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Feeds AI the latest docs for libraries and frameworks before it answers, so code it writes does not use outdated, removed functions.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)
Find a retrieval MCP server that works today: a daily-checked list of servers that search knowledge.
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.
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": {
"ragmap": {
"command": "npx",
"args": [
"-y",
"@khalidsaidi/ragmap-mcp"
]
}
}
}Run this in your terminal
claude mcp add ragmap -- npx -y @khalidsaidi/ragmap-mcpPaste into .cursor/mcp.json in your project, or ~/.cursor/mcp.json
{
"mcpServers": {
"ragmap": {
"command": "npx",
"args": [
"-y",
"@khalidsaidi/ragmap-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": {
"ragmap": {
"type": "stdio",
"command": "npx",
"args": [
"-y",
"@khalidsaidi/ragmap-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.
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.
These 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 with the GitHub account khalidsaidi, 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.
The registry does not list a required key, though some servers ask you to sign in on first use.
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 (2.0.0) reached the registry 4 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.
Find a retrieval MCP server that works today.
RAGMap is a list of remote MCP servers that search a body of knowledge: the web, documentation, papers, laws, a domain. Every day it takes the official MCP Registry, connects to each candidate server with no API key, lists its tools, and keeps only the ones that answer and really do retrieval.
Use it as an MCP server so your agent can ask "who knows about X?", or just read the list below.
npx -y @khalidsaidi/ragmap-mcp@latest
Claude Code:
claude mcp add ragmap -- npx -y @khalidsaidi/ragmap-mcp@latest
Any MCP client:
{
"mcpServers": { "ragmap": { "command": "npx", "args": ["-y", "@khalidsaidi/ragmap-mcp@latest"] } } }
Tools:
ragmap_find: servers that know about what you need, e.g. { "need": "EU cosmetics regulation" }.ragmap_get: one server by registry name.ragmap_install: copy-paste config to connect a server.The package reads the latest list from this repo and falls back to the copy it ships with when offline.
initialize and tools/list from the daily check.A server that fails a check stays listed for 3 days, then drops off until it works again.
Not covered: local (stdio) servers and servers that need a key or sign-in, because they can't be checked automatically.
2291 servers, checked 2026-11-05.
| Server | Knows about | URL |
|---|---|---|
ac.tandem/docs-mcp | Tandem docs, install guides, SDKs and workflows | https://tandem.ac/mcp |
ae.beachclubs/mcp | UAE beach clubs, day pass prices, amenities, hours and events | https://www.beachclubs.ae/mcp |
ae.plantguide/dubai-gardening | What to plant in Dubai, plant care in heat, climate | https://plantguide.ae/mcp |
agency.goji/goji | SEO, AEO, web and branding terms, guides and FAQs | https://mcp.goji.agency/mcp |
ai.1court.state/court-directory | US county courts: clerks, addresses, e-filing, fees, deadlines | https://state.1court.ai/api/mcp |
ai.agenticterminal/directory | Verified merchants accepting agentic payments on Lightning and other rails | https://mcp.agenticterminal.ai/mcp |
ai.agentlookups/groundrules | Verbatim text of US federal and state law | https://law.agentlookups.ai/mcp |
ai.agentlookups/spoon-scout | Contaminant lab results, recalls and additive rules for US packaged foods | https://food.agentlookups.ai/mcp |
ai.ai-portal/ai-portal | AI model releases, AI regulations, glossary and GenAI news | https://www.ai-portal.ai/mcp |
ai.airshelf/catalog | Cross-vendor B2B product catalog with datasheet specs | https://mcp.airshelf.ai/mcp |
ai.autoblogging/autoblogging | Autoblogging.ai pricing, plans, features and site pages | https://autoblogging.ai/mcp |
ai.beexcellent/reference | How Excellent restaurant events software works | https://beexcellent.ai/api/mcp/public |
ai.bezal/local-commerce | US local service businesses, reviews, services and hours | https://app.bezal.ai/api/mcp |
ai.bidclub/bidclub | Investor podcast transcripts, summaries and digests in English and Chinese | https://bidclub.ai/api/mcp |
ai.bithuman/docs | bitHuman avatar SDK and REST API documentation | https://docs.bithuman.ai/docs-mcp |
ai.brownmatter/brainz | Shared product knowledge concepts and their relations for agent fleets | https://brainz.brownmatter.ai/mcp |
ai.byteask/embedded-docs | Embedded firmware datasheets, MISRA, CMSIS and RTOS reference documentation with page citations | https://mcp.byteask.ai/mcp |
ai.catalystproject/evidence-graph | Evidence on what supplements and compounds do in the body | https://catalystproject.ai/mcp |
ai.cerebrium/docs | Cerebrium deployment, hardware and endpoint documentation | https://cerebrium.ai/docs/mcp |
