Agent skill

brightdata-local-search

Set up and run local web searches using Bright Data SERP API with the unfancy-search pipeline (query expansion, SERP retrieval, RRF reranking).

Stars 23,776
Forks 2,298

Install this agent skill to your Project

npx add-skill https://github.com/davila7/claude-code-templates/tree/main/cli-tool/components/skills/development/brightdata-local-search

SKILL.md

Bright Data Local Search

Run powerful web searches locally using Bright Data's SERP API. This skill sets up the unfancy-search pipeline — a local search engine with query expansion, multi-engine SERP retrieval, RRF reranking, deduplication, and domain clustering.

Important: This skill uses the LOCAL version only. Do not use the hosted endpoint.

Prerequisites

Setup

Step 1: Clone and Configure

bash
git clone https://github.com/yaronbeen/unfancy-search.git
cd unfancy-search
cp .env.example .env

Step 2: Set Environment Variables

Edit .env with your credentials:

env
BRIGHT_DATA_API_TOKEN=your_brightdata_token
BRIGHT_DATA_SERP_ZONE=serp_api1
ANTHROPIC_API_KEY=your_anthropic_key   # Optional: enables AI query expansion

Get your Bright Data token from: https://brightdata.com (SERP API section)

Step 3: Start the Local Server

Docker (recommended):

bash
docker compose up -d
# Server runs at http://localhost:3000

Node.js:

bash
pnpm install
pnpm dev
# Server runs at http://localhost:3000

API Endpoints

All requests go to http://localhost:3000:

Endpoint Method Description
/api/search POST Start a search job
/api/search-status/{jobId} GET Poll for results
/api/baseline POST Trigger baseline collection
/api/baseline-status/{id} GET Poll baseline progress

Running a Search

Step 1: Submit Search

bash
curl -X POST http://localhost:3000/api/search \
  -H "Content-Type: application/json" \
  -d '{"query": "your search term"}'

The response returns a jobId.

Step 2: Poll for Results

bash
curl http://localhost:3000/api/search-status/{jobId}

Poll every 3 seconds until status is "done".

Search Parameters

Parameter Type Default Description
query string required Search query
expand boolean false Enable AI query expansion via Claude
research boolean false Research mode (12 sub-queries for max coverage)
engines string[] all SERP engines to use
geo string Geographic region filter
count number 10 Max results (up to 10)
includeDomains string[] Only include results from these domains
excludeDomains string[] Exclude results from these domains

Search Modes

  • Basic (expand: false): Single query, fastest, no AI cost
  • Expanded (expand: true): Claude Haiku generates 3 sub-queries for broader coverage
  • Research (research: true): 12 sub-queries for maximum coverage

Usage Examples

Basic Search from an Agent

bash
# Start search
JOB_ID=$(curl -s -X POST http://localhost:3000/api/search \
  -H "Content-Type: application/json" \
  -d '{"query": "best practices for API rate limiting"}' | jq -r '.jobId')

# Poll until done
while true; do
  RESULT=$(curl -s http://localhost:3000/api/search-status/$JOB_ID)
  STATUS=$(echo $RESULT | jq -r '.status')
  if [ "$STATUS" = "done" ]; then
    echo $RESULT | jq '.results'
    break
  fi
  sleep 3
done

Research Mode with Domain Filtering

bash
curl -X POST http://localhost:3000/api/search \
  -H "Content-Type: application/json" \
  -d '{
    "query": "kubernetes scaling strategies",
    "research": true,
    "excludeDomains": ["pinterest.com", "quora.com"]
  }'

Adding Search to an Existing Agent

To give your Claude Code agent search capabilities:

  1. Ensure the local server is running (docker compose up -d in the unfancy-search directory)
  2. Your agent can use curl or fetch to query http://localhost:3000/api/search
  3. Parse the ranked results to ground responses with real web data

Response Format

Results include:

  • Ranked URLs with RRF scores
  • Domain clustering (grouped by source)
  • Cost transparency (per-search expense breakdown)
  • Raw and unique result counts
  • Search duration

Troubleshooting

Issue Solution
Server won't start Verify Docker is running or Node.js 18+ installed
No results returned Check BRIGHT_DATA_API_TOKEN is valid and SERP API zone is active
Query expansion not working Verify ANTHROPIC_API_KEY is set and valid
Slow responses Disable expand mode for faster single-query searches
Port 3000 in use Stop other services or modify the port in docker-compose.yml

Expand your agent's capabilities with these related and highly-rated skills.

davila7/claude-code-templates

verl-rl-training

Provides guidance for training LLMs with reinforcement learning using verl (Volcano Engine RL). Use when implementing RLHF, GRPO, PPO, or other RL algorithms for LLM post-training at scale with flexible infrastructure backends.

23,776 2,298
Explore
davila7/claude-code-templates

openrlhf-training

High-performance RLHF framework with Ray+vLLM acceleration. Use for PPO, GRPO, RLOO, DPO training of large models (7B-70B+). Built on Ray, vLLM, ZeRO-3. 2× faster than DeepSpeedChat with distributed architecture and GPU resource sharing.

23,776 2,298
Explore
davila7/claude-code-templates

gguf-quantization

GGUF format and llama.cpp quantization for efficient CPU/GPU inference. Use when deploying models on consumer hardware, Apple Silicon, or when needing flexible quantization from 2-8 bit without GPU requirements.

23,776 2,298
Explore
davila7/claude-code-templates

Claude Code Guide

Master guide for using Claude Code effectively. Includes configuration templates, prompting strategies "Thinking" keywords, debugging techniques, and best practices for interacting with the agent.

23,776 2,298
Explore
davila7/claude-code-templates

qdrant-vector-search

High-performance vector similarity search engine for RAG and semantic search. Use when building production RAG systems requiring fast nearest neighbor search, hybrid search with filtering, or scalable vector storage with Rust-powered performance.

23,776 2,298
Explore
davila7/claude-code-templates

behavioral-modes

AI operational modes (brainstorm, implement, debug, review, teach, ship, orchestrate). Use to adapt behavior based on task type.

23,776 2,298
Explore

Didn't find tool you were looking for?

Be as detailed as possible for better results