Federated web search for OpenClaw.
This plugin reuses the web search providers you already have configured, fans them out in parallel, merges duplicate URLs, preserves which provider found what, and returns compact evidence with full raw payloads available by opt-in.
- OpenClaw
2026.4.9or newer
The broker relies on the newer plugin runtime web-search helpers. Older OpenClaw builds may install the package but will not provide the runtime surface this plugin expects.
wrapWebContent first shipped from openclaw/plugin-sdk/provider-web-search in OpenClaw 2026.3.22. Search Fusion keeps the higher 2026.4.9 minimum required by its runtime provider-discovery surface and feature-detects the wrapper for compatible SDK variants.
The built-in provider catalog and enablement hints track the native OpenClaw 2026.7.2 web-search provider contracts.
- A web search provider named
search-fusion - A direct agent tool named
search_fusion - A helper tool named
search_fusion_providers - A provider capability taxonomy in
src/provider-capabilities.ts
OpenClaw already has solid search providers. The missing piece was orchestration.
Search Fusion is the orchestration layer:
- discover configured providers
- report native catalog providers hidden because their owning plugin is not enabled
- run them in parallel
- avoid querying paid and keyless siblings backed by the same index in one fan-out
- retry transient provider failures with configurable policy
- merge duplicate URLs
- keep provider attribution intact
- return bounded provider evidence and per-provider merged variants; raw payloads are opt-in
- expose native ranks, deterministic flags, merged rankings, and machine-readable ranking explainability
- emit structured
payload.evidenceTablerows for downstream evidence-table renderers (for example Atlas) - expose one clean result set back to the agent
Search Fusion is a native OpenClaw code plugin, so ClawHub labeling it as Code Plugin is correct.
# recommended: ClawHub first, npm fallback
openclaw plugins install @vacinc/search-fusion
# explicit ClawHub-only install
openclaw plugins install clawhub:@vacinc/search-fusionOptional plugin config:
{
"plugins": {
"entries": {
"search-fusion": {
"enabled": true,
"config": {
"modes": {
"fast": ["brave"],
"balanced": ["brave", "tavily"],
"deep": ["brave", "tavily", "gemini", "minimax"],
"coding": ["minimax", "brave"],
"cheap": ["duckduckgo", "brave"],
"results": ["brave", "duckduckgo", "minimax"],
"answers": ["gemini"]
},
"intentProviders": {
"research": ["exa", "parallel", "tavily"],
"keyword": ["brave", "duckduckgo", "minimax"],
"answer": ["codex", "gemini", "grok", "kimi", "perplexity"],
"news": ["brave"]
},
"defaultMode": "balanced",
"excludeProviders": ["grok"],
"sourceTierMode": "balanced",
"countPerProvider": 5,
"maxMergedResults": 10,
"providerTimeoutMs": 15000,
"totalTimeoutMs": 30000,
"maxSnippetLength": 500,
"includeRawPayloads": false,
"includeDiscarded": false,
"retry": {
"maxAttempts": 3,
"backoffMs": 750,
"backoffMultiplier": 2,
"maxBackoffMs": 5000
},
"providerConfig": {
"gemini": {
"timeoutMs": 60000,
"weight": 1.3,
"retry": {
"maxAttempts": 4,
"backoffMs": 1500
}
},
"duckduckgo": {
"weight": 0.8
}
}
}
}
}
}
}If modes is omitted, Search Fusion auto-generates starter modes from discovered providers:
fast→ first configured provider (or first available provider if nothing is configured)balanced→ first two configured providers (or first two available)deep→ all configured providers (or all available)
If you set modes, your map is treated as authoritative and replaces those starter defaults.
Resolution order:
- explicit
providers - explicit
mode(from custom modes, or starter modes when custom modes are absent) intenthint → matched againstintentProviders, or against built-in capability rules when that map is omitted- configured
defaultMode - configured
defaultProviders(backward compatibility) - otherwise all configured providers
providerConfig.<id> is the canonical place for per-provider overrides like retry, timeoutMs, count, and weight.
totalTimeoutMs bounds the whole fan-out, including credential preparation, provider attempts, retries, and backoff (default 30000, range 5000–180000). When it expires, completed providers are returned as partial results and unfinished providers report deadline exceeded. providerTimeoutMs still bounds each individual attempt; timed-out and aborted attempts are not retried.
Model-visible output is compact by default:
includeRawPayloads(defaultfalse) controls providerrawPayloaddata and raw normalized items.includeDiscarded(defaultfalse) controls missing-URL items preserved outside the merged results.maxSnippetLength(default500, range100–5000) caps result snippets, variant snippets, evidence snippets, and provider answer text. Affected objects carrytruncated: true.
