Ruflo
Agent teams, swarms, memory and hooks for Claude Code and Codex, served over MCP.
Description from the maker (original English)
Get authoritative answers about Redpanda documentation and search API references.
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.
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Works in Claude on the web, desktop and mobile:
https://docs.redpanda.com/mcpRun this in your terminal
claude mcp add --transport http docs https://docs.redpanda.com/mcpPaste into .cursor/mcp.json in your project, or ~/.cursor/mcp.json
{
"mcpServers": {
"docs": {
"url": "https://docs.redpanda.com/mcp"
}
}
}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": {
"docs": {
"type": "http",
"url": "https://docs.redpanda.com/mcp"
}
}
}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.
ChatGPT connects only to servers on the internet:
https://docs.redpanda.com/mcpMenu names can differ slightly by plan and over time.
Your choice stays on this device in a cookie; no account needed.
These settings are generated from the maker’s registry entry. If the README says otherwise, follow the README.
Tool names and descriptions exactly as the server reported them on Nov 9, 2026. The maker wrote them, not us; we show them as plain text.
ask_redpanda_questionSearch the official Redpanda documentation and return the most relevant sections from it for a user query. Each returned section includes the url and its actual content in markdown. Use this tool for all queries that require Redpanda knowledge. Results are ordered by relevance, w
list_api_reference_pagesList pages in Redpanda API reference documentation. Returns endpoints, schemas, and topic pages with URL, title, type, and description. SCOPING (important for accurate results): - api="all" or omit: Lists all available APIs - api="admin": Cluster management operations (brokers, p
search_api_referenceSearch Redpanda API reference documentation by keyword. Returns up to 20 matching endpoints, schemas, or topics with URL, title, and text excerpts. SCOPING (important for accurate results): - api="all" or omit: Search across ALL APIs at once - useful when unsure which API contain
get_api_reference_contentRetrieve full content of API reference pages by URL. Returns complete endpoint details including parameters, request/response schemas, and examples. Use this after finding pages via list_api_reference_pages or search_api_reference. Pass the URLs from those results directly. Retur
give_feedbackReport a concrete problem to the Redpanda docs team: documentation that is missing, unclear, outdated, or wrong, a docs tool that returned something wrong or unhelpful, or a Redpanda product issue you ran into. Call it when you notice the problem, with enough detail to fix it, in
get_config_propertyLook up one Redpanda configuration property (cluster, broker, or topic) by exact name and return its documented type, default, description, restart and enterprise flags, Redpanda Cloud availability, related properties, and docs URL. Deterministic: it reads the generated property
list_config_propertiesSearch Redpanda configuration properties by a keyword in their name or description, and filter by scope (cluster, broker, topic), platform, or enterprise flag. Returns compact rows: name, scope, type, default, one-line summary, Cloud support, docs URL. Name matches rank above des
get_connect_componentLook up one Redpanda Connect component (input, output, processor, cache, buffer, rate_limit, metric, tracer, scanner) by type and name. Returns its status, summary, description, categories, Redpanda Cloud support, docs URL, and every configuration field as a row (path, type, defa
list_connect_componentsList or search Redpanda Connect components by type, keyword (matched against name, categories, and summary), status, or Redpanda Cloud support. Returns compact rows with docs URLs. Name matches rank above category and summary matches. Use it to discover what exists (for example e
get_rpk_commandLook up one rpk CLI command by its full name (for example 'rpk topic create') and return its usage, help text, flags with types and defaults, aliases, subcommands, platform and Redpanda Cloud scoping, the plugin and release it ships with, and the docs page URL. Deterministic: it
list_rpk_commandsList or search rpk CLI commands for a docs version. Filter by a keyword matched against command names and help text, by parent command (for example parent='rpk topic' lists its direct subcommands), or by plugin (connect, ai, k8s, check). Returns compact rows: name, usage, one-lin
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 10, 2026
The registry name was verified against the domain redpanda.com (the registry checks domain ownership)
We have not read this repo from GitHub yet
We have not read this repo from GitHub yet
Responded in 237 ms (HTTP 200)
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Read 11 tool descriptions and found no hidden instructions to the AI
Compared with every active server in this category in the registry. Stars count only when the publisher owns the repo.
It passed 3 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.
The registry does not list a required key, though some servers ask you to sign in on first use.
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 (2026.907.213) reached the registry 2 months 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: Ruflo, Context7, Metabase
Servers in the same category from other makers, sorted by stars.
Reading a card:↓ Downloads per weeki★ GitHub starsiThree pillars: reviews · checks · usageiUpdated = latest version published to the registryi
Agent teams, swarms, memory and hooks for Claude Code and Codex, served over MCP.
Feeds AI the latest docs for libraries and frameworks before it answers, so code it writes does not use outdated, removed functions.
Lets AI clients search, explore, query, and visualize data in a Metabase instance.
No README found in the repo