Context7
by upstash
Feeds AI the latest docs for libraries and frameworks before it answers, so code it writes does not use outdated, removed functions.
Computer or cloud★ 64,224MITUpdated yesterday
Install
LokalBot
Overview
Description from the maker (original English)
Opt-in, read-only meeting and screen memory. Requires the LokalBot Mac app.
PopNx MCP’s three pillars
These three are never merged into one score: opinions, measurements and popularity are different things.
- User voiceiNo reviews yetReviews open together with accounts in a later step
- Our basic checksi1 of 1 passedChecked from public information; code not scanned yet
- UsageiNot measured yet★ –
What you can do with it
We have not written a plain-language summary for this one yet. Below are the facts we read from the registry.
- Connection: Runs on your computer
- Transport: stdio
- Category: Search & AI memory
Install
Pick the AI app you use, then copy the settings.
Before you install
- Basic checks: 1 of 1 passed
- Runs on your computer with your user’s permissions (files, network, apps).
- The registry lists no key to fill in.
Which app do you use?
Pick your app above. We remember it, so next time the button says “Install in …”.
Download the maker’s .mcpb file
The link goes to the maker’s own file; we do not host or repackage it. Open the file and Claude Desktop installs it.
Run this in your terminal
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.
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.
What it can do
Runs on your computer; the tool list appears in your AI app after you install it.
Basic checksi
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
- ✓ Pass
Maker matches the repo
The registry name was verified with the GitHub account stevyhacker, which owns the repo
- … Not checked yet
Still maintained
We have not read this repo from GitHub yet
- … Not checked yet
Has a licence
We have not read this repo from GitHub yet
- – Not applicable
Endpoint responds
This one runs on your computer; there is no internet endpoint
- – Not applicable
Sign-in with OAuth
Runs on your computer and uses local settings instead
- … Not checked yet
No hidden instructions in tool descriptions
Runs on your computer; we can only read tool lists from internet endpoints
Compared with others in Search & AI memoryi
- More stars than 0% of the other 7271 servers in this category
- Published to the registry more recently than 90% of the other 7271 servers in this category
- Basic checks equal to or better than 100% of the other 7271 servers in this category
Compared with every active server in this category in the registry. Stars count only when the publisher owns the repo.
Common questions
Is LokalBot safe?
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.
What keys or codes does it need?
The registry does not list a required key, though some servers ask you to sign in on first use.
Does it run on my computer or in the cloud?
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).
Is it still maintained?
The GitHub repo last changed –, and the latest version (0.12.1) reached the registry 4 days ago.
Which apps can use it?
Apps that support MCP, such as Claude Desktop, Claude Code, Cursor and VS Code. You also need MCPB on your computer.
What can I use instead?
In the same category: Context7, Codebase Memory, Exa
Alternatives
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
Codebase Memory
by DeusData
Codebase knowledge graph for AI agents — 162 languages, sub-ms queries, 99% fewer tokens.
Runs on your computer★ 48,148MITUpdated 21 days ago
Install
Exa
by exa-labs
Connect AI agents to Exa for web search, content fetching, and multi-step research.
Runs in the cloud★ 5,213MITUpdated last month
Install
README from the maker
Open the README
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.
LokalBot
Your personal context engine.
Notes from every call with no bot. One search for everything you saw and heard.
Autocomplete and dictation in any app. Local by default.
Your AI agents can search it too, from Claude Code, Codex, or any MCP client.
The real app on fictional data. Waits are cut and some typing is sped up.
Free and open source. No account.
Apple Silicon (M1 or later) with macOS 15+ · Windows 10/11 x64 (alpha) · Linux x86_64 (alpha) · on Mac, also brew install --cask stevyhacker/tap/lokalbot
⭐ If LokalBot is useful to you, star the repo. It's built by one developer, and stars are how other people find it.