Both include flags can be set in plugin config or overridden per search_fusion call. Audit consumers such as Atlas can enable both flags to retain full source fidelity in raw payloads while normalized model-visible fields remain bounded.
excludeProviders applies to automatic intent/default fallback selection. Explicit providers and explicit custom modes can deliberately select an excluded provider.
providerConfig.<id>.weight is a ranking multiplier (default 1, range 0.1 to 5). Higher values boost trusted providers, lower values down-weight noisier ones.
sourceTierMode controls deterministic trust-tier downranking:
off: disables source-tier adjustmentsbalanced(default): favors high-trust result classes and downranks low-trust classesstrict: stronger suppression of lower-trust classes
Set intentProviders to define provider selection when a caller passes an intent hint. The intent is applied after explicit providers/mode but before defaultMode/defaultProviders, so it only kicks in when the caller leaves routing unspecified.
When intentProviders is omitted entirely, Search Fusion uses the capability registry: research matches academic, extract, or neural; keyword matches providers with results but without answer (classic index style); answer matches answer; and news matches news. Only configured providers are considered when any are configured. OpenClaw 2026.7.2 has no provider with verified local strength through the generic path, so local falls through to the normal default chain unless intentProviders.local is set explicitly.
Supported intents:
| Intent | Suggested use | Example providers |
|---|---|---|
research |
In-depth investigation and content-oriented retrieval | exa, parallel, tavily |
keyword |
Classic keyword/web search | brave, duckduckgo, minimax |
answer |
Direct answer expected | codex, gemini, grok, kimi, perplexity |
news |
Recent news / current events | brave |
local |
Location-aware queries | No built-in preference; configure intentProviders.local if desired |
Example config snippet:
{
"plugins": {
"entries": {
"search-fusion": {
"config": {
"intentProviders": {
"research": ["exa", "parallel", "tavily"],
"keyword": ["brave", "duckduckgo", "minimax"],
"answer": ["codex", "gemini", "grok", "kimi", "perplexity"],
"news": ["brave"]
}
}
}
}
}
}When a custom intentProviders map has no entry for the given intent, or the mapped providers are unavailable, routing falls through to defaultMode, defaultProviders, and finally all configured providers. Providing the map opts out of built-in capability routing so custom intent policy remains authoritative.
If you want the built-in web_search tool to route through the broker by default:
{
"tools": {
"web": {
"search": {
"provider": "search-fusion"
}
}
}
}Example prompt:
- Search across all configured providers for
openclaw plugin sdk runtime helpers - Search brave and tavily only for
best local llm web search apiwith 3 results each - Search in
deepmode forbest local llm web search api
Supported arguments:
queryintent— optional routing hint:research,keyword,answer,news, orlocalmode— mode name from configured modes, or starter modes (fast,balanced,deep) when custom modes are not setproviders— provider ids, orallcountmaxMergedResultscountrylanguagefreshnessdate_afterdate_beforesearch_langui_langincludeFailuresincludeRawPayloadsincludeDiscarded
Unknown explicit provider ids are input errors. The error lists the valid runtime provider ids instead of silently returning an empty search.
Provider wrappers are removed only inside normalization so snippets can be deduplicated and ranked consistently. At each model-visible exit—the search_fusion agent tool and the search-fusion web-search provider—Search Fusion serializes the complete bounded payload and wraps it exactly once with wrapWebContent(json, "web_search"). OpenClaw sanitizes any spoofed external-content markers embedded in provider text before adding one randomized EXTERNAL_UNTRUSTED_CONTENT boundary pair.
The structured payload retains externalContent.untrusted: true metadata for non-model consumers. That metadata is descriptive; the randomized wrapper around model-visible text is the actual trust boundary. A small randomized local fallback provides the same boundary and marker sanitization when the SDK export is unavailable.
Merged payloads include:
results[].rankingwith the final rank, score breakdown (bestVariantScore,corroborationBonus,bestRankBonus,tierAdjustment,flagPenalty,finalScore), and tie-breaker values.- top-level
rankingmetadata with the strategy, sort order, considered/returned counts, anddropped[]entries (withreason: "maxMergedResults") for results trimmed by the output cap.
Lists the providers visible to the broker and whether they appear configured.
Search Fusion unions the active runtime registry with its native provider catalog, adding catalog providers whose owning plugin is enabled in the live config. Runtime entries win on id collisions and keep their full credential accessors; catalog entries cover providers not yet present because OpenClaw activates plugins lazily. The resulting union drives listing, selection, modes, intent routing, sibling dedupe, and fan-out; delegated search still asks the runtime to load the selected provider on demand.