ai.com.nlp/open-model-catalog | Open-weight AI model releases, licenses and architectures | https://nlp.com.ai/mcp |
ai.companyproof/companyproof | Legal company registry profiles and verified company facts | https://companyproof.ai/v2/mcp |
ai.context-link/context-link | Content from the user's connected sites, Drive, Notion, email and files | https://www.context-link.ai/mcp |
ai.coreyjames/portfolio | Corey James's projects, systems and engineering work in GPU inference and AI | https://coreyjames.ai/mcp |
ai.dablock/visibility-index | How often AI answer engines mention 24 crypto and Web3 brands | https://dablock.ai/mcp |
ai.dabyte/visibility-index | How often AI answer engines mention 20 SaaS brands | https://dabyte.ai/mcp |
ai.darkfunnels/docs | DarkFunnels documentation on WhatsApp AI sales agents | https://docs.darkfunnels.ai/mcp |
ai.deepdna/knowledge | Pharmacogenomics: drug-gene interactions, gene variants by rsID, medication screening | https://deepdna.ai/mcp |
ai.drillr/drillr | SEC filings, financial statements, ownership and news for equities | https://gateway.drillr.ai/mcp/data |
ai.ecocheck/ecocheck | Vietnam GHG regulations, EU CBAM rules and ESG guidance | https://ecocheck.ai/mcp |
ai.edgechat/edgepedia | Encyclopedia articles with citations on people, places, things and events | https://www.edgechat.ai/mcp |
ai.emberverse/emberverse | A knowledge graph of pieces and structural principles for reasoning | https://emberverse.ai/mcp |
ai.entityindex/entityindex | Verified hotels in Andorra by area, amenities, with official links | https://entityindex.ai/mcp |
ai.enzos/enzos | US homes for sale, price verdicts, below-market deals and metro market snapshots | https://enzos.ai/mcp |
ai.everymcp/every-mcp | Public MCP servers from the official registry with install configs | https://everymcp.ai/mcp |
ai.evoost/site | Verified facts about eVoost AI products, FAQ and contact | https://evoost.ai/mcp |
ai.exa/exa | Web search and page content | https://mcp.exa.ai/mcp |
ai.example4/xmp4 | Source code, callers and tests of open-source libraries | https://mcp.example4.ai/mcp |
ai.financegenius/financegenius | Indian credit cards, loans, deposits, insurance and mutual funds, with calculators | https://mcp.financegenius.ai/mcp/ |
ai.framethrower/framethrower | Film stills and commercials by lighting, lens, shot size and mood | https://framethrower.ai/api/mcp |
ai.fukushi/dictionary | Japan disability welfare service fees, add-ons and staffing rules | https://fukushi.ai/api/mcp |
ai.hostingbrain/intelligence | European hosting and domain market shares, pricing, concentration and technology adoption | https://mcp.hostingbrain.ai/mcp |
ai.hotapi/docs | HotAPI integration guides, model docs and OpenAPI operations | https://hotapi.ai/mcp |
ai.huntboard/huntboard | Recent job postings from company career pages and ATS boards | https://huntboard.ai/mcp |
ai.husverket/husverket | Swedish prefab houses, attefallshus, prices and building permit questions | https://mcp.husverket.ai/mcp |
ai.ironscout/ironscout | Ammunition prices by caliber and retailer offers | https://mcp.ironscout.ai/mcp |
ai.jasonlovell/site | Jason Lovell's AI research studies, builds and releases | https://jasonlovell.ai/mcp |
ai.jopp/jobs | Open jobs in Switzerland and Liechtenstein | https://jopp.ai/mcp |
ai.justautomate/website | JustAutomate agency services, pages, workshop pricing and contact | https://justautomate.ai/mcp |
ai.karmafor/karma-library | Essay on AI cooperation, moral uncertainty and power | https://karmafor.ai/api/mcp?source=mcp-registry |
ai.keenable/web-search | Live web search and page content | https://api.keenable.ai/mcp?keenable_title=mcp-registry |
ai.law.mcp/lawyer-search | Verified US lawyer profiles by practice area, state and city | https://mcp.law.ai |
ai.linof/docs | Linof documentation and current pricing for family photo films | https://linof.ai/api/apps/6a562086cd3bd1e44e0d4c3d/functions/docsMcp |
ai.llmhosting/pricing | LLM API prices by provider and GPU rental prices with history | https://llmhosting.ai/mcp |
ai.localmark/agent-directory | Public A2A agents, their skills and endpoint checks | https://localmark.ai/mcp |
ai.lovora/lovora | Lovora AI companions, prices, content rules and docs | https://lovora.ai/mcp |
ai.machinerelations/mri | Which source domains AI answer engines cite, by buyer category | https://machinerelations.ai/mcp |
ai.manpage/mcp | Linux manual pages by distribution and version | https://manpage.ai/mcp |
ai.masnavi/masnavi | Rumi's complete Masnavi verses with search and citation | https://masnavi.ai/mcp |
ai.mcpjunction/directory | Directory of MCP servers by keyword, category and topic | https://mcpjunction.ai/mcp |
ai.memestack/mcp | Memes, charts and infographics searchable by meaning or text | https://mcp.memestack.ai/mcp |
| `ai.smilestory/
Only the beginning is shown; read the rest in the repo