English · 简体中文
Features · Agents & CLI · Windows & Linux · Compare · Privacy · Get started · Models · Website
Features
Remember what was agreed
Record microphone and meeting-app audio without a bot joining. Get local transcripts, recaps, decisions, and action items, with citations back to the discussion. You can also import audio and video files as meetings.
Find something you saw
One search across your meeting transcripts and, if you turn it on, what you saw on screen. Search by keyword or by meaning, then open the matching passage or screen moment instead of hunting through apps. The same window (⌃⇧ Space, or Ctrl+Shift+Space on Windows and Linux, once you turn on the shortcut in Settings → General) also runs app commands such as Record now or Start dictation from whatever app you're in.
Finish the sentence
As you type in other apps, gray text suggests how your sentence ends. Press Tab to take the next word, \` to take the rest, or keep typing.
Live suggestions in TextEdit, in real time. The ship date and condition come from the meeting with John. Fictional demo meeting.
- Knows what you're answering. It reads the message or page above the field, so a reply fits the thread.
- Remembers your meetings, if you let it. Turn on meeting and work memory, and it can bring in what was decided, like the ship date above.
- Writes in your language. On Mac, the same small model keeps up in German, French, Italian, Spanish, and more.
- Stays on your computer. A small model runs inside the app: Gemma 4 E2B on Mac, LFM2.5 1.2B on Windows and Linux. What you type and the context it reads never leave your computer.
Turn it on in Settings → Autocomplete, where you can try it on a sample conversation first and later see how much it wrote for you.
Pick up where you left off
What do I still need to do?
Today shows the day's summary and every open action, each linked to the meeting it came from. Each morning the overnight review adds a look back at yesterday. Where did the day go?
Retrace your day session by session. Tracking starts with app and window activity; screen text and screenshots are opt-in. If you use Claude Code or Codex, it can name the work by project and show related pull requests and commits.
What's open with Maya?
See what's waiting on you and what you decided together. Name a speaker once, and LokalBot recognizes their voice in later meetings. Where did I save that?
Search the folders you choose by what's in them: documents, PDF pages, pictures, and moments in recordings and video.
Where does this project stand?
Track a project, and LokalBot gathers the meetings, actions, and decisions that name it. Open it for a short note on where it stands, with links back to the meetings behind it. Not sure what to track? It suggests names that keep coming up in your meetings.
Ask, then check the source
Ask your own work a question. Answers cite their sources, and say so when one can't be verified. Follow a citation back to the transcript or audio. Generated notes are a starting point, not a substitute for the discussion.
Talk instead of typing
Turn on Dictation in Settings → Dictation, then hold ⌥ Space (Alt+Space on Windows and Linux, or a shortcut you choose there), speak, and release to insert text at your cursor in any app. Transcription runs on your computer, and your recent dictations are kept so you can copy one again. In Compose mode, say what you need and LokalBot writes it at your cursor, from your meetings if you let it. On Wayland, bind lokalbot dictate to a shortcut in your desktop's settings.
Rewrite what you selected
Turn on selection actions in Settings → General, select text in any app, and press ⌃⇧ W. Fix the grammar, make it shorter, translate it, summarize it, or type your own instruction, then replace the selection or copy the result. Draft a reply with my memory also searches your meetings, so the reply can use what was actually agreed, and lists the meetings it used. It runs on your Think model, which stays on your computer unless you chose and approved a server. On Windows and Linux the shortcut is Ctrl+Alt+Space, because ⌃⇧ W closes tabs and windows there; on Wayland, bind lokalbot selection-actions to a shortcut in your desktop's settings.
It remembers how you work
Personal Context is an encrypted list of your facts, preferences, goals, and principles. Tell Ask "Remember I want the agenda the day before," add items in Settings, or let the overnight review pick up facts and preferences from your own words in meetings. Ask uses what it holds, so answers fit your work.
- Only your own words. It learns
Only the beginning is shown; read the rest in the repo