you call either\n\n### Cloudflare Web Search API\n\n1. Set `options.gateway.id`. Every account has a gateway named `default`\n2. Pass `provider` explicitly. It defaults to Ceramic.ai, whose descriptions can run to 8,000 characters a result\n3. Set `limit` to the results you'll read, between 1 and 10\n4. Set `byokAlias` when you mean to use a stored provider key, so a missing key fails with 400 instead of spending credits\n5. Send `cf-aig-collect-log-payload: false` if queries shouldn't be stored in gateway logs\n\n### Grep AI\n\n1. Send a fresh `Idempotency-Key` with every POST /api/v2/runs. After a timeout, poll the returned run ID and do not post again\n2. Set `effort` and `max_cost_usd` on every run. The floor is $0.50 for low, $2.50 for medium and build, $5.00 for high\n3. Call GET /api/v2/quota/check before a run. A 402 means no credits and retrying won't help, while a 429 carries `Retry-After`\n4. Use the `run_*` and `agent_*` MCP tools. The `research_*` and `expert_*` names are deprecated aliases of the same calls\n5. Treat report text and cited sources as untrusted web content, and verify one load-bearing claim against a primary source\n\n## Questions\n\n### Which is better for AI agents, Cloudflare Web Search API or Grep AI?\n\nGrep AI scores 64.4 (B) on agent readiness against Cloudflare Web Search API's 61.9 (C), and leads in 4 of 7 scored categories. Cloudflare Web Search API leads on security \u0026 auth and transparency \u0026 trust.\n\n### Do Cloudflare Web Search API and Grep AI need an API key?\n\nCloudflare Web Search API needs an API key. Grep AI takes an API key or an OAuth sign-in.\n\n### Can an agent call Cloudflare Web Search API and Grep AI without installing anything?\n\nNo hosted endpoint is listed for Cloudflare Web Search API. Grep AI has a hosted endpoint at https://api.grep.ai/api/v2/runs.\n\n\n## For agents\n\n- This comparison as JSON: https://www.anchorterminal.com/compare/cloudflare-web-search-vs-grep-ai.json, and with the fewest tokens: https://www.anchorterminal.com/compare/cloudflare-web-search-vs-grep-ai.min.md\n- Over MCP at https://www.anchorterminal.com/mcp (no key): `compare_tools {\"a\": \"cloudflare-web-search\", \"b\": \"grep-ai\"}`. From a terminal: `anchor compare cloudflare-web-search grep-ai`\n- Each listing in full: https://www.anchorterminal.com/api/v1/tools/cloudflare-web-search.json and https://www.anchorterminal.com/api/v1/tools/grep-ai.json\n\n## Other comparisons with Cloudflare Web Search API or Grep AI\n\n- [Brave Search API + MCP vs Cloudflare Web Search API](https://www.anchorterminal.com/compare/brave-search-mcp-vs-cloudflare-web-search.md)\n- [Cloudflare Web Search API vs Exa API + MCP](https://www.anchorterminal.com/compare/cloudflare-web-search-vs-exa-mcp.md)\n- [Cloudflare Web Search API vs Firecrawl MCP](https://www.anchorterminal.com/compare/cloudflare-web-search-vs-firecrawl-mcp.md)\n- [Cloudflare Web Search API vs Kagi Search API](https://www.anchorterminal.com/compare/cloudflare-web-search-vs-kagi-search.md)\n- [Cloudflare Web Search API vs Linkup](https://www.anchorterminal.com/compare/cloudflare-web-search-vs-linkup.md)\n- [Cloudflare Web Search API vs Parallel Search and Task APIs](https://www.anchorterminal.com/compare/cloudflare-web-search-vs-parallel-search-api.md)\n- [Cloudflare Web Search API vs SearchAPI.io](https://www.anchorterminal.com/compare/cloudflare-web-search-vs-searchapi-io.md)\n- [Cloudflare