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Feeds AI the latest docs for libraries and frameworks before it answers, so code it writes does not use outdated, removed functions.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 3 days ago
Install
FairMind Project Context
Overview
Description from the maker (original English)
Project memory for coding agents: requirements, decisions, code graph and delivery telemetry.
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 in the cloud
- Transport: Streamable HTTP
- Category: Search & AI memory
- You need to fill in: Authorization
Install
Pick the AI app you use, then copy the settings.
Before you install
- Basic checks: 1 of 1 passed
- Runs on the maker’s server: what you ask it goes through their server.
- You fill in yourself:
Authorization
Values marked secret are keys to your account. Never share them or paste them into a chat.
You need
- Runs in the cloudNothing to install; it connects over the internet
Which app do you use?
Pick your app above. We remember it, so next time the button says “Install in …”.
This address needs a key in a request header, which the add-connector menu cannot set. Use Claude Code, Cursor or VS Code instead.
Run this in your terminal
claude mcp add --transport http project-context https://project-context.fairmind.ai/mcp/mcp --header 'Authorization: your-value'Fill in the empty values before running it.
Or copy the settings yourself
Paste into .cursor/mcp.json in your project, or ~/.cursor/mcp.json
{
"mcpServers": {
"project-context": {
"url": "https://project-context.fairmind.ai/mcp/mcp",
"headers": {
"Authorization": "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.
Or copy the settings yourself
Paste into .vscode/mcp.json in your project
{
"servers": {
"project-context": {
"type": "http",
"url": "https://project-context.fairmind.ai/mcp/mcp",
"headers": {
"Authorization": "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 address needs a key in a request header, which the add-connector menu cannot set. Use Claude Code, Cursor or VS Code instead.
Your choice stays on this device in a cookie; no account needed.
Values you fill in
Authorizationsecret required HTTP headerBearer , issued per tenant from your FairMind account.
These settings are generated from the maker’s registry entry. If the README says otherwise, follow the README.
What it can do
We have not read this server’s tool list yet; we check endpoints in rotation.
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 6, 2026
- ✓ Pass
Maker matches the repo
The registry name was verified against the domain fairmind.ai (the registry checks domain ownership)
- … 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 checked yet
Endpoint responds
Not checked yet; we check endpoints in rotation
- … Not checked yet
Sign-in with OAuth
Not checked yet; we check endpoints in rotation
- … Not checked yet
No hidden instructions in tool descriptions
Not checked yet; we read the tool list when we check the endpoint
Compared with others in Search & AI memoryi
- More stars than 0% of the other 7233 servers in this category
- Published to the registry more recently than 43% of the other 7233 servers in this category
- Basic checks equal to or better than 100% of the other 7233 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 FairMind Project Context 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?
You need to fill in: Authorization
Does it run on my computer or in the cloud?
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.
Is it still maintained?
The GitHub repo last changed –, and the latest version (1.0.1) reached the registry 2 months ago.
Which apps can use it?
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.
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 20 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 44 days ago
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.
FairMind Project Context MCP server
Project memory for coding agents: requirements, decisions, code graph and delivery telemetry.
FairMind Project Context is the hosted MCP server of the FairMind platform. It gives a coding agent the context of the project it is working on: the needs, user stories, tasks and tests planned in FairMind Studio, the decisions the team has recorded, and search over the code and documents ingested into FairMind. The agent can also record what it did, so the next session starts from there.
This repository holds the server's registry manifest and its connection instructions. The service is hosted and operated by FairMind; its source code is not published here.
Endpoint
| Registry name | ai.fairmind/project-context |
| Transport | Streamable HTTP |
| URL | https://project-context.fairmind.ai/mcp/mcp |
| Authentication | Authorization: Bearer |
Getting a token
The server requires a FairMind account. Tokens are issued per organization by FairMind: contact us through fairmind.ai to get one.
Treat the token as a password. It gives access to your organization's project data, so keep it out of files you commit.
Connecting
VS Code (GitHub Copilot)
Add this to .vscode/mcp.json. VS Code asks for the token the first time the server starts and stores it securely.
{"inputs": [ { "type": "promptString", "id": "fairmind-token", "description": "FairMind token", "password": true } ], "servers": { "fairmind": { "type": "http", "url": "https://project-context.fairmind.ai/mcp/mcp", "headers": { "Authorization": "Bearer ${input:fairmind-token}" } } } }
Claude Code
claude mcp add --transport http Fairmind https://project-context.fairmind.ai/mcp/mcp \--header "Authorization: Bearer "
Other clients
Any MCP client that supports Streamable HTTP and custom request headers can connect: use the URL above and send the token in the Authorization header.
Tools
The tools are grouped by prefix:
| Group | What it covers |
|---|---|
Studio_* | Needs, user stories, tasks, test cases and requirements planned in FairMind Studio; creating them and recording implementation progress |
Brain_* | The decisions, requirements and issues your team has recorded: search, read, record new ones and follow how they changed over time |
Code_* | Search, read and navigate the repositories ingested into FairMind, and assess a repository's readiness for AI-assisted development |
General_* | Projects, work sessions, attachments and retrieval over project documents |
Insights_* | Recording and reading agent activity, audits and decisions |
Support
Contact FairMind through fairmind.ai.
License
The contents of this repository, the manifest and this documentation, are released under the MIT License. The FairMind service itself is proprietary and provided under your agreement with FairMind.