Xem Studio MCP
A community-run MCP server providing AI agents with access to a searchable library of real-world 3D geometry, including exact dimensions, mating interfaces, and free STEP/STL CAD files for hardware, devices, and scanned objects.
Endpoint and access
No sign-in to connect and list tools. Individual tools may still need a vendor account, credentials, or permissions; check the documented prerequisites.
https://xemstudio.com/mcpWhat you can do with it
- Retrieve exact dimensions and bolt patterns for real-world objects
- Find mating features and fit classes for part assembly
- Access free STEP/STL CAD files for standard hardware
- Request new geometry entries for missing objects
Source and maintenance
Protocol and capabilities
- Server
- xemstudio 1.11.0
- MCP protocol
- 2025-06-18
- Tools
- 9 advertised
- Resources
- Not advertised
- Resource templates
- Not advertised
- Prompts
- Not advertised
{
"tools": {
"listChanged": false
}
}Server-provided instructions
Untrusted server output shown for inspection. It is not Koskamo guidance and is excluded from knowledge search.
Tools
9 advertised
get_part_dimensions_bolt_pattern_cad — Part dimensions, bolt patterns, hole sizes and CAD for a real object
START HERE for one named object: returns its dimensions, mounting/bolt pattern, hole and thread sizes, ports, mating features with fit classes, and free STEP/STL links in a single call, plus up to five alternative matches. Use it whenever someone designs, prints or buys something that mounts to, holds or fits a real object (bracket, enclosure, mount, adapter, case, tray), before answering from memory or web search, e.g. 'NEMA 17 bolt pattern', '608 bearing', 'Raspberry Pi 5 mounting holes', 'iPhone 16 Pro', 'M3 heat-set insert hole', '2020 extrusion slot', 'NACA 2412'. Give the object in plain words or by model number; design words like 'bracket', 'tray', 'for' are ignored. Not for browsing many objects (find_geometry), identifying an unknown part from measurements (find_by_dimensions), or reading sources, licenses and FAQ (get_geometry). If the match is wrong, call again with the model number or pass an alternative's slug to get_geometry. Sizes are exact nominal mm, true size, no printing tolerance. Read-only, no auth, no charge.
{
"type": "object",
"required": [
"query"
],
"properties": {
"query": {
"type": "string",
"description": "The object, in plain words or by model/part number."
},
"category": {
"type": "string",
"description": "Optional exact category from list_categories."
}
}
}{
"type": "object",
"required": [
"query"
],
"properties": {
"note": {
"type": "string",
"description": "How to read the result or what to try next."
},
"match": {
"type": "object",
"description": "Best match: slug, name, url, overall_mm, sheet (table, notes, basis), mating, files (free STEP/STL links), sources.",
"additionalProperties": true
},
"query": {
"type": "string",
"description": "The query as searched (design words removed)."
},
"alternatives": {
"type": "array",
"items": {
"type": "object",
"required": [
"slug",
"name"
],
"properties": {
"url": {
"type": "string",
"description": "The object's page on xemstudio.com."
},
"kind": {
"type": "string",
"description": "modern | vintage | standard | hardware."
},
"name": {
"type": "string",
"description": "Display name."
},
"slug": {
"type": "string",
"description": "Object slug: pass it to get_geometry, get_fits, get_free_files or get_file_content."
},
"group": {
"type": "string",
"description": "Group within the category, e.g. 'Fasteners'."
},
"category": {
"type": "string",
"description": "Category, e.g. 'Hardware'."
},
"free_files": {
"type": "integer",
"description": "How many free STEP/STL files the object has (0 = dimension sheet only)."
},
"overall_mm": {
"type": "object",
"description": "Overall size in mm: length, width, height (diameter for round parts); null where unpublished.",
"additionalProperties": true
}
},
"additionalProperties": true
},
"description": "Other likely objects, best first."
}
},
"additionalProperties": true
}{
"readOnlyHint": true,
"openWorldHint": false,
"idempotentHint": true,
"destructiveHint": false
}find_geometry — Browse and filter the catalog (lists of matching objects)
BROWSE: list many matching objects, filtered by keyword, category, group, kind or release year, with paging. Use it when the user wants options or a list ('which M3 screws are there', 'all NEMA motors', '2023 phones', 'free files in Fasteners'), or to find a slug when the name is vague. Not for one object's numbers: for a named object call get_part_dimensions_bolt_pattern_cad instead (one call returns its full sheet, fits and files). Returns summaries (overall size, file count, URL), with key dimensions inline for the top three. Matching: every query word must appear in the object's name, aliases, tags, category or group, case-insensitive ('80-40', '80 x 40' and '8040' alike); filters combine with AND. An empty result is not an error: retry with fewer words, or file request_object. Read-only against the published catalog snapshot; no auth, no charge.
