Context7
Feeds AI the latest docs for libraries and frameworks before it answers, so code it writes does not use outdated, removed functions.
Description from the maker (original English)
Live Google web search for AI agents that returns only the passages that answer the question.
These three are never merged into one score: opinions, measurements and popularity are different things.
We have not written a plain-language summary for this one yet. Below are the facts we read from the registry.
Pick the AI app you use, then copy the settings.
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This address needs a key in a request header, which the add-connector menu cannot set. Use Claude Code, Cursor or VS Code instead.
Run this in your terminal
claude mcp add --transport http deepsift-search https://aadstra--deepsift-search.apify.actor/mcp --header 'Authorization: your-value'Fill in the empty values before running it.
Paste into .cursor/mcp.json in your project, or ~/.cursor/mcp.json
{
"mcpServers": {
"deepsift-search": {
"url": "https://aadstra--deepsift-search.apify.actor/mcp",
"headers": {
"Authorization": "your-value"
}
}
}
}Your browser asks to open the app, then the app shows the settings and asks you to confirm. Key values are left empty for you to fill in.
Paste into .vscode/mcp.json in your project
{
"servers": {
"deepsift-search": {
"type": "http",
"url": "https://aadstra--deepsift-search.apify.actor/mcp",
"headers": {
"Authorization": "your-value"
}
}
}
}Your browser asks to open the app, then the app shows the settings and asks you to confirm. Key values are left empty for you to fill in.
This address needs a key in a request header, which the add-connector menu cannot set. Use Claude Code, Cursor or VS Code instead.
Your choice stays on this device in a cookie; no account needed.
Authorization secret required HTTP headerThese settings are generated from the maker’s registry entry. If the README says otherwise, follow the README.
The server asks you to sign in before it lists its tools.
We check information anyone can see; we have not read the code. Checks that do not apply are left out of the count. · Checked Nov 7, 2026
The registry name was verified with the GitHub account pavanmulka, which owns the repo
We have not read this repo from GitHub yet
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Responded in 120 ms (HTTP 401)
Needs a key or token that you copy and paste yourself
Not checked yet; we read the tool list when we check the endpoint
Compared with every active server in this category in the registry. Stars count only when the publisher owns the repo.
It passed 2 of 3 applicable basic checks. We have not read the code. Before adding a key or token, see what access the server asks for and use a key with only the permissions you need.
You need to fill in: Authorization
It runs in the maker’s cloud. Connect over the internet with nothing to install, but what you send passes through the maker’s servers.
The GitHub repo last changed –, and the latest version (0.1.0) reached the registry 2 days ago.
Apps that support MCP, such as Claude Desktop, Claude Code, Cursor and VS Code. It connects by URL, so apps that accept remote MCP servers work too, such as ChatGPT in developer mode.
In the same category: Context7, Codebase Memory, Exa
Servers in the same category from other makers, sorted by stars.
Reading a card:★ GitHub starsiThree pillars: reviews · checks · usageiUpdated = latest version published to the registryi
Feeds AI the latest docs for libraries and frameworks before it answers, so code it writes does not use outdated, removed functions.
Codebase knowledge graph for AI agents — 162 languages, sub-ms queries, 99% fewer tokens.
Connect AI agents to Exa for web search, content fetching, and multi-step research.
Copied from the maker’s repo as written. PopNx MCP has not reviewed or endorsed it. HTML, images and scripts are removed. Links lead off this site.
A free, self-hosted alternative to Tavily for Claude Code. Ask one question; DeepSift searches the web, reads every page, and hands back only the paragraphs that matter. It runs on your laptop and uses the Claude subscription you already pay for.
Tavily is a paid web search API built for AI agents. You send one question; it searches the web, opens the best pages, cuts out the passages that answer the question, and sends it all back in one tidy reply. That's great, but every call costs credits.
DeepSift does the same job on your own computer, in three steps:
No per-call bill, no API key to buy.
[DeepSift Search](https://apify.com/aadstra/deepsift-search) is the hosted version: Google and Yahoo results, the same passage picking, nothing to install, and it works for apps and teams, not just your own laptop.
/search, /extract, /crawl and /map requests and responses. Change one line: from tavily import TavilyClient
client = TavilyClient(api_key=" ", api_base_url="https://aadstra--deepsift-search.apify.actor")
https://aadstra--deepsift-search.apify.actor/mcp with your Apify token as a Bearer header./plugin marketplace add pavanmulka/deepsift, then /plugin install deepsift-search@deepsift. Claude Code asks for your Apify token once.The Apify version lives in .actor/ and deepsift/actor.py; it never uses your Claude subscription.
After installing, every Claude Code session has these tools:
| Tool | What you'd ask | What it does |
|---|---|---|
web_search | "web_search Databricks Unity Catalog pricing" | One topic → many websites → the best passages from each, in one reply |
web_read | "read these 3 pages and focus on pricing" | Full text of up to 20 pages or PDFs, or only the parts about a topic |
web_map | "list all pages on docs.example.com" | A site's page addresses |
web_crawl | "read the pricing pages on example.com" | Reads many pages of one site, keeps the relevant ones |
web_research | "research the top 5 vector databases with sources" | A multi-search investigation that returns a written report with numbered sources (takes minutes) |
The same abilities work from any terminal:
deepsift search "Databricks Unity Catalog pricing" --advanced
deepsift read https://example.com/page --focus "pricing" deepsift map https://docs.example.com deepsift crawl https://docs.example.com --instructions "pricing" deepsift research "Which vector databases support hybrid search?"
You need a Mac or Linux computer with Claude Code and Python 3.10+.
git clone https://github.com/pavanmulka/deepsift.git
cd deepsift ./install.sh claude auth login # only if you aren't signed in to Claude Code's command line yet
Open a new Claude Code session and ask it to use web_search. That's it.
./uninstall.sh removes it from Claude Code again.
| Tavily | DeepSift | |
|---|---|---|
| Cost | Pay per credit | Free (uses your Claude plan) |
| Speed per search | 1–2 s | ~10–30 s through Claude; ~1–3 s on the DuckDuckGo backup |
| Search, extract, crawl, map, research | ✓ | ✓ |
| Same request/response format | — | ✓ (optional local HTTP API, see below) |
| Runs where | Their servers | Your laptop |
Limits, honestly:
./run.sh starts an HTTP server on 127.0.0.1:8787 with Tavily's paths and fields (/search, /extract, /crawl, /map, /research, GET /research/{id}, /usage). Code written for Tavily can point its base URL there. Every reply reports usage.credits: 0.
Copy .env.example to .env to change engines, models, cache time, or set an API key for the HTTP server.
question ─► find sites (Claude WebSearch via `claude -p`, or DuckDuckGo)
─► download pages in parallel (httpx) ─► readable text (trafilatura, pypdf) ─► split into passages ─► rank by relevance to the question (BM25) ─► one reply
claude -p always runs on your subscription sign-in. ANTHROPIC_API_KEY is removed before it starts, so it never bills an API account by accident.
.venv/bin/python -m pytest -q tests
The tests run offline, using a stand-in for claude.
MIT