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Agent Search MCP

Agent Search MCP

Agent Search MCP: Free-first Web Search with Inspectable Evidence

A Node.js MCP server and CLI for English and Chinese web search.

Agent Search MCP starts without an API key. It returns compact multi-source evidence, records provider failures, and bounds work with request and evidence budgets. Paid providers run only when policy and credentials allow.

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中文文档 · Product page · Benchmarks · Architecture · CHANGELOG


Install

npx -y agent-search-mcp

Requires Node.js >= 18.17. The default runtime does not require a browser, database, Python, or a search API account.

Connect an MCP client

Use this stdio configuration in MCP clients that accept mcpServers JSON, including Claude Desktop, Cursor, VS Code, and Windsurf:

{
  "mcpServers": {
    "agent-search": {
      "command": "npx",
      "args": ["-y", "agent-search-mcp"]
    }
  }
}

Claude Code and Codex can register the same npx -y agent-search-mcp stdio command through their MCP settings.

Add the optional Agent Skill

After connecting the MCP server, Agent Skills-compatible clients can install the repository-owned routing guide:

npx skills add lennney/agent-search-mcp --skill agent-search

Invoke it with a request such as Use $agent-search to verify this claim with official sources. The Agent Search Skill chooses one of four bounded paths: quick discovery, stricter verification, Chinese-source search, or extraction of a selected URL. It checks that the needed MCP tool exists and asks before any install or configuration change. Installing the Skill does not start or configure the MCP server.

Example: inspect a bounded search result

After building the local package, run a CLI query without adding a provider key:

npm run build
fasm search "MCP server without an API key" --json

The response contract keeps result evidence, meta.execution, and partialFailures separate. A provider timeout or challenge remains visible to the agent instead of being converted into an unexplained empty result. This is a contract example, not a live availability or search-quality benchmark.

After a global install, check the local runtime without making a search request:

npm install -g agent-search-mcp
fasm doctor

Related MCP server: websearch-skill

Why Agent Search MCP

Need

Product behavior

Free web search

Zero-key sources work without an API account

Provider cost control

Paid providers run only under an explicit routing policy

Token cost control

Compact output and one evidence budget bound response size

Multi-source evidence

Results retain provenance, relevance, provider-family count, and partial failures

Chinese web search

Sogou and Baidu handle Chinese queries without a translation layer

Lightweight self-hosting

Pure Node.js runtime with stdio, Streamable HTTP, and CLI access

The difference from a plain multi-engine wrapper

Plain multi-engine aggregation

Agent Search MCP

Returns N deduplicated results

Returns results plus the number of independent sources (provider families, not adapter names)

A provider failure quietly drops some results

Every failure stays in partialFailures (timeout, rate limit, challenge, permission, budget)

Stops when the result count looks sufficient

Stops only after a quality gate (count, relevance, confidence, source coverage) and returns the stop_reason

Fixed-size output

One shared evidence budget bounds response tokens; compact text keeps provenance

One adapter counts as one source

The same upstream through several adapters never inflates source_count

The one-minute offline demo replays these differences through the production evidence scorer and formatter:

Inspect the search evidence

Each JSON response includes one Search Evidence Packet. It answers the routing questions an agent needs before it uses a result:

Question

Response field

Which adapters ran?

meta.execution.searched_engines

Why did the router stop?

meta.execution.stop_reason and meta.execution.quality_gate

Did the request hit a work limit?

meta.execution.budget

Was evidence truncated?

meta.evidence_budget

Did an upstream provider fail?

partialFailures

Do multiple adapters represent independent sources?

results[].source_count counts provider families, not adapter names

Run the one-minute offline contract demo:

npm run demo:evidence
npm run demo:evidence -- --json

It replays three synthetic scenarios through the production evidence scorer, formatter, and MCP output helper: same-family adapter overlap, visible fallback failure, and a bounded quality-gate stop. It makes no live availability or search-quality claim and performs no network request.