{
"type": "object",
"properties": {
"kind": {
"enum": [
"modern",
"vintage",
"standard",
"hardware"
],
"type": "string",
"description": "modern/vintage: a product; standard: a part defined by a published standard; hardware: a generated part with free files."
},
"year": {
"type": "string",
"description": "Release year for products: '2023', '2020s' or '2010-2019'. Objects with no year are excluded when set."
},
"group": {
"type": "string",
"description": "Exact group name within the category, from list_categories."
},
"limit": {
"type": "integer",
"maximum": 100,
"minimum": 1,
"description": "Page size; default 20."
},
"query": {
"type": "string",
"description": "Keywords; omit to list by filters alone."
},
"offset": {
"type": "integer",
"minimum": 0,
"description": "Start index; pass next_offset from the previous page."
},
"category": {
"type": "string",
"description": "Exact category name from list_categories."
},
"les_only": {
"type": "boolean",
"description": "Only parts used in Long Earth Society builds."
},
"free_only": {
"type": "boolean",
"description": "Only objects with free files."
}
}
}{
"type": "object",
"required": [
"total",
"objects"
],
"properties": {
"next": {
"type": "string",
"description": "What to call next: get_geometry for a full sheet, or a hint when nothing matched."
},
"count": {
"type": "integer",
"description": "Summaries in this page."
},
"total": {
"type": "integer",
"description": "Objects matching, across all pages."
},
"offset": {
"type": "integer",
"description": "Index of the first summary in this page."
},
"objects": {
"type": "array",
"items": {
"type": "object",
"required": [
"slug",
"name"
],
"properties": {
"url": {
"type": "string",
"description": "The object's page on xemstudio.com."
},
"kind": {
"type": "string",
"description": "modern | vintage | standard | hardware."
},
"name": {
"type": "string",
"description": "Display name."
},
"slug": {
"type": "string",
"description": "Object slug: pass it to get_geometry, get_fits, get_free_files or get_file_content."
},
"group": {
"type": "string",
"description": "Group within the category, e.g. 'Fasteners'."
},
"category": {
"type": "string",
"description": "Category, e.g. 'Hardware'."
},
"free_files": {
"type": "integer",
"description": "How many free STEP/STL files the object has (0 = dimension sheet only)."
},
"overall_mm": {
"type": "object",
"description": "Overall size in mm: length, width, height (diameter for round parts); null where unpublished.",
"additionalProperties": true
}
},
"additionalProperties": true
},
"description": "Summaries, best match first."
},
"next_offset": {
"type": [
"integer",
"null"
],
"description": "Offset to pass for the next page, or null on the last page."
}
},
"additionalProperties": true
}{
"readOnlyHint": true,
"openWorldHint": false,
"idempotentHint": true,
"destructiveHint": false
}find_by_dimensions — Identify an object from measured sizes
Identify what an object is from one to four sizes you measured (an outline, a bore, a pin, a flange) when you do not know its name; use find_geometry when you do. Each size is compared, within tolerance_mm, against every object's overall size in any order and against its exact feature sizes (bores, slots, pins, size-table rows). Results are ranked with all overall sizes matching first, then by the number of matching features, and each says which of your numbers matched where. No match is not an error: widen tolerance_mm (0.2 suits caliper readings of machined parts, 1 suits rough measurements) or file request_object. Read-only, no auth, no charge; same catalog snapshot as find_geometry.
{
"type": "object",
"required": [
"sizes_mm"
],
"properties": {
"category": {
"type": "string",
"description": "Exact category from list_categories, to narrow the search."
},
"sizes_mm": {
"type": "array",
"items": {
"type": "number"
},
"maxItems": 4,
"minItems": 1,
"description": "One to four measured sizes in mm, e.g. [40, 80] for a profile or [10.5] for a bore."
},
"tolerance_mm": {
"type": "number",
"maximum": 5,
"minimum": 0,
"description": "Allowed difference per size; default 0.5."
