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Feeds AI the latest docs for libraries and frameworks before it answers, so code it writes does not use outdated, removed functions.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)
Multi-provider search broker for AI agents: 14 providers, 12-step extraction, retrieval workflows.
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.
ARGUS_WOLFRAM_API_KEY, ARGUS_BRAVE_API_KEY, ARGUS_TAVILY_API_KEY, ARGUS_EXA_API_KEY, ARGUS_SERPER_API_KEY, ARGUS_LINKUP_API_KEY, ARGUS_SEARXNG_BASE_URL, ARGUS_DATA_ROOTValues marked secret are keys to your account. Never share them or paste them into a chat.
You need
Which app do you use?
Pick your app above. We remember it, so next time the button says “Install in …”.
Open Claude Desktop → Settings → Developer → Edit Config, and paste this into claude_desktop_config.json
{
"mcpServers": {
"argus": {
"command": "uvx",
"args": [
"argus-search"
],
"env": {
"ARGUS_WOLFRAM_API_KEY": "your-value",
"ARGUS_BRAVE_API_KEY": "your-value",
"ARGUS_TAVILY_API_KEY": "your-value",
"ARGUS_EXA_API_KEY": "your-value",
"ARGUS_SERPER_API_KEY": "your-value",
"ARGUS_LINKUP_API_KEY": "your-value",
"ARGUS_SEARXNG_BASE_URL": "your-value",
"ARGUS_DATA_ROOT": "your-value"
}
}
}
}Run this in your terminal
claude mcp add argus --env ARGUS_WOLFRAM_API_KEY=your-value --env ARGUS_BRAVE_API_KEY=your-value --env ARGUS_TAVILY_API_KEY=your-value --env ARGUS_EXA_API_KEY=your-value --env ARGUS_SERPER_API_KEY=your-value --env ARGUS_LINKUP_API_KEY=your-value --env ARGUS_SEARXNG_BASE_URL=your-value --env ARGUS_DATA_ROOT=your-value -- uvx argus-searchFill in the empty values before running it.
Paste into .cursor/mcp.json in your project, or ~/.cursor/mcp.json
{
"mcpServers": {
"argus": {
"command": "uvx",
"args": [
"argus-search"
],
"env": {
"ARGUS_WOLFRAM_API_KEY": "your-value",
"ARGUS_BRAVE_API_KEY": "your-value",
"ARGUS_TAVILY_API_KEY": "your-value",
"ARGUS_EXA_API_KEY": "your-value",
"ARGUS_SERPER_API_KEY": "your-value",
"ARGUS_LINKUP_API_KEY": "your-value",
"ARGUS_SEARXNG_BASE_URL": "your-value",
"ARGUS_DATA_ROOT": "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": {
"argus": {
"type": "stdio",
"command": "uvx",
"args": [
"argus-search"
],
"env": {
"ARGUS_WOLFRAM_API_KEY": "your-value",
"ARGUS_BRAVE_API_KEY": "your-value",
"ARGUS_TAVILY_API_KEY": "your-value",
"ARGUS_EXA_API_KEY": "your-value",
"ARGUS_SERPER_API_KEY": "your-value",
"ARGUS_LINKUP_API_KEY": "your-value",
"ARGUS_SEARXNG_BASE_URL": "your-value",
"ARGUS_DATA_ROOT": "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 one runs on your computer, and ChatGPT can only connect to servers on the internet. Pick another app.
Your choice stays on this device in a cookie; no account needed.
ARGUS_SEARXNG_BASE_URL envARGUS_DATA_ROOT envThese settings are generated from the maker’s registry entry. If the README says otherwise, follow the README.
Runs on your computer; the tool list appears in your AI app after you install it.
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 Khamel83, which owns the repo
We have not read this repo from GitHub yet
We have not read this repo from GitHub yet
This one runs on your computer; there is no internet endpoint
Runs on your computer and uses local settings instead
Runs on your computer; we can only read tool lists from internet endpoints
Compared with every active server in this category in the registry. Stars count only when the publisher owns the repo.