Before delegation, Search Fusion resolves plugin-entry or scoped credential SecretRefs for catalog-derived provider stubs so lazy-loaded providers receive the resolved credential config.
For catalog-derived entries, credentialSource reports keyless, plugin-config (declared), environment (<NAME>), or account-auth for Codex. A declared plugin webSearch.apiKey may be a string or SecretRef; Search Fusion reports only that it was declared, never its value. Enabled catalog providers without a detectable configuration remain selectable but report configured: false with a setup hint.
The additive missing array now reports native catalog providers whose owning plugin is disabled or not enabled in the live config, with:
id— runtime provider idpluginId— plugin to enablekeyless— whether the provider needs neither an API key nor account auth/configenvKeyDetected— whether any known environment credential is present
envKeyDetected is boolean-only. Search Fusion never returns environment credential values. A provider can still be configured through plugin config or account auth when this flag is false.
Registry-derived provider entries also include a non-secret credentialSource annotation when known. Because the plugin context cannot inspect the account-auth profile store directly, registry providers that declare authProviderId are included with account-auth (unverified) rather than being incorrectly omitted; the delegated OpenClaw runtime still performs the authoritative auth check.
| Runtime provider id | Owning plugin | Credential / setup | Keyless |
|---|---|---|---|
brave |
brave |
BRAVE_API_KEY or plugin webSearch.apiKey |
No |
codex |
codex |
OpenAI/Codex account auth (openaiCodex mode) |
No |
duckduckgo |
duckduckgo |
None | Yes |
exa |
exa |
EXA_API_KEY |
No |
firecrawl |
firecrawl |
FIRECRAWL_API_KEY |
No |
firecrawl-free |
firecrawl |
None; hosted starter tier, maximum count 10 | Yes |
gemini |
google |
GEMINI_API_KEY, plugin webSearch.apiKey, or models.providers.google.apiKey fallback |
No |
grok |
xai |
xAI account auth, XAI_API_KEY, or tools.web.search.grok.apiKey |
No |
kimi |
moonshot |
KIMI_API_KEY or MOONSHOT_API_KEY |
No |
minimax |
minimax |
MINIMAX_CODE_PLAN_KEY / MINIMAX_CODING_API_KEY / MINIMAX_OAUTH_TOKEN / MINIMAX_API_KEY, or plugin webSearch.apiKey |
No |
ollama |
ollama |
OLLAMA_API_KEY / local Ollama server |
No |
parallel |
parallel |
PARALLEL_API_KEY |
No |
parallel-free |
parallel |
None | Yes |
perplexity |
perplexity |
PERPLEXITY_API_KEY / OPENROUTER_API_KEY, or plugin webSearch.apiKey |
No |
searxng |
searxng |
Self-hosted endpoint configuration | No |
tavily |
tavily |
TAVILY_API_KEY or plugin webSearch.apiKey |
No |
The native KNOWN_PROVIDERS catalog contains all 16 rows and deliberately excludes the test-only qa-lab-search provider.
When both firecrawl and firecrawl-free resolve into one fan-out, Search Fusion uses only the paid sibling when it is configured; otherwise it keeps the free sibling. The same rule applies to parallel and parallel-free.
Search Fusion emits a table-ready structure for downstream consumers like Atlas.
