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Feeds AI the latest docs for libraries and frameworks before it answers, so code it writes does not use outdated, removed functions.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)
Fit reports and search over Corey James's work: GPU inference, agent governance, enterprise AI.
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://coreyjames.ai/mcpRun this in your terminal
claude mcp add --transport http portfolio https://coreyjames.ai/mcpPaste into .cursor/mcp.json in your project, or ~/.cursor/mcp.json
{
"mcpServers": {
"portfolio": {
"url": "https://coreyjames.ai/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": {
"portfolio": {
"type": "http",
"url": "https://coreyjames.ai/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://coreyjames.ai/mcpMenu names can differ slightly by plan and over time.
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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 7, 2026. The maker wrote them, not us; we show them as plain text.
match_roleGiven a job description or a list of requirements, return an evidence-backed fit report: for each requirement, the pages and figures on coreyjames.ai that demonstrate it, plus the gaps. Cites, never asserts.
search_portfolioSearch the systems, engineering stories, capabilities, ideas, technologies and patent applications. Returns ranked pages with their measured results and links.
get_pageThe record for one page by URL: title, result, systems, technologies, stats, lede, quote, evidence.
searchSearch the portfolio (connector-compatible): returns results with id, title and url. Use fetch with an id for the full document.
fetchFetch one portfolio document by id (the page path from search): id, title, text (the page as Markdown), url, metadata.
list_systemsThe ten systems with one-line results.
list_capabilitiesThe capabilities the work demonstrates.
list_ideasThe recurring engineering principles.
list_technologiesTechnologies, optionally by kind (language, discipline, platform, framework, protocol, runtime, datastore, hardware, model).
list_patent_applicationsThe provisional patent applications (patent pending), with application numbers.
whoWho this is: name, the name used on patent filings, role, links and how to make contact.
scaleThe size of the body of work: source lines, commits, languages, systems, stories, ideas, tools, patent applications.
contactSend a message to Corey James through the site's contact form, on behalf of the user. Requires the user's own name and email.
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 lists no source repo, so we cannot match the publisher (coreyjames.ai) to the code
We have not read this repo from GitHub yet
We have not read this repo from GitHub yet
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Read 13 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 2 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.
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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 (1.0.0) reached the registry 10 days 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: Context7, Codebase Memory, Exa
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Reading a card:★ GitHub starsiThree pillars: reviews · checks · usageiUpdated = latest version published to the registryi
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No README found in the repo