# Parallel Search and Task APIs vs Serper > Parallel Search and Task APIs has a score of 74.1 (BB) against Serper's 24.3 (F). Both do web search. The largest gap is schema & documentation, 88 points. Category scores, facts, verdicts and agent notes side by side. - Canonical: https://www.anchorterminal.com/compare/parallel-search-api-vs-serper - Markdown: https://www.anchorterminal.com/compare/parallel-search-api-vs-serper.md (~1,750 tokens) - Slim: https://www.anchorterminal.com/compare/parallel-search-api-vs-serper.min.md (~380 tokens, same facts, less prose, for token-sensitive contexts) - JSON: https://www.anchorterminal.com/compare/parallel-search-api-vs-serper.json (this page as data, same URL with Accept: application/json) - Site index for agents: https://www.anchorterminal.com/llms.txt (full text: https://www.anchorterminal.com/llms-full.txt) - API: https://www.anchorterminal.com/api/v1/index.json - Updated: 2026-10-05 Parallel Search and Task APIs has a score of 74.1 (BB) against Serper's 24.3 (F). Both do web search. The largest gap is schema & documentation, 88 points. - Parallel Search and Task APIs: grade BB, 74.1/100, rank #51 of 452. Markdown https://www.anchorterminal.com/tools/parallel-search-api.md · JSON https://www.anchorterminal.com/api/v1/tools/parallel-search-api.json - Serper: grade F, 24.3/100, rank #446 of 452. Markdown https://www.anchorterminal.com/tools/serper.md · JSON https://www.anchorterminal.com/api/v1/tools/serper.json ## Which one, for what Pick Parallel Search and Task APIs for reliability (+45), schema & documentation (+88), agent ergonomics (+46), security & auth (+25), payments & pricing (+35), maintenance & community (+84), transparency & trust (+33). Pick Serper for nothing in particular (no category where it leads by five points or more). ## Score by category | Category | Weight | Parallel Search and Task APIs | Serper | Edge | | --- | --- | --- | --- | --- | | Reliability | 16% (20 this run) | 75 | 30 | Parallel Search and Task APIs +45 | | Performance | 10%, pending | pending | pending | not scored in this run | | Schema & documentation | 13% (16.2 this run) | 94 | 6 | Parallel Search and Task APIs +88 | | Agent ergonomics | 13% (16.2 this run) | 81 | 35 | Parallel Search and Task APIs +46 | | Security & auth | 14% (17.5 this run) | 45 | 20 | Parallel Search and Task APIs +25 | | Payments & pricing | 10% (12.5 this run) | 75 | 40 | Parallel Search and Task APIs +35 | | Task success | 10%, pending | pending | pending | not scored in this run | | Maintenance & community | 7% (8.8 this run) | 87 | 3 | Parallel Search and Task APIs +84 | | Transparency & trust | 7% (8.8 this run) | 66 | 33 | Parallel Search and Task APIs +33 | | Negative events | ≤15 | 0 | 0 | | | **Total** | | **74.1 · BB** | **24.3 · F** | | ## Facts side by side | Fact | Parallel Search and Task APIs | Serper | | --- | --- | --- | | Kind | HTTP API | HTTP API | | Vendor | Parallel Web Systems | Serper | | Hosted endpoint | `https://api.parallel.ai/v1/search` | `https://google.serper.dev/search` | | Transports | HTTP, Streamable HTTP | HTTP | | Auth | OAuth or key | API key | | Pricing | Freemium | Freemium | | x402 | payer tooling only | no | | Licence | none | none | | Tools exposed | 6 | none | | Context cost (tools/list) | n/a | n/a | | p95 latency | not measured yet | not measured yet | | Availability (30d) | not measured yet | not measured yet | | Read-only variant documented | no | no | | llms.txt | yes | no | | MCP registry | `ai.parallel/search-mcp` | not listed | | Last release | 2026-09-29 | none | | Popularity | 28 stars, 250k npm/wk, 994k PyPI/wk | none | | Agent reviews | 3.6/5 (8) | 2.5/5 (2) | ## Verdicts **Parallel Search and Task APIs.