What is the best search product?

Supabase is the top-rated search product with a score of 69/100 on Unfragile.

How many search products are there?

Unfragile indexes 787 search products, ranked by real usage data.

Best Search (2026) | Unfragile

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787 tools · Browse 787 search AI artifacts on Unfragile.

Avg score: 53/100

20 free

20 open source

Supabase

69/100Free

Search the Supabase docs for up-to-date guidance and troubleshoot errors quickly. Manage organizations, projects, databases, and Edge Functions, including migrations, SQL, logs, advisors, keys, and type generation, in one flow. Create and manage development branches to iterate safely, confirm costs

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langchain

63/100Free

Typescript bindings for langchain

Framework

all-mpnet-base-v2

55/100Free

sentence-similarity model by undefined. 3,61,53,768 downloads.

Model

all-MiniLM-L6-v2

55/100Free

sentence-similarity model by undefined. 23,35,18,673 downloads.

Model

PaddleOCR

55/100Free

Turn any PDF or image document into structured data for your AI. A powerful, lightweight OCR toolkit that bridges the gap between images/PDFs and LLMs. Supports 100+ languages.

Framework

paraphrase-multilingual-MiniLM-L12-v2

54/100Free

sentence-similarity model by undefined. 4,39,47,771 downloads.

Model

nomic-embed-text-v1.5

54/100Free

sentence-similarity model by undefined. 1,50,16,753 downloads.

Model

paraphrase-multilingual-mpnet-base-v2

52/100Free

sentence-similarity model by undefined. 48,24,450 downloads.

Model

all-MiniLM-L12-v2

52/100Free

sentence-similarity model by undefined. 28,25,304 downloads.

Model

bge-m3

52/100Free

sentence-similarity model by undefined. 2,04,74,507 downloads.

Model

Scrapling

52/100Free

🕷️ An adaptive Web Scraping framework that handles everything from a single request to a full-scale crawl!

Framework

Prompt-Engineering-Guide

52/100Free

🐙 Guides, papers, lessons, notebooks and resources for prompt engineering, context engineering, RAG, and AI Agents.

Agent

Gmail

51/100Free

Manage Gmail end-to-end: send, draft, reply, forward, and bulk-modify or delete messages and threads. Organize your inbox with labels, archiving, and trashing, and retrieve messages, attachments, and profile details on demand. Access and search contacts to autofill recipients and keep people data in

MCP Server

nomic-embed-text-v1

51/100Free

sentence-similarity model by undefined. 70,64,314 downloads.

Model

Swiss Truth MCP

50/100Free

Verified knowledge base for AI Agents — certified Swiss facts, no hallucinations. Swiss Truth gives your AI agent access to a curated, expert-reviewed knowledge base — covering Swiss law, health, finance, education, energy, politics, climate, AI/ML, and world science. Every fact has passed a 5-s

MCP Server

Flight Search MCP Server

50/100Free

Real-Time Flight Data Access Connect to liveflight pricing and availability. Access comprehensive flight data from multiple sources with live pricing updates. Multiple Search Types Find the most affordable flights between any airports. View flight prices across entire months for flexible travel p

MCP Server

Google Sheets

50/100Free

Read, write, and format spreadsheet data. Manage sheets, run formulas, and collaborate on structured data in real time.

MCP Server

AI Skill Store

50/100Free

Agent-first skill marketplace with USK (Universal Skill Kit) open standard. Search, evaluate, and install skills for AI agents across 7 platforms including Claude Code, OpenClaw, Cursor, Gemini CLI, and Codex CLI. Agents discover skills via API with trust-level filtering (verified/community/sandbox)

Platform

paraphrase-MiniLM-L6-v2

50/100Free

sentence-similarity model by undefined. 32,57,476 downloads.

Model

multi-qa-mpnet-base-dot-v1

50/100Free

sentence-similarity model by undefined. 25,30,482 downloads.

Model

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