columns[]provides stable column metadata (key,label,description)rows[]has one row per merged URL (rowIdis the canonical URL)rows[].answerCitationSupporttracks citation count and citing providers from answer-style runsrows[].providerEvidence[]keeps provider-level rank, score, source type, flags, and snippets for drill-down cells
Example flattening transform:
const tableRows = payload.evidenceTable.rows.map((row) => ({
rank: row.rank,
title: row.title,
url: row.url,
providers: row.providers.join(", "),
providerCount: row.providerCount,
bestRank: row.bestRank,
score: Number(row.score.toFixed(3)),
answerCitationCount: row.answerCitationSupport.count,
flags: row.flags.join(", "),
}));pnpm install
pnpm check
pnpm test- starter modes are built in for fresh installs (
fast,balanced,deep) whenmodesis not configured - custom
modesare authoritative and replace the starter map - falls back to all configured providers when nothing else is specified
- treats discovered keyless providers (DuckDuckGo, Firecrawl Free, and Parallel Free) as configured/available
- prefers a paid sibling only when it is configured; otherwise keeps the keyless sibling
- reports native providers whose plugins are disabled/not enabled, with plugin ids and boolean-only credential detection hints
- excludes itself to avoid recursion
- dedupes by canonical URL
- retries transient provider failures with global defaults and per-provider overrides via
providerConfig.<id>.retry - supports deterministic provider weighting via
providerConfig.<id>.weightto bias ranking by provider trust/value - isolates unexpected provider pipeline crashes so one provider cannot abort the whole fusion run
- omits raw provider payloads and discarded items by default; exposes them through explicit output flags
- caps model-visible snippets and answers with explicit
truncated: truemarkers - honors caller cancellation, aborts delegated searches, and enforces a whole-fan-out deadline with partial results
- preserves per-provider merged variants in
results[].variants[] - emits
evidenceTable.columns[]andevidenceTable.rows[]for direct evidence-table rendering - includes
evidenceTable.rows[].answerCitationSupportandproviderEvidence[]helper fields for claim-support views - surfaces deterministic flags like
sponsored,redirect-wrapper,tracking-stripped,community, andvideo - surfaces native ranks, merged rankings, per-result score breakdowns, and dropped-result reasons so ranking decisions are auditable
- classifies each hit into a source tier (
high,standard,low,suppressed) and downranks lower-trust classes deterministically - carries answer-style providers (Codex / Gemini / Grok / Kimi / Perplexity) as provider digests with
fullContent, citation details, and citation-derived hits - supports honest capability-driven defaults: classic non-answer providers for
keyword, answer providers foranswer, and default fallback forlocalunless explicitly mapped
Each provider carries a set of declarative capability tags that describe what it is good at. These are resolved at discovery time and attached to ResolvedProvider.capabilities.
import {
resolveProviderCapabilities,
hasCapability,
filterByCapabilities,
filterByAnyCapability,
ALL_PROVIDER_CAPABILITIES,
} from "@vacinc/search-fusion";
// What can brave do?
resolveProviderCapabilities("brave"); // ["news", "privacy", "results"]
resolveProviderCapabilities("gemini"); // ["answer", "results"]
resolveProviderCapabilities("exa"); // ["academic", "code", "extract", "neural", "results"]
resolveProviderCapabilities("duckduckgo"); // ["free-tier", "privacy", "results"]
resolveProviderCapabilities("minimax"); // ["code", "results"]
resolveProviderCapabilities("firecrawl"); // ["results"]
// Does Parallel's generic path return extraction-oriented excerpts?
hasCapability(resolveProviderCapabilities("parallel"), "extract"); // true
// Tavily's generic OpenClaw path returns results, not answers.
hasCapability(resolveProviderCapabilities("tavily"), "answer"); // false
// Which providers are both neural and answer-capable?
filterByCapabilities(["brave", "exa", "tavily", "perplexity"], ["neural", "answer"]);
// => ["perplexity"]
// Which providers have any privacy-preserving capability?
filterByAnyCapability(["brave", "duckduckgo", "gemini"], ["privacy", "free-tier"]);
// => ["brave", "duckduckgo"]| Tag | Meaning |
|---|---|
results |
Returns a ranked list of URLs/snippets (classic web search). |
answer |
Synthesises a grounded prose answer alongside or instead of links. |
extract |
Generic web_search returns page/content extracts; reserved for future dedicated-tool routing elsewhere. |
news |
Has a dedicated news index or strong freshness/recency signal. |
images |
Can return image results. |
video |
Can return video results. |
local |
Verified local/maps strength through the generic path (none in OpenClaw 2026.7.2). |
academic |
Indexed academic or scientific content. |
code |
Particularly good at code / technical queries. |
neural |
Uses neural / semantic retrieval rather than (only) keyword matching. |
free-tier |
Usable at meaningful call volume without a paid API key. |
privacy |
Explicitly avoids user-level tracking. |
| Provider id | Capabilities |
|---|---|
brave |
news, privacy, results |
codex |
answer, results |
duckduckgo |
free-tier, privacy, results |
exa |
academic, code, extract, neural, results |
firecrawl |
results |
firecrawl-free |
free-tier, results |
gemini |
answer, results |
grok |
answer, news, results |
kimi |
answer, results |
minimax |
code, results |
ollama |
free-tier, results |
parallel |
extract, neural, results |
parallel-free |
extract, free-tier, neural, results |
perplexity |
answer, neural, results |
searxng |
free-tier, privacy, results |
tavily |
neural, results |
Providers not in the registry return an empty capability set (treated as general-purpose). Future routing features such as cost-aware mode selection and automatic mode generation will build on this taxonomy.
- capability-driven automatic mode generation beyond the built-in intent rules
- provider weighting based on capability scores
- cost-aware routing modes
- caching at the broker layer
- optional fetch/expansion of top merged hits