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Feeds AI the latest docs for libraries and frameworks before it answers, so code it writes does not use outdated, removed functions.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)
Local-first AI context and memory server for cross-tool coding continuity.
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
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Open Claude Desktop → Settings → Developer → Edit Config, and paste this into claude_desktop_config.json
{
"mcpServers": {
"mindswap": {
"command": "npx",
"args": [
"-y",
"mindswap",
"mcp"
]
}
}
}Run this in your terminal
claude mcp add mindswap -- npx -y mindswap mcpPaste into .cursor/mcp.json in your project, or ~/.cursor/mcp.json
{
"mcpServers": {
"mindswap": {
"command": "npx",
"args": [
"-y",
"mindswap",
"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": {
"mindswap": {
"type": "stdio",
"command": "npx",
"args": [
"-y",
"mindswap",
"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.
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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 7, 2026
The registry name was verified with the GitHub account ShipOrBleed, 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 (3.3.0) reached the registry 6 months 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.
Keep project context and personal AI memory local so tools can continue work without re-explaining the same context.
AI sessions reset too often. mindswap saves the current task, decisions, blockers, and handoff context so the next tool can pick up cleanly.
npm install mindswap --save-dev
npx mindswap init
npx mindswap npx mindswap doctor npx mindswap resume npx mindswap ask "Why did we choose JWT?"
init to set up a repo and import existing AI contextsave to capture the current task, git state, and decisionsdoctor to check setup health and stale contextresume to start with a clean briefingask to search project memory with citationsmemory to manage blockers, assumptions, questions, and resolutions--global memory and ask scope for personal cross-tool memory under ~/.mindswap/reindex to rebuild the local SQLite search index from your file-based memorysync to share continuity state across machinesmcp and mcp-http to expose the same context to AI clientsMindSwap now supports two local memory scopes:
/.mindswap/~/.mindswap/Use global memory when a preference or learning should follow you across projects and tools.
npx mindswap log "Prefer concise explanations" --type assumption --global
npx mindswap memory list --scope all npx mindswap ask "What explanation style should we use?" --scope all npx mindswap reindex --scope all
mindswap generates context for tools like Claude Code, Cursor, Copilot, Codex, Windsurf, Cline, Roo, Aider, Amp, Gemini CLI, and AGENTS.md-based workflows.
npx mindswap mcp-install
npx mindswap mcp-http
The main repo data lives in .mindswap/:
.mindswap/
├── HANDOFF.md ├── state.json ├── decisions.log ├── memory.json ├── config.json ├── branches/ └── history/
If mindswap helps your workflow, star the repo and keep improving the handoff loop.