Jamf Docs MCP Server
An MCP server that gives AI assistants direct access to official Jamf documentation (28 products) for search, browsing, and retrieval.
List catalogues (
jamf_docs_list_products): all products, publications, topics, and doc-type filters.Search docs (
jamf_docs_search): keyword search filterable by product, topic, docType, version, and language, with pagination and relevance ranking.Get an article (
jamf_docs_get_article): full content by URL ormapId+contentId, plus section extraction,summaryOnlyoutlines, related links, and navigation (parent/siblings/children).Browse a TOC (
jamf_docs_get_toc): navigation tree for any product or single publication, paginated.Batch fetch (
jamf_docs_batch_get_articles): up to 10 articles concurrently, with per-article error reporting.Look up glossary terms (
jamf_docs_glossary_lookup): fuzzy matching against the Jamf technical glossary.Read reference data via MCP resources: product list, topics, and per-product TOC/versions (with
productIdtab-completion).Run prompt workflows:
jamf_troubleshoot,jamf_setup_guide, andjamf_compare_versions.Render results interactively in MCP Apps-capable hosts (search hits, TOC entries, and articles are clickable/browsable).
Tune outputs:
outputMode: "compact",maxTokens,responseFormat, and 11 documentation locales.Serve remotely via HTTP/SSE transport with per-IP rate limiting, CORS, and a
/healthendpoint.
Click on "Deploy Server".
Wait a few minutes for the server to deploy. Once ready, it will show a "Started" state.
In the chat, type
@followed by the MCP server name and your instructions, e.g., "@Jamf Docs MCP ServerHow do I configure SSO in Jamf Pro?"
That's it! The server will respond to your query, and you can continue using it as needed.
Here is a step-by-step guide with screenshots.
Jamf Docs MCP Server
An MCP server that gives AI assistants (Claude, Cursor, etc.) direct access to Jamf official documentation. Ask Jamf-related questions and get answers based on the latest docs from learn.jamf.com.
Supported Products (28): Jamf Pro, Jamf School, Jamf Connect, Jamf Protect, Jamf Now, Jamf Safe Internet, Jamf Insights, RapidIdentity, Jamf Trust, Jamf Routines, Self Service+, Jamf App Catalog, Jamf Account, Jamf Security Cloud, Elevate, Composer, Jamf Parent, Jamf Teacher, Jamf Setup and Reset, Jamf Assessment, Title Editor, Jamf Infrastructure Manager, Jamf AD CS Connector, Jamf PKI Proxy, Jamf Migrate, Jamf Remote Assist, Jamf Cloud Distribution Service, Healthcare Listener
Installation
@modelcontextprotocol/server is a peer dependency, and the CLI imports it
at startup (dist/index.js → @modelcontextprotocol/server/stdio). If it is
missing from the install tree the process exits immediately with
ERR_MODULE_NOT_FOUND — the install itself succeeds, so the failure only
shows up when you run the server.
Most install paths bring it in automatically:
Install method | Peer installed |
| Yes |
| Yes |
| Yes |
| No |
Yarn 1 (classic) | No |
If you use one of the last two — or if you are vendoring the package — install the SDK alongside it:
npm install @get-technology-inc/jamf-docs-mcp-server @modelcontextprotocol/server@^2Why it is a peer dependency, not a regular one. This package hands
McpServer instances to its consumers, and those consumers pass them to
createMcpHandler from their own SDK copy. If the two resolve to different
copies of the SDK, an instance built by one module's Protocol is inspected by
another's, and every 2026-07-28 request fails with
Cannot read properties of undefined (reading 'includes') — an HTTP 500 with
no useful diagnostic. Declaring the SDK as a peer states the single-copy
requirement instead of relying on the consumer's tree happening to hoist it;
listing it under dependencies as well would reintroduce exactly the duplicate
it exists to prevent.