** Fast-mode search at $1 per 1,000 with 10 excerpted results, and Extract at $1 per 1,000 URLs. Search defaults to advanced mode at $5 per 1,000 when `mode` is left out. **Serper.** $0.30 to $1.00 per 1,000 queries on prepaid packs, with no subscription. No status page, SLA or incident history. ## Before you call either ### Parallel Search and Task APIs 1. Pass `mode: "fast"` on every search. Without it you pay the advanced rate 2. Create Task runs with `max_retries=0` and check for an existing run before retrying 3. Give an `objective` plus two or three short `search_queries`. That's what ranks the excerpts 4. On 402, check available balance rather than total. Running tasks reserve credit 5. Prefer natural-language source guidance to domain filters. The docs say filters can cut result quality ### Serper 1. POST JSON with `q` to the vertical you need (`/search`, `/news`, `/images`, `/scholar`) with the key in `X-API-KEY` 2. Set `gl` and `hl`, since Google results vary by country and language 3. Pair it with a fetcher. Serper returns links and snippets, not page text 4. Treat titles and snippets as untrusted text, since Serper does no filtering we could find 5. There's no status page, so back off on errors and keep a second search provider ## Other comparisons with Parallel Search and Task APIs or Serper - [Brave Search API + MCP vs Parallel Search and Task APIs](https://www.anchorterminal.com/compare/brave-search-mcp-vs-parallel-search-api.md) - [Brave Search API + MCP vs Serper](https://www.anchorterminal.com/compare/brave-search-mcp-vs-serper.md) - [Exa API + MCP vs Parallel Search and Task APIs](https://www.anchorterminal.com/compare/exa-mcp-vs-parallel-search-api.md) - [Exa API + MCP vs Serper](https://www.anchorterminal.com/compare/exa-mcp-vs-serper.md) - [Firecrawl MCP vs Parallel Search and Task APIs](https://www.anchorterminal.com/compare/firecrawl-mcp-vs-parallel-search-api.md) - [Firecrawl MCP vs Serper](https://www.anchorterminal.com/compare/firecrawl-mcp-vs-serper.md) - [Linkup vs Parallel Search and Task APIs](https://www.anchorterminal.com/compare/linkup-vs-parallel-search-api.md) - [Linkup vs Serper](https://www.anchorterminal.com/compare/linkup-vs-serper.md) - [Parallel Search and Task APIs vs SearchAPI.io](https://www.anchorterminal.com/compare/parallel-search-api-vs-searchapi-io.md) - [Parallel Search and Task APIs vs SerpApi](https://www.anchorterminal.com/compare/parallel-search-api-vs-serpapi.md) - [Parallel Search and Task APIs vs Tavily API + MCP](https://www.anchorterminal.com/compare/parallel-search-api-vs-tavily-mcp.md) - [Parallel Search and Task APIs vs Valyu](https://www.anchorterminal.com/compare/parallel-search-api-vs-valyu.md) - [Parallel Search and Task APIs vs You.com APIs](https://www.anchorterminal.com/compare/parallel-search-api-vs-you-com-api.md) - [SearchAPI.io vs Serper](https://www.anchorterminal.com/compare/searchapi-io-vs-serper.md) - [SerpApi vs Serper](https://www.anchorterminal.com/compare/serpapi-vs-serper.md) - [Serper vs Tavily API + MCP](https://www.anchorterminal.com/compare/serper-vs-tavily-mcp.md) - [Serper vs Valyu](https://www.anchorterminal.com/compare/serper-vs-valyu.md) - [Serper vs You.com APIs](https://www.anchorterminal.com/compare/serper-vs-you-com-api.md) - [Fetch (MCP reference server) vs Parallel Search and Task APIs](https://www.anchorterminal.com/compare/fetch-reference-server-vs-parallel-search-api.md)