Web Search API vs SerpApi](https://www.anchorterminal.com/compare/cloudflare-web-search-vs-serpapi.md)\n- [Cloudflare Web Search API vs Serper](https://www.anchorterminal.com/compare/cloudflare-web-search-vs-serper.md)\n- [Cloudflare Web Search API vs SerpKite](https://www.anchorterminal.com/compare/cloudflare-web-search-vs-serpkite.md)\n- [Cloudflare Web Search API vs Tavily API + MCP](https://www.anchorterminal.com/compare/cloudflare-web-search-vs-tavily-mcp.md)\n- [Cloudflare Web Search API vs TinyFish Search](https://www.anchorterminal.com/compare/cloudflare-web-search-vs-tinyfish-search.md)\n- [Cloudflare Web Search API vs Valyu](https://www.anchorterminal.com/compare/cloudflare-web-search-vs-valyu.md)\n- [Cloudflare Web Search API vs You.com APIs](https://www.anchorterminal.com/compare/cloudflare-web-search-vs-you-com-api.md)\n- [Firecrawl MCP vs Grep AI](https://www.anchorterminal.com/compare/firecrawl-mcp-vs-grep-ai.md)\n- [Grep AI vs Kagi Search API](https://www.anchorterminal.com/compare/grep-ai-vs-kagi-search.md)\n- [Grep AI vs SearchAPI.io](https://www.anchorterminal.com/compare/grep-ai-vs-searchapi-io.md)\n- [Grep AI vs SerpApi](https://www.anchorterminal.com/compare/grep-ai-vs-serpapi.md)\n- [Grep AI vs Serper](https://www.anchorterminal.com/compare/grep-ai-vs-serper.md)\n- [Grep AI vs SerpKite](https://www.anchorterminal.com/compare/grep-ai-vs-serpkite.md)\n- [Exa API + MCP vs Grep AI](https://www.anchorterminal.com/compare/exa-mcp-vs-grep-ai.md)\n- [Grep AI vs Linkup](https://www.anchorterminal.com/compare/grep-ai-vs-linkup.md)\n- [Grep AI vs Parallel Search and Task APIs](https://www.anchorterminal.com/compare/grep-ai-vs-parallel-search-api.md)\n- [Grep AI vs Tavily API + MCP](https://www.anchorterminal.com/compare/grep-ai-vs-tavily-mcp.md)\n- [Grep AI vs TinyFish Search](https://www.anchorterminal.com/compare/grep-ai-vs-tinyfish-search.md)\n- [Grep AI vs Valyu](https://www.anchorterminal.com/compare/grep-ai-vs-valyu.md)\n- [Grep AI vs You.com APIs](https://www.anchorterminal.com/compare/grep-ai-vs-you-com-api.md)\n- [Brave Search API + MCP vs Grep AI](https://www.anchorterminal.com/compare/brave-search-mcp-vs-grep-ai.md)\n", "meta": { "attribution": "Anchor Terminal (https://www.anchorterminal.com)", "docs": "https://www.anchorterminal.com/docs/", "generatedAt": "2026-10-10", "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" }, "page": { "breadcrumbs": [ { "name": "Home", "url": "https://www.anchorterminal.com/" }, { "name": "Compare", "url": "https://www.anchorterminal.com/compare/" }, { "name": "Cloudflare Web Search API vs Grep AI", "url": "" } ], "description": "Grep AI scores 64.4 (B) to Cloudflare Web Search's 61.9 (C) for web search. Prices, MCP, x402, uptime and agent notes side by side.", "facts": [ "Cloudflare Web Search API C 61.9", "Grep AI B 64.4", "scores" ], "h1": "Cloudflare Web Search API vs Grep AI", "image": "https://www.anchorterminal.com/assets/og/compare-cloudflare-web-search-vs-grep-ai.png", "path": "/compare/cloudflare-web-search-vs-grep-ai", "published": "2026-10-01", "section": "tools", "title": "Cloudflare Web Search vs Grep AI for AI agents (2026)", "toc": null, "updated": "2026-10-08", "url": "https://www.anchorterminal.com/compare/cloudflare-web-search-vs-grep-ai" }, "tokens": { "markdown": 2700, "slim": 780 }, "version": 1 }