Node.js 24 or newer is required. 5.x is the last release line that supports
Node.js 20 and 22. On those versions an unpinned
npx -y @get-technology-inc/jamf-docs-mcp-server resolves to the newest 5.x
on its own, because npm prefers the newest release whose engines field
accepts the running Node: the server keeps working, but stops receiving
updates until Node is upgraded. Use
@get-technology-inc/jamf-docs-mcp-server@5 to make that explicit.
Related MCP server: Apple Dev MCP Server
Quick Start
Claude Desktop
Edit claude_desktop_config.json:
macOS:
~/Library/Application Support/Claude/claude_desktop_config.jsonWindows:
%APPDATA%\Claude\claude_desktop_config.json
{
"mcpServers": {
"jamf-docs": {
"command": "npx",
"args": ["-y", "@get-technology-inc/jamf-docs-mcp-server"]
}
}
}Restart Claude Desktop to apply.
Claude Code (CLI)
claude mcp add jamf-docs -- npx -y @get-technology-inc/jamf-docs-mcp-serverCursor
Edit ~/.cursor/mcp.json:
{
"mcpServers": {
"jamf-docs": {
"command": "npx",
"args": ["-y", "@get-technology-inc/jamf-docs-mcp-server"]
}
}
}Verify Installation
Test with MCP Inspector:
npx @modelcontextprotocol/inspector npx -y @get-technology-inc/jamf-docs-mcp-serverUsage Examples
Once configured, just ask your AI assistant:
"How do I configure SSO in Jamf Pro?"
"What are the system requirements for Jamf Protect?"
"Explain the MDM enrollment process"
"What changed in the latest Jamf Connect release notes?"
Available Tools
Tool | Description |
| List all supported products, topics, and document type filters |
| Search documentation by keyword with filtering and pagination |
| Retrieve full content of a specific documentation article |
| Browse the table of contents for a product or any single publication |
| Fetch multiple articles in one call (up to 10 URLs) |
| Look up Jamf terminology and definitions (fuzzy matching) |
jamf_docs_list_products
Returns all available Jamf products and their IDs, available topic filters, and document type filters.
Parameter | Type | Default | Description |
|
|
| Detail level of the response |
|
|
| Output format |
| number (100–50000) |
| Maximum tokens in response. Higher than the other tools' |
This is the one tool without a language parameter. Every tool's input schema
is strict, so an unrecognised key is rejected
(Unrecognized key: "language") rather than silently ignored.
If a source cannot be read, the reply lists what it could and says so:
incomplete names each unavailable source, and the markdown reply says the same
at the top. maps-registry is learn.jamf.com, where the publication list and the
product versions both come from, so either can then be missing or a compiled-in
default. jamf-support is support.jamf.com, whose jamf-support-* publications
are then missing. No incomplete means every source answered.
jamf_docs_search
Searches across all Jamf product documentation.
Parameter | Type | Default | Description |
| string (2–200 chars) | required | Search keywords |
| string | — | Filter by product ID (e.g., |
| string | — | Filter by topic category (e.g., |
| string | — | Filter by document type: |
| string | — | Filter by version (e.g., |
| string |
| Documentation language/locale |
| number (1–50) |
| Results per page |
| number (1–100) |
| Page number for pagination |
| number (100–50000) |
| Maximum tokens in response |
|
|
| Detail level; use |
|
|
| Output format |
jamf_docs_get_article
Fetches and converts a documentation article to clean markdown or JSON. Address
the article either by url, or by the mapId + contentId pair that search
results and the table of contents carry — one of the two is required, and a
call with neither is an error.
Passing both, as a search result allows, is fine. On learn.jamf.com the pair
decides which article is fetched, and the result's url is that article's own
address, read from its metadata or else the table of contents; a note says so
when the url you passed does not match it. Only if neither has the address
does the result keep the url you passed. A concepts.jamf.com or
support.jamf.com url is fetched by URL, and a note says the pair was ignored.