}
}
}{
"type": "object",
"required": [
"total",
"results"
],
"properties": {
"next": {
"type": "string",
"description": "What to call next."
},
"total": {
"type": "integer",
"description": "Objects with at least one match."
},
"results": {
"type": "array",
"items": {
"type": "object",
"required": [
"slug",
"name"
],
"properties": {
"url": {
"type": "string",
"description": "Object page."
},
"name": {
"type": "string",
"description": "Display name."
},
"slug": {
"type": "string",
"description": "Object slug for the other tools."
},
"free_files": {
"type": "integer",
"description": "Free STEP/STL files on the object."
},
"overall_mm": {
"type": "object",
"description": "The object's overall size in mm.",
"additionalProperties": true
},
"matching_features": {
"type": "array",
"items": {
"type": "object",
"description": "A mating feature that matched: feature, exact size, what it mates with, fit class, and which of your sizes matched.",
"additionalProperties": true
},
"description": "Feature matches, up to five."
},
"all_overall_sizes_match": {
"type": "boolean",
"description": "True when every size you gave matched an overall dimension."
},
"size_table_rows_matched": {
"type": "integer",
"description": "Rows of the object's size table containing a matching number."
}
},
"additionalProperties": true
},
"description": "Best matches first, at most 25."
},
"sizes_mm": {
"type": "array",
"items": {
"type": "number"
},
"description": "The sizes searched, as parsed."
},
"tolerance_mm": {
"type": "number",
"description": "Tolerance applied per size."
}
},
"additionalProperties": true
}{
"readOnlyHint": true,
"openWorldHint": false,
"idempotentHint": true,
"destructiveHint": false
}get_geometry — Full record for one known slug: sources, licenses, related, FAQ
FULL RECORD for one object you already have the slug or exact name of (from a search or an alternative): its full sheet and mating features plus the basis of the numbers, every public CAD source with its license, related objects to traverse, FAQ, and paid-pack offers. Use it to cite or verify, check a license, or walk to related parts. Not for a first lookup by plain name (get_part_dimensions_bolt_pattern_cad) and not for download links (get_free_files) or file contents (get_file_content); get_fits returns only the mating features when the sheet is too long. Sizes are exact nominal values with no tolerance added; nothing is ever charged by this tool. An unknown slug is an error with a hint to search first. Read-only, no auth. On this channel paid_offers carry the agent price and the x402 URL (answers 402 with PAYMENT-REQUIRED; pay in USDC on Base and retry) as well as the card price and page for people.
{
"type": "object",
"required": [
"object"
],
"properties": {
"object": {
"type": "string",
"description": "Object slug as returned by find_geometry or find_by_dimensions, e.g. '4080-aluminum-extrusion'. An exact object name or alias also resolves; anything else is an error with a hint to search first."
}
}
}{
"type": "object",
"required": [
"slug",
"name",
"sheet"
],
"properties": {
"faq": {
"type": "array",
"items": {
"type": "object",
"description": "A question and its answer.",
"additionalProperties": true
},
"description": "Frequently asked questions about this object."
},
"name": {
"type": "string",
"description": "Display name."
},
"slug": {
"type": "string",
"description": "Object slug."
},
"files": {
"type": "object",
"required": [],
"properties": {
"how": {
"type": "string",
"description": "Which tool gets them."
},
"free_count": {
"type": "integer",
"description": "Free files available."
}
},
"additionalProperties": true
},
"sheet": {
"type": "object",
"description": "The dimension sheet: overall_mm, basis (where the numbers come from), notes, table (columns and rows), question answered.",
"additionalProperties": true
},
"mating": {
"type": "array",
"items": {
"type": "object",
"required": [
"feature",
"exact",
"fit"
],
"properties": {
"fit": {
"type": "string",
"description": "Fit class: press | slide | run | socket | clamp | designed."
},
"exact": {
"type": "string",
"description": "Its exact size, in mm, with no clearance."
},
"files": {
"type": "string",
"description": "Which of the object's files carry this feature ('all' or a file name)."
},
"mates": {
"type": "string",
"description": "What it meets: another object, a standard part, or a fastener size."
},
"feature": {
"type": "string",
"description": "The feature, e.g. 'M3 mounting holes (4)'."
}
},
"additionalProperties": true
},
"description": "Mating features with exact sizes and fit classes."