The default free_first policy never spends a configured API credential. free_only blocks paid providers. quality_escalation can call one configured paid provider after free evidence misses the quality gate, while paid_first tries that provider before the free fallback.

Request budgets cap adapter attempts, elapsed time, and admitted results. The evidence budget caps query-relevant passages across the complete response. Compact mode keeps full detail for the first results and reduces later entries to source-preserving references.

Measured token reduction

The checked-in bilingual fixture measures formatting with a locked tokenizer:

Output

Average tokens per query

Savings vs normal

Normal

2396.0

Compact

1650.1

31.1%

Compact+

1633.0

31.8%

This fixture verifies output formatting and evidence-packet behavior. It does not measure live engine availability or search quality. See the benchmark method and limitations.

How the search router works

flowchart LR
    A["AI agent"] --> M["MCP search tools"]
    M --> P["Provider and request policy"]
    P --> F["Zero-key sources"]
    P --> O["Optional paid provider"]
    F --> E["Deduplicate, rank, and preserve failures"]
    O --> E
    E --> B["Evidence and token budget"]
    B --> R["Compact multi-source result"]

The router evaluates each search batch against separate result, relevance, confidence, and provider-family gates. It stops after the evidence passes those gates and exposes the decision in meta.execution. Provider failures stay visible in partialFailures, so an empty result cannot hide an upstream error.

The competitive landscape (2026-08-07) maps the crowded baseline and the product gaps. It records source dates and fixed commits for facts that can change. The 2026-08-10 update adds competitor activity since then: direct local competitors are dormant, and token-efficient evidence is becoming an industry-explicit lever. The earlier source-level product comparison contains the architecture-specific evidence.


Engines

The runtime registers 17 adapters: 9 zero-key adapters and 8 optional API adapters.