Parameter | Type | Default | Description |
| string | — | Full |
| string | — | Fluid Topics map ID (from search results or the TOC). Use with |
| string | — | Fluid Topics content ID (from search results or the TOC). Use with |
| string | — | Extract only a named section (e.g., |
| boolean |
| Return only article outline, and the article's sub-topics when it has any — token-efficient way to preview before fetching full content |
| boolean |
| Include links to related articles |
| string | locale in the URL | Documentation language/locale. Overrides the locale in |
| number (100–50000) |
| Maximum tokens in response |
|
|
| Detail level; |
|
|
| Output format |
maxTokens bounds every reply: the article or one section, a summaryOnly outline, a missed section's reply, and any note about how the call was resolved, all counted in tokenInfo.tokenCount. When content exceeds maxTokens, the tool truncates the response and lists the remaining sections with their token counts, as many as fit. An outline or a list of sections or sub-topics cut to fit says how many it left out, and truncated is true. Use the section parameter on a follow-up call to retrieve a specific part.
jamf_docs_get_toc
Retrieves the navigation structure (table of contents) for a product, or for any
single publication — release notes, technical papers, courses, evaluation and
configuration guides. Exactly one of product and publication is required;
passing both, or neither, is an error. (Before 5.1, product was required and
publication did not exist.)
Parameter | Type | Default | Description |
| string | — | Product ID (see supported products below) |
| string (1–200 chars) | — | Bundle family ID of one publication, e.g. |
| string | latest | Specific version to fetch (e.g., |
| string |
| Documentation language/locale |
| number (1–100) |
| Page number for paginated TOC |
| number (100–50000) |
| Maximum tokens in response |
|
|
| Use |
|
|
| Output format |
Pages are cut to maxTokens. A page holds up to 10 top-level entries, each with everything under it, as many as fit, and the next page starts at the first one that did not fit. Every top-level entry is on exactly one page, but which page depends on maxTokens (and on the tree, so on version and language), so keep them the same while paging. The markdown footer names maxTokens beside the next page when it is not the default, and structuredContent echoes back what to resend: productId or publicationId, version, language (when one was asked for) and maxTokens. The MCP App's "Show more" resends all of them. A top-level entry larger than maxTokens on its own is alone on its page, cut to the entries under it that fit. Only that page has tokenInfo.truncated: true, and truncatedEntry says how many of its entries are shown and what the whole entry costs (estimatedTokens); outputMode: "full" markdown names the maxTokens to repeat the call with. ("compact" lists top-level entries only, so a cut there hides nothing it would show.) If maxTokens makes more pages than page accepts (100), page 100 offers no next page and paginationNote names a maxTokens that reaches the rest.
jamf_docs_batch_get_articles
Fetches multiple documentation articles in a single call. Each URL is fetched concurrently, and invalid domains are reported as per-article errors without failing the entire batch.
Parameter | Type | Default | Description |
| string[] (1–10) | required | Array of Jamf documentation URLs (same hosts as |
| number (1–5) |
| Maximum parallel requests |
| string | locale in each URL | Documentation language/locale. Overrides the locale in each URL; no effect on concepts.jamf.com or support.jamf.com URLs |
| number (100–50000) |
| Total token budget across all articles |
|
|
| Detail level per article |
|
|
| Output format |
jamf_docs_glossary_lookup
Looks up a term in the Jamf official glossary and returns matching definitions using fuzzy matching. A term of 4 characters or fewer is treated as an abbreviation and must be a whole word of the entry's name, so DEP does not match zero-touch deployment. A 4-character term may be a plural, or miss a letter or swap two (MDMs, LDPA). Glossary content is currently English-only; non-English language values are accepted but results will be in English.
"No glossary entries found" means the glossary was read and no entry matches (with responseFormat: "json", the JSON body with totalMatches: 0). If entries match but not even the first fits in maxTokens, the reply says how many matched and the maxTokens the first one needs; truncatedContent lists each entry left out and its estimated tokens. If the glossary cannot be read (learn.jamf.com is unreachable, times out, or answers with a server error), the tool returns an error (isError: true) that says what failed and that it may be temporary. If some matching entries cannot be fetched, the reply answers from the others and says so: incomplete names the entries it may be missing. If one of those would have led the answer, because its title names the term more closely than any entry that was fetched, the reply is an error instead, so a lesser entry is never given in its place.