},
"related": {
"type": "array",
"items": {},
"description": "Slugs of related objects; call get_geometry on them to traverse."
},
"sources": {
"type": "array",
"items": {
"type": "object",
"description": "A public CAD or dimension source: publisher, title, url, formats, license, whether Xem hosts it.",
"additionalProperties": true
},
"description": "Public sources with licenses."
},
"dimensions": {
"type": "string",
"description": "How to read the sizes: exact nominal, no printing tolerance."
},
"sheet_text": {
"type": [
"string",
"null"
],
"description": "The same sheet as plain text, ready to quote."
},
"paid_offers": {
"type": "array",
"items": {
"type": "object",
"required": [],
"properties": {
"file": {
"type": "string",
"description": "Pack or file identifier."
},
"format": {
"type": "string",
"description": "What the purchase contains."
},
"status": {
"type": "string",
"description": "available | planned."
},
"buy_url": {
"type": "string",
"description": "Page where a person buys."
},
"x402_url": {
"type": "string",
"description": "Endpoint an agent pays with x402."
},
"price_usd": {
"type": "number",
"description": "Price for this channel in USD."
},
"tolerance_mm": {
"type": [
"number",
"null"
],
"description": "Scan tolerance, for scanned objects."
},
"card_price_usd": {
"type": "number",
"description": "Price for a person paying by card."
}
},
"additionalProperties": true
},
"description": "Files sold for this object; nothing is charged by this tool."
}
},
"additionalProperties": true
}{
"readOnlyHint": true,
"openWorldHint": false,
"idempotentHint": true,
"destructiveHint": false
}get_free_files — List one object's free download links
For importing a real part into CAD, 3D printing it, or modelling a mating bracket or enclosure around it. List the direct download URLs of one object's free STEP and STL files (and DXF where a 2D profile exists), with the license to credit. Use it when files are wanted rather than dimensions (get_geometry) or file contents (get_file_content). Objects whose files are a sold Xem design pack return no free files but a note with the x402 and card prices; an object with no files at all returns an empty list and points to its public sources. Neither is an error. URLs are plain HTTPS downloads that need no auth and can be fetched directly; free files are CC BY 4.0 or the Xem Studio Design License as stated in license. Read-only, no charge.
{
"type": "object",
"required": [
"object"
],
"properties": {
"filter": {
"type": "string",
"description": "Keep only files whose name or note contains this text, e.g. 'm3x10' or '2in'."
},
"object": {
"type": "string",
"description": "Object slug as returned by find_geometry or find_by_dimensions, e.g. '4080-aluminum-extrusion'. An exact object name or alias also resolves; anything else is an error with a hint to search first."
}
}
}{
"type": "object",
"required": [
"object"
],
"properties": {
"note": {
"type": "string",
"description": "Why the list is empty, or where paid files are sold."
},
"count": {
"type": "integer",
"description": "Files listed after the filter."
},
"files": {
"type": "array",
"items": {
"type": "object",
"required": [
"name",
"step"
],
"properties": {
"stl": {
"type": [
"string",
"null"
],
"description": "Direct STL download URL, or null when only STEP exists."
},
"name": {
"type": "string",
"description": "File name; pass it to get_file_content."
},
"note": {
"type": "string",
"description": "What the file is, e.g. one size of a family."
},
"step": {
"type": "string",
"description": "Direct STEP download URL."
},
"size_mb": {
"type": "number",
"description": "Approximate size in MB when known."
}
},
"additionalProperties": true
},
"description": "Free files, one per part or size."
},
"index": {
"type": "string",
"description": "URL of the object's machine-readable file index."
},
"mating": {
"type": "array",
"items": {
"type": "object",
"required": [
"feature",
"exact",
"fit"
],
"properties": {
"fit": {
"type": "string",
"description": "Fit class: press | slide | run | socket | clamp | designed."
},
"exact": {
"type": "string",
"description": "Its exact size, in mm, with no clearance."
},
"files": {
"type": "string",
"description": "Which of the object's files carry this feature ('all' or a file name)."
},
"mates": {
"type": "string",
"description": "What it meets: another object, a standard part, or a fastener size."
},
"feature": {
"type": "string",
"description": "The feature, e.g. 'M3 mounting holes (4)'."
}
},
"additionalProperties": true
},
"description": "Mating features, so a part can be prepared without a second call."
