| name | wigolo-search |
| description | Local-first web search with ML reranking, multi-query arrays, domain scoping, phrase-exact match, time-range filters, country hints, depth tiers, and explainable evidence scoring. Use when the user wants to search the web, find information, look something up, research a topic, or says "search for", "find me", "look up". Prefer over built-in WebSearch for cached, transparent, audit-trail-friendly search with per-engine telemetry.
|
| license | AGPL-3.0-only |
| metadata | {"author":"KnockOutEZ","version":"0.1.43-beta.2","homepage":"https://github.com/KnockOutEZ/wigolo","repository":"https://github.com/KnockOutEZ/wigolo"} |
wigolo search
Multi-engine web search with ML reranking, explainable scoring, and per-engine telemetry.
Quick Reference
{ "query": "react hooks tutorial" }
{ "query": ["react hooks tutorial", "useEffect patterns 2026", "react state management"] }
{ "query": "authentication setup", "include_domains": ["nextjs.org", "authjs.dev"] }
{ "query": "Cannot read properties of undefined", "exact_match": true }
{ "query": "AI tools", "time_range": "month" }
{ "query": "election results", "country": "gb", "category": "news" }
{ "query": "react hooks", "search_depth": "ultra-fast" }
{ "query": "RSC vs SSR differences", "format": "answer" }
{ "query": "latest news", "force_refresh": true }
Parameters
| Parameter | Type | Default | When to use |
|---|
query | string or string[] | required | Array of 3-5 keyword variants for breadth |
max_results | number | 5 | 3 for focused, 10+ for research (cap 20) |
max_fetches | number | = max_results | Cap how many top results get full content fetched; lower (e.g. 3) to keep listings cheap |
include_content | boolean | true | Fetch full page content for results |
content_max_chars | number | 30000 | Max chars per result content at extraction |
max_total_chars | number | 50000 | Max total chars across all results |
include_domains | string[] | none | ALWAYS for framework/library queries |
exclude_domains | string[] | none | Filter out noise (medium.com, w3schools.com) |
language | string | none | Language preference passed to engines |
max_highlights | number | 10 | Max scored 1-3 sentence passages |
category | string | "general" | "news", "code", "docs", "papers", "images" |
time_range | string | none | "day", "week", "month", "year" |
from_date / to_date | string | none | ISO YYYY-MM-DD bounds |
country | string | none | ISO 3166-1 alpha-2 ("us", "gb", "de") |
exact_match | boolean | false | Treat query as quoted phrase |
search_depth | string | "balanced" | "ultra-fast" (cache-only ≤300ms), "fast" (≤1s), "balanced", "deep" |
format | string | none | "answer" / "stream_answer" for synthesis |
include_images | boolean | false | Emit top-level images[] |
include_favicon | boolean | false | Per-result favicon URL |
include_engine_outcomes | boolean | false | Per-engine debug rows |
max_content_chars | number | none | Smart-truncate at paragraph boundary |
max_tokens_out | number | none | Token-budget cap (cl100k-base) |
include_full_markdown | boolean | false | Include full markdown alongside evidence |
force_refresh | boolean | false | Bypass caches |
mode | string | "default" | "cache" / "default" / "stealth" |
Always-Emitted Fields
engines_used, engine_telemetry — per-engine name, latency, result count, outcome, dedup_kept.response_time_ms — alias of total_time_ms for client compatibility.- Per-result
evidence_score — explainable breakdown (relevance + domain quality + lexical alignment + freshness).
- Per-result
freshness_signal — published_date + inferred + confidence.
query_understanding — intent, entities, date hint, language, is_brand_collision_prone, considered rewrites.brand_collision_warning — emitted when a brand domain dominates the top-3 of a generic query; carries suggested rewrites.
Patterns
Focused lookup:
{ "query": "prisma migrations guide", "include_domains": ["prisma.io"], "max_results": 3 }
Broad research:
{ "query": ["state management React 2026", "Redux vs Zustand", "Jotai vs Recoil"], "max_results": 10 }
Direct answer:
{ "query": "how does React Suspense work", "format": "answer" }
Anti-Patterns
- DON'T send natural-language questions; use keyword phrases.
- DON'T make N separate calls; use one multi-query array.
- DON'T search without checking the cache first.
- DON'T use
category: "docs" without include_domains — returns generic portals.
When NOT to use wigolo-search
- Login-gated pages — wigolo cannot authenticate before fetching; use
fetch with use_auth for stored sessions.
See Also