Parameter | Type | Default | Description |
| string (2–100 chars) | required | Glossary term to look up |
| string | — | Accepted, but does not filter: Jamf publishes one platform-wide glossary with no product classification |
| string |
| Documentation language/locale (glossary is English-only) |
| number (100–50000) |
| Maximum tokens in response |
|
|
| Detail level |
|
|
| Output format |
MCP Resources
Static and dynamic reference data accessible without tool calls:
Resource | URI | Description |
Products list |
| All available Jamf products with IDs and version info (fetched dynamically from API) |
Topics list |
| Topic categories for filtering documentation searches |
Product TOC |
| Table of contents for a specific product (template resource) |
Product versions |
| Available documentation versions for a specific product (template resource) |
Template resources support tab-completion on productId in compatible clients.
MCP Prompts
Pre-built prompt workflows that guide the AI through multi-step documentation tasks:
jamf_troubleshoot
Guides the AI through a structured troubleshooting workflow: searching for relevant documentation, previewing articles with summaryOnly, then providing a root-cause diagnosis and step-by-step resolution.
Argument | Type | Description |
| string (required) | Description of the issue to troubleshoot |
| string (optional) | Jamf product ID to scope the search |
jamf_setup_guide
Directs the AI to generate a step-by-step setup guide for a Jamf feature, including prerequisites, configuration steps, and verification.
Argument | Type | Description |
| string (required) | The feature or capability to set up |
| string (optional) | Jamf product ID to scope the search |
jamf_compare_versions
Instructs the AI to compare table-of-contents structures and key articles between two product versions, summarizing new features, removed capabilities, and migration considerations.
Argument | Type | Description |
| string (required) | Jamf product ID |
| string (required) | First version to compare (e.g., |
| string (required) | Second version to compare (e.g., |
Supported Products
Product ID | Name | Description |
| Jamf Pro | Apple device management for enterprise |
| Jamf School | Apple device management for education |
| Jamf Connect | Identity and access management |
| Jamf Protect | Endpoint security for Apple |
| Jamf Now | Simple Apple device management for small businesses |
| Jamf Safe Internet | Content filtering and web security for education and business |
| Jamf Insights | Analytics and reporting platform for Apple fleet |
| RapidIdentity | Identity and access management platform |
| Jamf Trust | Zero-trust network access for Apple devices |
| Jamf Routines | Automated workflow orchestration for device management |
| Self Service+ | Next-generation self-service portal for macOS and mobile |
| Jamf App Catalog | Curated application catalog for managed deployments |
| Jamf Account | Identity, licensing, and platform services portal |
| Jamf Security Cloud | Cloud security portal for Jamf Connect and Jamf Protect |
| Elevate | Guided remediation and device health portal |
| Composer | macOS package building and editing |
| Jamf Parent | Parental device controls for school-issued devices |
| Jamf Teacher | Classroom device management for teachers |
| Jamf Setup and Reset | Device personalisation and wipe-and-reprovision apps |
| Jamf Assessment | Locked-down assessment mode for education devices |
| Title Editor | Custom software title patch definitions |
| Jamf Infrastructure Manager | On-premises proxy for LDAP and other internal services |
| Jamf AD CS Connector | Certificate issuance via Active Directory Certificate Services |
| Jamf PKI Proxy | Proxy for certificate authorities behind a firewall |
| Jamf Migrate | Migrating macOS devices between Jamf Pro instances |
| Jamf Remote Assist | Remote screen sharing and support sessions |
| Jamf Cloud Distribution Service | Jamf-hosted package distribution (JCDS) |
| Healthcare Listener | Integration with healthcare information systems |
Key Features
Compact Mode: Use
outputMode: "compact"for token-efficient responses; articles show a ~500-token preview with an available sections listSummary Only: Use