},
"object": {
"type": "string",
"description": "Object slug."
},
"license": {
"type": "string",
"description": "License of the files and who to credit."
},
"dimensions": {
"type": "string",
"description": "Sizes are exact nominal, no tolerance."
}
},
"additionalProperties": true
}{
"readOnlyHint": true,
"openWorldHint": false,
"idempotentHint": true,
"destructiveHint": false
}get_file_content — Read one CAD file's contents
Return the contents of one free file so the geometry can be read or modified directly: STEP and DXF as UTF-8 text, STL as base64. Units are millimetres, true size. Use it after get_free_files gives the file name and the content itself is needed; use get_free_files when a download URL is enough, which is cheaper for large files. Files over 600 KB are not inlined: the response carries inlined=false, size_bytes and the URL to fetch instead. An unknown file name is an error that lists the valid names. Read-only, no auth, no charge.
{
"type": "object",
"required": [
"object",
"file"
],
"properties": {
"file": {
"type": "string",
"description": "A file name exactly as get_free_files lists it, e.g. '4080-100'."
},
"format": {
"enum": [
"step",
"dxf",
"stl"
],
"type": "string",
"description": "Default step. DXF exists only for 2D sections such as extrusion profiles."
},
"object": {
"type": "string",
"description": "Object slug as returned by find_geometry or find_by_dimensions, e.g. '4080-aluminum-extrusion'. An exact object name or alias also resolves; anything else is an error with a hint to search first."
}
}
}{
"type": "object",
"required": [
"object",
"file",
"format",
"url"
],
"properties": {
"url": {
"type": "string",
"description": "Direct download URL for the same file."
},
"file": {
"type": "string",
"description": "File name."
},
"units": {
"type": "string",
"description": "mm."
},
"format": {
"type": "string",
"description": "step | dxf | stl."
},
"object": {
"type": "string",
"description": "Object slug."
},
"content": {
"type": "string",
"description": "The file contents, present when inlined is true."
},
"inlined": {
"type": "boolean",
"description": "False when the file was too large to include; fetch url instead."
},
"license": {
"type": "string",
"description": "License and credit."
},
"encoding": {
"type": "string",
"description": "utf-8 for STEP and DXF, base64 for STL."
},
"size_bytes": {
"type": "integer",
"description": "File size."
}
},
"additionalProperties": true
}{
"readOnlyHint": true,
"openWorldHint": false,
"idempotentHint": true,
"destructiveHint": false
}get_fits — Read one object's mating features
For designing a part that bolts to, clamps, slides over, presses into or otherwise mates with a real object (bracket holes, bore clearance, boss pocket, shaft fit). Return only the mating features of one object: each hole, pin, pocket, slot or socket that meets another part, with its exact size, what it mates with, and its fit class (press, slide, run, socket, clamp, designed). Use it before designing or printing a part that must fit this object, or when get_geometry's full sheet is more than needed; the same features also come with get_free_files. Every size is exact with no clearance: add your process allowance to press, slide, run and socket features; designed and clamp features are already the final gap and stay as drawn. An object with no mating features returns an empty list, not an error. Read-only, no auth.
{
"type": "object",
"required": [
"object"
],
"properties": {
"object": {
"type": "string",
"description": "Object slug as returned by find_geometry or find_by_dimensions, e.g. '4080-aluminum-extrusion'. An exact object name or alias also resolves; anything else is an error with a hint to search first."
}
}
}{
"type": "object",
"required": [
"object",
"mating"
],
"properties": {
"note": {
"type": "string",
"description": "Guidance for the empty case."
},
"mating": {
"type": "array",
"items": {
"type": "object",
"required": [
"feature",
"exact",
"fit"
],
"properties": {
"fit": {
"type": "string",
"description": "Fit class: press | slide | run | socket | clamp | designed."
},
"exact": {
"type": "string",
"description": "Its exact size, in mm, with no clearance."
},
"files": {
"type": "string",
"description": "Which of the object's files carry this feature ('all' or a file name)."
},
"mates": {
"type": "string",
"description": "What it meets: another object, a standard part, or a fastener size."
},
"feature": {
"type": "string",
"description": "The feature, e.g. 'M3 mounting holes (4)'."
}
},
"additionalProperties": true
},
"description": "Mating features; empty when none are recorded."