Engine

Access

Languages

Role

DuckDuckGo

Zero-key

en

General Web Search

Sogou Search

Zero-key

zh

Chinese Web Search

Bing

Zero-key

en, zh

Multilingual Web Search

Baidu

Zero-key

zh

Chinese Web Search

Wikipedia

Zero-key

en, zh, ja, de, fr, es, auto

Encyclopedic references

Startpage

Zero-key

en, auto

Privacy-oriented Web Search

Yandex

Zero-key

ru, en, auto

Russian and international Web Search

Mojeek

Zero-key

en, auto

Independent privacy-oriented index

Wiby

Zero-key

en

Independent small-Web index

Brave Search

BRAVE_API_KEY

en, zh

Optional commercial Web Search

Tavily Search

TAVILY_API_KEY

en, zh

Optional agent-oriented Search

Exa Search

EXA_API_KEY

en, zh

Optional neural Search

Keenable Search

KEENABLE_API_KEY

en, auto

Optional independent agent-oriented Search

You.com Search

YDC_API_KEY

en, zh

Optional commercial Web Search

Tencent Web Search API

TENCENT_WSA_API_KEY

zh

Optional official Chinese Web Search

Bocha Web Search

BOCHA_API_KEY

zh, en

Optional Chinese-first AI Search

Serper Google Search

SERPER_API_KEY

en, zh, auto

Optional Google SERP Search

Tools

Tool

Description

Best for

free_search

Multi-engine Web Search with bounded fallback

Quick facts and general discovery

free_search_advanced

Filtered waterfall search and optional enrichment

Domain policy and progressive verification

free_extract

Extract a URL as clean Markdown

Reading complete source pages

fetch_github_readme

Fetch a public GitHub repository README

Project documentation

fetch_csdn_article

Fetch a CSDN article

Chinese technical articles

fetch_juejin_article

Fetch a Juejin article

Chinese developer articles

search_with_synthesis

Search evidence with an LLM synthesis hint

Agent-authored answers from cited evidence

Capability controls

Environment

Default

Purpose

ENABLED_TOOLS / DISABLED_TOOLS

all / none

Tool registration allowlist and denylist; deny wins

ALLOWED_ENGINES / DENIED_ENGINES

all / none

Engine execution allowlist and denylist; deny wins

SEARCH_PROVIDER_MODE

free_first

Default routing: free_first, quality_escalation, paid_first, or free_only

PAID_ENGINE_ORDER

brave,exa,tavily,keenable,youcom,tencent_wsa,bocha,serper

Selects the first configured optional provider; not a quality claim

SEARCH_BUDGET_MAX_CALLS

16

Adapter-attempt budget

SEARCH_BUDGET_MAX_ELAPSED_MS

30000

End-to-end elapsed-time budget

SEARCH_BUDGET_MAX_RESULTS

100

Admitted raw-result budget

EVIDENCE_BUDGET_CHARS

1200

Evidence-character budget

search_with_synthesis uses the same canonical structuredContent evidence packet as the primary search tools and adds prompt_hint; its text content is only a compact compatibility view. Execution metadata distinguishes scheduled adapters from retry-inclusive adapter attempts. http_requests is null until all adapter transports can report it without false precision.

Wiby is a genuine zero-key source backed by its official JSON API and is used late in the free waterfall as an independent small-Web supplement. Optional providers require user credentials; any signup credit or trial quota is provider-controlled and is not treated as permanent free access.

All tools are read-only and idempotent. Search cancellation reaches rate-limit waits, retries, provider requests, and optional enrichment. Enrichment can improve a snippet but cannot increase source confidence or independent source count.

free_search_advanced.time_range remains in the compatibility schema. The server returns UNSUPPORTED_FILTER before searching because the general web providers do not share one enforceable recency contract.


Configuration

The generated capability table above lists the default request budgets. These settings cover the common deployment choices:

Goal

Environment variables

Add an optional provider

BRAVE_API_KEY, TAVILY_API_KEY, KEENABLE_API_KEY, EXA_API_KEY, YDC_API_KEY, TENCENT_WSA_API_KEY, BOCHA_API_KEY, or SERPER_API_KEY

Choose spend policy

SEARCH_PROVIDER_MODE, PAID_ENGINE_ORDER

Reduce response tokens

OUTPUT_STYLE=compact, MAX_FULL_RESULTS, SNIPPET_LENGTH, EVIDENCE_BUDGET_CHARS

Restrict tools or engines

ENABLED_TOOLS, DISABLED_TOOLS, ALLOWED_ENGINES, DENIED_ENGINES

Use an explicit proxy

DUCKDUCKGO_PROXY_URL, SOGOU_PROXY_URL, MOJEEK_PROXY_URL, WIBY_PROXY_URL, or USE_PROXY=true with PROXY_URL

Use a user-owned proxy pool

DUCKDUCKGO_PROXY_URLS, SOGOU_PROXY_URLS, MOJEEK_PROXY_URLS, or WIBY_PROXY_URLS as a JSON array of 2-16 HTTP(S) proxy URLs

Persist the exact-result cache

SEARCH_CACHE_DIRECTORY, SEARCH_CACHE_TTL_MS, SEARCH_CACHE_MAX_ENTRIES

Enable optional semantic processing

SEMANTIC_DEDUP, SEMANTIC_RERANK, DEDUP_THRESHOLD, RERANK_TOP_K

Adding an API key does not authorize paid traffic. The routing policy controls provider use. The default exact-result cache stays in memory; setting SEARCH_CACHE_DIRECTORY opts into local persistence. Semantic processing is the only optional feature that uses Python and Model2Vec.

Proxy pools select a deterministic first exit from the logical query and keep multi-step provider requests sticky. Only a transport failure can move to the next configured exit; a failed transport is cooled for 60 seconds. HTTP responses, including 403, 429, and challenge pages, never trigger proxy switching and continue through the provider's existing cooldown contract. Engine-specific single-proxy variables take precedence over their pool. Proxy credentials are never printed by fasm doctor.