summaryOnly: trueonjamf_docs_get_articleto preview an article outline before fetching full contentSection Extraction: Use
section: "Prerequisites"to retrieve only the part of an article you needBatch Fetching: Use
jamf_docs_batch_get_articlesto fetch up to 10 articles in one call with concurrent requestsGlossary Lookup: Use
jamf_docs_glossary_lookupto look up Jamf terminology with fuzzy matchingMulti-language: Every tool except
jamf_docs_list_productsaccepts alanguageparameter for localized documentation:en-US(default),ja-JP,zh-TW,de-DE,es-ES,fr-FR,nl-NL,th-TH,it-IT,pt-BR,zh-CNDocument Type Filter: Use
docTypeonjamf_docs_searchto narrow results todocumentation,release-notes,training,solution-guide,glossary, orgetting-startedVersion Query: Use the
versionparameter to query documentation for a specific product versionPagination: Search results support
pageandlimit; table of contents supportspage; product lists are not paginatedSearch Suggestions: Receive helpful suggestions when a search returns no results
Token Management: All tools accept a
maxTokensparameter (100–50000; default 5000, or 10000 forjamf_docs_list_products) to control response size
MCP Apps (interactive viewer)
Hosts that negotiate the MCP Apps extension (io.modelcontextprotocol/ui) render
jamf_docs_search, jamf_docs_get_toc and jamf_docs_get_article results as an
interactive viewer instead of plain markdown: search hits are clickable through to
the article, TOC entries open in place, and articles carry section navigation and a
back stack. All three tools reference one self-contained ui:// resource, whose
URI carries a hash of the bundle it names (ui://jamf-docs/app-<hash>.html).
Hosts that do not negotiate the extension ignore the metadata and get exactly the
markdown they always did.
The resource is served with a 24-hour public cache hint, which is safe precisely
because the URI is content-addressed: a given URI names one exact bundle forever,
and a new bundle arrives under a new URI rather than replacing an old one. Hosts
pick up a changed viewer on their next tools/list refresh.
Design
The viewer paints no background and owns no colour. It reads the host's theme,
design tokens and fonts out of hostContext (applyDocumentTheme,
applyHostStyleVariables, applyHostFonts) and builds every rule from those,
so the panel is a piece of the host's surface rather than a web page embedded in
one. app-ui/styles.ts carries a :root fallback for each token, because hosts
may send any subset of the 76 style variables.
Before 5.10 it did the opposite: a hardcoded palette with a
prefers-color-scheme dark block. That media query reports the operating
system, not the host — so a user running Claude in dark mode on a light OS got
a white slab in a dark conversation, and no tuning of the greys could fix it.
Inline and fullscreen
The two display modes render different things, because Claude's design guidelines make them different surfaces. An inline card is a compact summary that fits its own content; fullscreen is where a documentation browser lives.
Inline | Fullscreen | |
Search hits | 3 | the page |
Table-of-contents rows | 8 | the page |
Article prose | 3 blocks, stopping before any table or code block | whole |
Breadcrumbs, Back, parent link | — | ✓ |
Section rail, neighbour list | — | ✓ |
Type-ahead filter, paging | — | ✓ |
Actions | 1 | as needed |
Opening a result from an inline panel sends ui/request-display-mode before
the tools/call, so the article arrives in the mode built for it. A host that
declines, or that offers no fullscreen, still gets the article in place.
Two documented constraints drive this.
Inline apps must not scroll internally. On a touch device the conversation view owns vertical panning, so a vertical gesture starting inside an inline app is handed to the conversation — an internal scroll container does not scroll at all, and everything past the host's cap becomes unreachable rather than below the fold. Bounding what is rendered instead keeps search at ~518px, the table of contents at ~373px and an article at ~554px, all fully visible.
Inline apps must not drill in. "Drill-ins, breadcrumbs, or multiple views" are named patterns to avoid, which is why every piece of navigation chrome above is fullscreen-only.
