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Feeds AI the latest docs for libraries and frameworks before it answers, so code it writes does not use outdated, removed functions.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)
Search Google, Bing, Yandex, Baidu, DuckDuckGo and Ecosia with original ranks, plus page extraction.
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.
OPENSERP_API_KEY, OPENSERP_BASE_URLValues 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": {
"openserp": {
"command": "npx",
"args": [
"-y",
"@openserp/mcp"
],
"env": {
"OPENSERP_API_KEY": "your-value",
"OPENSERP_BASE_URL": "your-value"
}
}
}
}Run this in your terminal
claude mcp add openserp --env OPENSERP_API_KEY=your-value --env OPENSERP_BASE_URL=your-value -- npx -y @openserp/mcpFill in the empty values before running it.
Paste into .cursor/mcp.json in your project, or ~/.cursor/mcp.json
{
"mcpServers": {
"openserp": {
"command": "npx",
"args": [
"-y",
"@openserp/mcp"
],
"env": {
"OPENSERP_API_KEY": "your-value",
"OPENSERP_BASE_URL": "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": {
"openserp": {
"type": "stdio",
"command": "npx",
"args": [
"-y",
"@openserp/mcp"
],
"env": {
"OPENSERP_API_KEY": "your-value",
"OPENSERP_BASE_URL": "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.
OPENSERP_BASE_URL 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 6, 2026
The registry name was verified against the domain openserp.org (the registry checks domain ownership)
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: OPENSERP_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 (0.1.12) reached the registry 10 days ago.
Apps that support MCP, such as Claude Desktop, Claude Code, Cursor and VS Code. You also need Node.js 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.
Live search on six engines (Google, Bing, Yandex, Baidu, DuckDuckGo, Ecosia), image search and single/batch page extraction for AI agents. Results keep the source engine and rank. Runs against a self-hosted OpenSERP server or OpenSERP Cloud.
When OPENSERP_API_KEY is not set, the server uses OSS mode at http://localhost:7000 and writes:
[openserp-mcp] No OPENSERP_API_KEY set - using OSS mode at http://localhost:7000.
[openserp-mcp] Get an API key: https://openserp.org/dashboard/keys [openserp-mcp] Docs: https://openserp.org/docs | Issues: https://github.com/openserpapi/mcp/issues
Set OPENSERP_API_KEY to use OpenSERP Cloud. API keys are available at https://openserp.org/dashboard/keys. Set OPENSERP_BASE_URL to target another compatible OpenSERP API base URL.
npm install -g @openserp/mcp
You can also run it without installing:
npx -y @openserp/mcp --stdio
| Tool | Use it when |
|---|---|
search | The engine matters (Yandex for Russian, Baidu for Chinese), or you page with start |
any_search | You want a preferred engine with fallbacks, in your order |
fast_search | Any engine will do; picks the healthiest, fastest one |
mega_search | You compare engines or want wider coverage; results keep engine and rank |
image_search | Images from one engine |
mega_image | Images merged from several engines |
extract | Reading one page as Markdown |
batch_extract | Reading several pages (up to 20) in one call; a failed URL doesn't fail the batch |
list_engines | Searches keep failing and you need a healthy engine |
get_usage | Checking the Cloud credit balance or what the last call cost |
extract and batch_extract cut long pages to fit an agent's context: 20,000 characters per page, or 40,000 shared across a batch (at least 2,000 per URL). Cut content ends with a [truncated: ...] line and is flagged (truncated / metadata.truncated). Pass maxChars to read more.
Ask your MCP client to:
batch_extract - up to 20 URLs in one round-trip, where a dead link returns an error item instead of failing the batch.region: "DE".get_usage.Cloud requests use Authorization: Bearer with OPENSERP_API_KEY. For paging, use start and keep limit: 10; pass the previous response's pagination.next_start while has_more is true. Google, Bing, and Yandex take multiples of 10; Baidu supports early pages, Ecosia any offset, and DuckDuckGo only the first page. mega_search with mode: "balanced" rejects start > 0; use search, any_search, or fast_search for later pages.
Cloud web search supports date: "20250101..20251231" on Google and Ecosia. Unsupported offsets or date filters return 400 invalid_request without charge; adjust the request before retrying.
list_engines returns Cloud capabilities plus operational status. Omit engines to use defaults. Any starts engines in your order, overlapping slow attempts; Fast prioritizes recent health and latency. Read meta.engine_used for the winner; engines_tried and engines_skipped may be absent.
Tool errors include the public HTTP status, error code, request ID, and retry delay when present. Honor retry_after for 429 and 503; 503 engine_unavailable carries a 60-second delay. The server does not retry automatically.
Local OSS mode:
{
"mcpServers": { "openserp": { "command": "npx", "args": ["-y", "@openserp/mcp"] } } }
Cloud mode:
{
"mcpServers": { "openserp": { "command": "npx", "args": ["-y", "@openserp/mcp"], "env": { "OPENSERP_API_KEY": "osk_live_..." } } } }
For stdio use, add an MCP server entry:
{
"mcpServers": { "openserp": { "command": "npx", "args": ["-y", "@openserp/mcp"], "env": { "OPENSERP_API_KEY": "osk_live_..." } } } }
For remote-style HTTP use, run:
npx -y @openserp/mcp --http --host 127.0.0.1 --port 3333
Then point a streamable HTTP MCP client to:
http://127.0.0.1:3333/mcp
Clients that still use the older SSE transport can connect to:
http://127.0.0.1:3333/sse
OPENSERP_API_KEY: Cloud API key from https://openserp.org/dashboard/keys.OPENSERP_BASE_URL: API base URL override.OPENSERP_BACKEND: Optional backend hint, oss or cloud.OPENSERP_TIMEOUT_MS: SDK request timeout in milliseconds.HOST: HTTP host, default 127.0.0.1.PORT: HTTP port, default 3333.