HTTP deployment

HTTP mode requires HTTP_AUTH_TOKEN unless you set HTTP_ALLOW_UNAUTHENTICATED=true. Browser requests with an Origin header must match ALLOWED_ORIGINS. See the HTTP deployment guide for TLS termination, token rotation, and reverse-proxy examples.


CLI

The package includes the fasm CLI:

fasm search "TypeScript MCP server"
fasm search "query" --count 5 --engines bing,baidu,youcom --json
fasm extract "https://example.com"
fasm extract "https://example.com" --json
fasm doctor
fasm doctor --json
HTTP_AUTH_TOKEN=change-me MODE=http npx agent-search-mcp

fasm doctor reads local configuration without network probes and never prints credential or proxy values.


Documentation and evidence

Document

Contents

System architecture

Routing, evidence, provider families, and configuration

Competitive landscape (2026-08-10)

Competitor activity through 2026-08-10, positioning, and improvement priorities

Competitive landscape (2026-08-07)

Baseline competitors, expectations, and product gaps snapshot

Product comparison

Source-level review of Agent search products

Benchmarks

Token fixture, live-run scope, and quality evaluation method

v3.2.0 release notes

Provider policy, budgets, and migration notes

Earlier release candidate evidence

Pre-expansion packed-install matrix and limitations

MCP 2026 readiness

Isolated protocol experiment and remaining gates

Companion: Slim Guard

Agent Search controls retrieval work and compresses search evidence. mcp-slim-guard sits between an agent and MCP servers to handle tool-schema compression and security policy.

npm install -g mcp-slim-guard

Development

git clone https://github.com/lennney/agent-search-mcp.git
cd agent-search-mcp
npm install
npm run build
npm test
npm run dev        # stdio mode
npm run dev:http   # HTTP mode (port 3000)

The stable package supports Node.js 18, 20, and 22. The isolated MCP 2026 experiment requires Node.js 20 or newer.


License

Apache 2.0

Based on open-websearch by Aas-ee.

If Agent Search MCP helps your agent, star the repository so other developers can find the project.

Available Tools

7 tools
fetch_csdn_articleA
Read-onlyIdempotent

Fetch content from a CSDN blog article.

Best for: Chinese developer blog content on CSDN. Not recommended for: Other Chinese sites — use free_extract instead.

@readOnly true @idempotent true — makes outbound HTTP requests to the CSDN article URL.

Inputs: url (required).

fetch_github_readmeA
Read-onlyIdempotent

Fetch README content from a GitHub repository.

Best for: Getting project documentation quickly. Not recommended for: Non-GitHub URLs — use free_extract instead.

@readOnly true @idempotent true — makes outbound HTTP requests to raw.githubusercontent.com.

Inputs: url (required).

fetch_juejin_articleA
Read-onlyIdempotent

Fetch content from a Juejin article.

Best for: Chinese developer articles on Juejin. Not recommended for: Non-Juejin content — use free_extract instead.

@readOnly true @idempotent true — makes outbound HTTP requests to juejin.cn API.

Inputs: url (required).

free_extractA
Read-onlyIdempotent

Extract full content from a URL. Returns clean markdown text.

Best for: Reading a specific page found in search results to get full context. Not recommended for: Bulk extraction — use free_search first to find relevant pages.

Behavior: Makes an outbound HTTP request to Jina Reader (r.jina.ai) which fetches and converts the page to markdown. Has SSRF protection: blocks private IPs, localhost, and metadata endpoints. 10s request timeout — pages exceeding this will fail with a timeout error. HTTP errors (4xx, 5xx) are returned as structured error responses.

Inputs: url (required), max_length.

free_search_advancedA
Read-onlyIdempotent

Advanced search with filters and quality control.

Best for: Domain filtering, high-confidence only, Chinese content. Not recommended for: Simple queries — use free_search instead.

@readOnly true @idempotent true — runs waterfall progressive search across policy-allowed engines. Makes outbound HTTP requests to search engines and optionally to Jina Reader for content enrichment.