It passed 1 of 1 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: ARGUS_WOLFRAM_API_KEY, ARGUS_BRAVE_API_KEY, ARGUS_TAVILY_API_KEY, ARGUS_EXA_API_KEY, ARGUS_SERPER_API_KEY, ARGUS_LINKUP_API_KEY
It runs on your computer. Your AI app starts it when needed, and data does not pass through the maker’s servers (unless it calls an online service itself).
The GitHub repo last changed –, and the latest version (1.6.5) reached the registry 16 days ago.
Apps that support MCP, such as Claude Desktop, Claude Code, Cursor and VS Code. You also need Python (uv) on your computer.
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.
Retrieval platform for AI agents. Argus routes search across 14 providers, recovers dead URLs, captures important site content, builds local docs-plus-research packs, and persists everything with traceable local artifacts.
Features at a glance:
pip install argus-search gives you DuckDuckGo + Yahoo immediately, no accounts neededsession_id for conversational context across searches/dashboard/recover-url with Wayback Machine and archive fallbacks_Built for AI agent builders, RAG pipelines, and ops teams who need reliable search, capture, and local evidence without stitching APIs together._
Status: beta. The retrieval workflows and corpus model are production-oriented, but still maturing.
Status: see the public status page. Authorized maintainers
can use the private argus-ops README for the latest dated reports.
Current production checkpoint — September 7, 2026: The authenticated
HTTP API and MCP adapter are operational, and sampled free search works
through SearXNG, Yahoo, and GitHub. DuckDuckGo is intermittent and fails
closed after acquisition-policy blocks. Production readiness is
ready=true, degraded; paid providers are not currently admitted until
their non-secret credential-version and account-scope bindings are recorded.
Browser capability and recovery metadata evidence remain open. See the
current status matrix before relying on a provider.
pip install argus-search && argus search -q "python web frameworks"
That's it. DuckDuckGo handles the search — no accounts, no keys, no containers. You get unlimited free search from your laptop right now. Add API keys whenever you want more providers, or don't.
argus extract -u "https://example.com/article" # extract clean text from any URL
argus recover-article -u "https://example.com/dead-post" argus capture-site -u "https://docs.example.com" argus build-research-pack -t "example sdk" --official-url "https://docs.example.com"
Works on any machine with Python 3.11+ — laptop, Mac Mini, Raspberry Pi, cloud VM. Nothing to host.
For MCP (Claude Code, Codex, OpenCode, Cursor, VS Code):
pipx install argus-search[mcp]
export ARGUS_MCP_STANDALONE=true # explicit development-only local broker argus mcp init --global --client all
That writes native config for Claude Code, Codex CLI, OpenCode, and Cursor. Restart the client after configuration. For manual stdio setup:
{"mcpServers": {"argus": {"command": "argus", "args": ["mcp", "serve"], "env": {"ARGUS_MCP_STANDALONE": "true"}}}}
Or install from the MCP Registry:
{
"mcpServers": { "argus": { "registryType": "pypi", "identifier": "argus-search", "runtimeHint": "uvx", "env": {"ARGUS_MCP_STANDALONE": "true"} } } }
Standalone development needs no server or keys, but it must be explicitly enabled. Production MCP always delegates to an authenticated HTTP authority.
See MCP Client Setup for exact config files, verification commands, remote HTTP setup, and troubleshooting.
Got a Raspberry Pi running Pi-hole? A Mac Mini on your desk? An old laptop? That's enough to run the full stack — SearXNG (your own private search engine, disabled by default) plus local JS-rendering content extraction.
# Optional: tell Argus it has residential egress to optimize routing
export ARGUS_EGRESS_TYPE=residential ARGUS_SEARXNG_ENABLED=true docker compose up -d # SearXNG + Argus
| What you have | What you get |
|---|---|
| Any machine with Python 3.11+ | DuckDuckGo + API providers (no server) |
| Home server / old laptop (4GB+) | Everything — SearXNG, all providers, Crawl4AI, Obscura |
| Mac Mini M1+ (8GB+) | Full stack with headroom |
| Free cloud VM (1GB) | SearXNG + search providers (use residential workers for extraction) |
SearXNG takes 512MB of RAM and gives you a private Google-style search engine (disabled by default — set ARGUS_SEARXNG_ENABLED=true) that nobody can rate-limit, block, or charge for. It runs alongside Pi-hole on hardware millions of people already own.
