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282 repos for search · ResearchClear

Local-first search across your workspace, built for humans and AI agents.

3.4k
firish/
webfetch
firish/webfetchConnectors

Own your LLM's web search: a local search->fetch->rank pipeline that replaces hosted web-search tools. Measured: matches hosted accuracy at 66% lower cost and up to 88% fewer tokens, plus a precision-tuned semantic caching with query-dependant TTL that no API offers.

55
qdrant/
skills

Agent skills for Qdrant vector search: scaling, performance optimization, search quality, monitoring, deployment, model migration, version upgrades, and SDK usage across Python, TypeScript, Rust, Go, .NET, Java

231
Alfanous-team/
alfanous

Alfanous is an Arabic search engine API provides the simple and advanced search in Quran , more features and many interfaces...

289
elastic/
mcp-server-elasticsearch

MCP server that connects agents to Elasticsearch indices for search, query, and inspection.

712
yoanbernabeu/
grepai

Semantic Search & Call Graphs for AI Agents (100% Local)

1.9k
KSroido/
Kagi-Session2API-MCP

Free Kagi Search MCP server — access search and summarizer via session tokens, no API key needed. Works with Claude Desktop, Cursor, Windsurf, Hermes and any MCP client.

83
st3v3nmw/
sourcerer-mcp

MCP for semantic code search & navigation that reduces token waste

119
scarletkc/
vexor

A semantic search engine for files and code.

240
ihor-sokoliuk/
mcp-searxng

Private web search for AI assistants via SearXNG — supports Claude, Cursor, and any MCP client

1.2k
alibaba/zvecFrameworks & SDKs

A lightweight, lightning-fast, in-process vector database

16k
AminForou/
mcp-gsc

Google Search Console Insights with Claude AI for SEOs

1.5k
RobThePCGuy/
Claude-Patent-Creator

USPTO patent creation system with MCP server + Claude Code plugin. Hybrid RAG search over MPEP/USC/CFR, BigQuery access to 76M+ patents, automated 35 USC 112 compliance checks, prior art search, diagram generation. GPU-accelerated with skills and autonomous agents.

181
shinpr/
mcp-local-rag

Local-first RAG server for developers. Semantic + keyword search for code and technical docs. Works with MCP or CLI. Fully private, zero setup.

388
deedy5/
ddgs

A metasearch library that aggregates results from diverse web search services

3k
Helweg/
open-codebase-index

Semantic codebase indexing and search for OpenCode, Claude, Codex, Pi, Jcode, and MCP hosts. Powered by Rust and tree-sitter.

190

The go-to web for your AI coding agent — local-first search, fetch, crawl & research over MCP. No API keys, no cloud, $0/query. Public beta.

5.2k
jztan/pdf-mcpConnectors

An MCP server that gives your AI agent agentic RAG over your PDFs, one file or a whole folder: hybrid semantic + keyword search, selective page reads, tables, images, OCR, chart data, and multi-column/CJK layouts. The agent decides when to search; pdf-mcp does the retrieval.

133

Fast and Accurate Code Search for Agents. Uses 99% fewer tokens than grep+read

6k
realloon/
RimSage

An MCP server that enables searching and browsing of RimWorld source code.

82

Give your AI agents persistent, collective memory — with deduplicating absorb, supersession lineage, semantic search, and a graph UI. Speaks MCP.

720

Code search MCP for Claude Code. Make entire codebase the context for any coding agent.

13k
Muvon/
octocode

Structural code intelligence for AI agents — semantic search, knowledge graphs, and a built-in MCP server in one Rust binary. Give Claude, Cursor, and any MCP client a deep understanding of your codebase.

471