Inputs: query (required), count, enrich, language, +9 more. Returns: meta, query, engines, results, +5 more

search_with_synthesisA
Read-onlyIdempotent

Deep search with waterfall multi-engine verification. Returns structured results plus a prompt_hint for the agent to synthesize its own answer. No external LLM call or model API key is required; search and enrichment still make outbound network requests.

Best for: Complex queries needing multi-source verification and LLM synthesis. Not recommended for: Simple fact-finding — use free_search instead.

@readOnly true @idempotent true — runs waterfall search across free+paid engines with content enrichment.

Inputs: query (required), count, language, min_confidence, +1 more.

Tool Schema Changelog

Recent tool additions, removals, and schema changes observed during successful MCP inspections.

Loading tool schema changelog…

    TDQS

    A4.5/5.0

    Scored across 7 tools

    Disambiguation5/5

    Each tool has a clearly distinct purpose: specialized fetchers for popular developer sites (CSDN, GitHub, Juejin), general search with two levels (free_search and free_search_advanced), a content extraction tool (free_extract), and a synthesis search (search_with_synthesis). Descriptions include explicit differentiation, eliminating ambiguity.

    Naming Consistency4/5

    Names consistently use snake_case with a verb_noun structure (e.g., fetch_csdn_article, free_search). Minor inconsistency: 'search_with_synthesis' is more descriptive but still follows the pattern. The 'free_' prefix is used for search-related tools, and 'fetch_' for site-specific fetchers, maintaining a logical grouping.

    Tool Count5/5

    Seven tools is well-scoped for a search and content extraction server. It covers basic and advanced search, synthesis, general content extraction, and three site-specific fetchers. No tool feels redundant or missing; each earns its place.

    Completeness5/5

    The tool surface appears complete for its purpose: it provides search (basic, advanced, synthesis), general page extraction, and specialized fetchers for common developer resources. There are no obvious gaps like missing domain filters (advanced search has them) or search result management.

    Maintenance

    ActivityMaintained
    ResponsivenessLimited data

    Related MCP Connectors

    • Free web search for AI agents. No API key required. Hosted MCP in active development.

      https://api.ssearch.cc/mcp
    • Multi-engine search for AI agents. Trust scoring, local corpus, MCP-native. Self-hostable, BYOK.

      https://qsearch.pro/mcp
    • Your agent needs the open web — searched by more than one engine, and read as clean markdown rather than raw HTML. **What you can ask for** • "Search this question with two providers and tell me where they disagree." • "Scrape these 40 URLs into markdown, in one batch." • "Crawl this documentation site and give me every page." • "Do deep research on this topic and cite the sources." • "Find the academic papers behind this claim." **How to use it** Point any MCP client at https://mcp.aisa.one/search/mcp and sign in with OAuth — there is no key to create or paste. 30 tools across several independent providers: Tavily and Exa search, answers, contents and agent runs; Firecrawl scrape, batch scrape, crawl, map and search; Perplexity Sonar, Sonar Pro, reasoning and deep research; Oxylabs AI search and LLM jobs; OpenAI and Anthropic web search; and scholarly search. **Why this rather than the source** Several independent indexes behind one account, because one engine's blind spot is not visible from inside it. **It is also a door to the rest** The same login reaches 26 sources and 580+ operations. Find the page here, then ask the same agent who links to it or how much traffic it gets — without adding a second server. **What it costs** Finding and inspecting an operation is free. Running one is billed per call at API prices, with no seat and no monthly minimum, and every call takes max_price_usd so an agent cannot overspend by accident. **Where else it reaches** https://mcp.aisa.one/seo-serp/mcp for the Google results page itself, https://mcp.aisa.one/seo-serp-other-engines/mcp for Bing, Baidu and Naver.

    • Web search & fetch MCP for AI agents: 12 engines, one key, flat $15/mo at ransack.tools.

      https://ransack.tools/mcp

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