Argus code and Argus runtime data are different things.
platformdirs, or in ARGUS_DATA_ROOT if you override it.Inspect the exact paths on your machine:
argus paths
By default Argus writes:
docs/cache/docs/research/workflows/runs/snapshots/This means Argus does not require a sibling ../docs-cache checkout. If you have an older docs-cache tree, import it once with:
argus corpus import-docs-cache -s /path/to/docs-cache
These workflows build local artifacts, not just transient JSON responses.
argus recover-article -u "https://example.com/old-post" -t "Example Post"
Argus searches for recovery candidates, extracts the best result, saves the recovered sources locally, and writes a citation-backed report plus manifest.
argus capture-site -u "https://docs.example.com"
Argus stays on-domain, uses sitemap-assisted discovery plus heuristic link scoring, saves the important pages it finds, and writes a detailed summary with references.
argus build-research-pack -t "example sdk"
argus build-research-pack -t "example sdk" --official-url "https://docs.example.com"
Argus captures official docs into its local docs cache, adds non-official supporting sources from search, and writes a combined research pack with traceable artifacts.
Repo development is pinned to Python 3.12. The package runtime floor is Python 3.11, the production image runs Python 3.12.3, and Python 3.13 is the compatibility CI lane. Required CI passes all three; contributors should use the uv workflow below so local verification matches the canonical lane and does not accidentally use an older system interpreter.
uv sync --python 3.12 --extra dev --extra mcp
uv run pytest tests/ -v --tb=short
The repo includes .python-version with 3.12 so uv, pyenv, and similar tools pick the right interpreter by default. More contributor guidance lives in CONTRIBUTING.md.
| Provider | Credit type | Free capacity | Setup |
|---|---|---|---|
| DuckDuckGo | Free (scraped) | Unlimited | None |
| Yahoo | Free (scraped) | Unlimited | None — fragile, auto-skipped if broken |
| SearXNG | Free (self-hosted, off by default) | Unlimited — 70+ engines¹ | Docker |
| GitHub | Free (API) | Unlimited | None (token for higher rate limit) |
| WolframAlpha | Free (API key) | 2,000 queries/month | free key |
| Brave Search | Monthly recurring | 2,000 queries/month | dashboard |
| Tavily | Monthly recurring | 1,000 queries/month | signup |
| Exa | Monthly recurring | 1,000 queries/month | signup |
| Linkup | Monthly recurring | 1,000 queries/month | signup |
| Parallel AI | Monthly recurring | $5 credit with card on file, up to 5,000 searches/month | signup |
| Serper | One-time signup | 2,500 credits | signup |
| You.com | One-time signup | $20 credit | platform |
| Valyu | One-time signup | $10 credit | platform |
¹ SearXNG aggregates Google, Bing, Yahoo, Startpage, Ecosia, Qwant, Wikipedia, and 60+ more — all behind a single self-hosted endpoint. Run docker compose up -d on any machine with 512MB of free RAM.
² WolframAlpha returns computed answers (math, unit conversions, factual lookups), not web search results. It only activates in grounding and research modes. Queries it can't compute (general web searches) return empty — no error, no health penalty.
7,000+ free queries/month from recurring free-tier providers with API keys (WolframAlpha 2k + Brave 2k + Tavily 1k + Exa 1k + Linkup 1k), or up to 12,000+ when Parallel's monthly credit is available to an eligible account with a card on file. DuckDuckGo, Yahoo, and GitHub have no monthly cap. SearXNG is disabled by default (enable in .env). Routing priority: Tier 0 (free: SearXNG*, DuckDuckGo, Yahoo, GitHub, WolframAlpha) → Tier 1 (monthly recurring: Brave, Tavily, Exa, Linkup, Parallel) → Tier 3 (one-time: Serper, You.com, Valyu, SearchAPI). Budget-exhausted providers are skipped automatically.
These are package-level provider tiers and advertised quotas, not proof of current production availability. The production authority fails closed for a credentialed provider until its registration fingerprint, account scope, budget, and approved test evidence are present. A protected key value alone does not prove th
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