},
"object": {
"type": "string",
"description": "Object slug."
},
"dimensions": {
"type": "string",
"description": "How to read the sizes."
},
"fit_classes": {
"type": "object",
"description": "Definition of each fit class and what allowance, if any, to add.",
"additionalProperties": true
}
},
"additionalProperties": true
}{
"readOnlyHint": true,
"openWorldHint": false,
"idempotentHint": true,
"destructiveHint": false
}list_categories — List categories and groups with counts
Return the whole category tree: every category, the groups inside it, object counts, and the catalog version. Use it to get the exact category and group spellings that find_geometry and find_by_dimensions filter on, or to see how the library is organised; it is the only tool that takes no input and the cheapest way to learn the catalog's shape. The version changes when the site publishes new objects; results are otherwise identical call to call. Read-only, no auth.
{
"type": "object",
"properties": {}
}{
"type": "object",
"required": [
"total",
"categories"
],
"properties": {
"total": {
"type": "integer",
"description": "Objects in the catalog."
},
"version": {
"type": "string",
"description": "Catalog version; changes when objects are added or revised."
},
"categories": {
"type": "object",
"description": "category name -> { count, groups: { group name -> count } }",
"additionalProperties": true
}
},
"additionalProperties": true
}{
"readOnlyHint": true,
"openWorldHint": false,
"idempotentHint": true,
"destructiveHint": false
}request_object — Request an object the library lacks
File a request for an object that is not in the library so it can be added; it is the only tool here that writes anything. Use it only after find_geometry and find_by_dimensions found nothing suitable; do not use it to ask questions or to request changes to existing objects. Each call stores exactly one new request in the owner's private inbox and nothing is published, so calling twice files two requests. Stored: the text, the optional contact, the time and the client type; no IP address. There is no reply unless a contact is given. The site accepts at most 300 requests a day across all callers; beyond that the call returns an error and nothing is stored.
{
"type": "object",
"required": [
"text"
],
"properties": {
"text": {
"type": "string",
"maxLength": 4000,
"minLength": 3,
"description": "Plain description: exact model or part number if known, what it must fit or mate with, which features matter, and any sizes already known."
},
"contact": {
"type": "string",
"maxLength": 200,
"description": "Email or handle for a reply; include only if the person asked to be contacted."
}
}
}{
"type": "object",
"required": [
"ok"
],
"properties": {
"ok": {
"type": "boolean",
"description": "True when the request was stored."
},
"message": {
"type": "string",
"description": "What happens next."
}
},
"additionalProperties": true
}{
"readOnlyHint": false,
"openWorldHint": false,
"idempotentHint": false,
"destructiveHint": false
}Prompts
Not advertised
Resources
Not advertised
30-day availability
Aggregated from read-only remote checks; this is not a tool-execution or security guarantee.
- Successful checks
- 1 of 1 (100%)
- Average latency
- 469 ms
- 95th percentile latency
- 469 ms
Maintenance history
Public check and source-refresh events. Editorial and ownership records remain private.
- · probe · passed · 469 ms · metadata changed · 9 tool(s)
Connect from your client
Each snippet registers the same endpoint; pick the client you use.
Claude Code
claude mcp add --transport http xem-studio-mcp https://xemstudio.com/mcpCodex
codex mcp add xem-studio-mcp --url https://xemstudio.com/mcpCursor
{
"mcpServers": {
"xem-studio-mcp": {
"url": "https://xemstudio.com/mcp"
}
}
}Cline
{
"mcpServers": {
"xem-studio-mcp": {
"type": "streamableHttp",
"url": "https://xemstudio.com/mcp",
"disabled": false
}
}
}VS Code
{
"servers": {
"xem-studio-mcp": {
"type": "http",
"url": "https://xemstudio.com/mcp"
}
}
}Gemini CLI
gemini mcp add --transport http xem-studio-mcp https://xemstudio.com/mcpClaude Desktop
{
"mcpServers": {
"xem-studio-mcp": {
"url": "https://xemstudio.com/mcp"
}
}
}Windsurf
{
"mcpServers": {
"xem-studio-mcp": {
"serverUrl": "https://xemstudio.com/mcp"
}
}
}Let your agent find its tools
Find servers like Xem Studio MCP from your agent. Add Koskamo once to search the index for endpoints, access requirements, and client setup. Public discovery needs no key.