Context7
Feeds AI the latest docs for libraries and frameworks before it answers, so code it writes does not use outdated, removed functions.
Read-only optical catalog search plus DiffBeam server, schema, and catalog revision metadata.
Pick the AI app you use, then copy the settings.
Passed 2/4 checks · Runs on your computer
We hid some of the commands
Connect by URL: the server address did not answer when we checked
No install path has passed yet. See the maker’s instructions or pick another server in this category · Maker’s install instructions · Others in this category
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Claude cannot connect DiffBeam Gaussian Beam Optics yet
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ChatGPT cannot connect DiffBeam Gaussian Beam Optics yet
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Claude Code cannot connect DiffBeam Gaussian Beam Optics yet
No install path has passed yet. See the maker’s instructions or pick another server in this category
Cursor cannot connect DiffBeam Gaussian Beam Optics yet
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VS Code cannot connect DiffBeam Gaussian Beam Optics yet
No install path has passed yet. See the maker’s instructions or pick another server in this category
No install path has passed yet. See the maker’s instructions or pick another server in this category
Based on how this server connects and on each app’s own docs, checked Nov 10, 2026.
Connect over the internet in
GooseLM StudioMsty StudioCherry StudioVisual StudioWindsurf (Devin Desktop)ZedKiroClineContinueJetBrains AI AssistantCodex CLIGemini CLIOpenCodenodecodeWarpLibreChatOpen WebUIRaycast
The server did not answer when we last checked, so we could not read its tools.
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 14, 2026
The publisher (gaussian-beam.com) is not the repo owner (RiaRosenauer); someone else may have listed it
Code last changed 3 months ago
Uses Apache-2.0
Did not respond within 6 seconds when we checked
Did not respond within 6 seconds when we checked
Not checked yet; we read the tool list when we check the endpoint
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Compared with every active server in this category in the registry. Stars count only when the publisher owns the repo.
It passed 2 of 4 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 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 3 months ago, and the latest version (2.0.0) reached the registry 3 months 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 on the web (full MCP on Business and above; Pro read-only).
In the same category: Context7, Codebase Memory, OpenSEO
Servers in the same category from other makers, sorted by stars.
Reading a card:↓ Downloads per weeki★ 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.
Keyword research, site audits, rank tracking and AI visibility for your AI agent.
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.
DiffBeam is a deterministic Gaussian beam optics service for AI agents and engineering tools. Its anonymous MCP searches optical component catalogs and reports server/catalog revisions. A separate credentialed Direct Agent Bridge analyzes and applies revisioned edits to a user's Gaussian Beam planner workspace.
DiffBeam does not host or proxy a language model. Bring any compatible AI client.
https://catalog-api.gaussian-beam.com/mcp/2.0.0com.gaussian-beam/diffbeamMCP clients connect directly with Streamable HTTP. The public endpoint is anonymous, stateless, and read-only. It has no solver, design-link, or workspace authority.
An internet-capable AI that can send HTTPS POST requests does not need native MCP installation. The planner's Connect your AI dialog creates a workspace-specific endpoint, temporary scoped credential, and ready-to-copy prompt. The normal flow is:
get_workspaceadd_lens or set_wavelengthdry_run only for explicit preview-only workRead the Direct Agent Bridge guide. Never put a workspace credential in a URL, public page, model configuration, log, or repository.
get_diffbeam_statesearch_fiberssearch_fiber_collimatorssearch_lensesThe bridge is not part of the anonymous MCP. It uses the temporary capability from Connect your AI and groups operations into:
Writes require the current expected_revision and create a live planner revision by default. The public MCP cannot access these operations.
The JSON file in examples/ is a planner-import example for documentation and bridge workflows. It is not an argument accepted by the anonymous catalog MCP.
This public repository contains discovery metadata and integration documentation. It deliberately contains no production credentials, private workspace data, telemetry, or deployment configuration. The documents and examples are licensed under Apache-2.0.
Security issues should be reported privately as described in SECURITY.md.