The article preview is counted in blocks rather than characters. A character budget does not predict height: 900 characters of prose is three short paragraphs, and 900 characters containing a settings table is 700px of panel.
Style variables in app-ui/styles.ts are transcribed from the same guidelines.
Article navigation
jamf_docs_get_article publishes navigation — parent, siblings,
children, and the true totals alongside the (capped) lists.
This matters more than it sounds. Fluid Topics serves one topic per API call
while learn.jamf.com concatenates a topic and its children into a single page,
so every <h2> a reader sees on the site is a separate topic here — verified at
9 of 9 on "Computer Configuration Profiles", whose API payload contains zero
heading tags of any level. Without navigation, a client showing that page has
the introduction and no route to the nine procedures the page consists of on the
website. The viewer renders them as In this section.
It is derived from the map's TOC index, the same index the breadcrumb and the internal links are resolved from. An article loads that index once and shares it between all three.
Developing the viewer
npm run dev:app-ui # http://127.0.0.1:5173 — edit app-ui/*.ts, the frame reloadsapp-ui/dev/harness.ts is a local MCP Apps host built on the SDK's AppBridge,
which accepts Client | null — a host with no server behind it is a supported
mode. It speaks the real protocol to the real App class and answers
tools/call out of app-ui/dev/fixtures.json, real structuredContent
captured from the live tools by npm run fixtures:app-ui.
It exists because the viewer only runs inside a host, so there is nothing to
look at without one, and the alternative loop — build, launch the Inspector,
click through — is tens of seconds per edit. It also does three things no
inspector can: strip hostContext.styles entirely (the check that proves the
:root fallbacks are coherent as a set), resize the container continuously
across the @container breakpoints, and lie about deviceCapabilities.hover.
Before shipping, run the viewer through the real thing as well — it is the only
place the actual ui:// resource, CSP and _meta are exercised:
npm run build && npm run test:inspectorThe MCP Apps viewer is broken in 4.0.0 — upgrade past it. The build step that
inlines the UI bundle into the HTML document used a replacement string, so every
$ pattern in the minified JavaScript was expanded instead of copied. The
document that shipped is not parseable JavaScript, and a host that renders it gets
SyntaxError: missing ) after argument list and a blank panel. Nothing else in
4.0.0 is affected — tools, resources and prompts return the same results either
way, since a host that cannot render the app falls back to the markdown. Fixed in
4.0.1.
4.0.1 alone did not reach every host. Up to and including 4.0.1 the resource
lived at a fixed ui://jamf-docs/app.html with a 24-hour public cache hint, so a
host that had read the broken 4.0.0 bundle kept serving it from cache for up to a
day after the server was upgraded — the corrected bundle was published under the
same URI and never fetched. Upgrading past 4.0.1 fixes the distribution as well as
the bundle: the URI now changes with the content, so a host holding the 4.0.0 copy
simply stops asking for it. No manual cache clearing is needed, and the remaining
delay is the one-hour tools/list hint rather than 24 hours.
HTTP/SSE Transport Mode
In addition to the default stdio transport, the server supports an HTTP transport for use as a remote or shared MCP endpoint.
Starting the HTTP Server
# Using the npm script (defaults: localhost:3000)
npm run start:http
# Using the built binary directly with custom options
node dist/index.js --transport http --port 8080 --host 127.0.0.1CLI Arguments
Argument | Default | Description |
|
| Transport mode: |
|
| Port to listen on (1–65535) |
|
| Host to bind to |
Security note: The default host
127.0.0.1restricts access to localhost only. Binding to0.0.0.0exposes the server to the network; only do this in controlled environments.
HTTP Endpoints
Endpoint | Method | Description |
|
| MCP JSON-RPC endpoint (streamable HTTP transport) |
|
| Health check — returns |
Connecting an MCP Client via HTTP
Claude Desktop or other MCP clients that support HTTP transport can connect with:
{
"mcpServers": {
"jamf-docs": {
"url": "http://127.0.0.1:3000/mcp"
}
}
}CORS Configuration
By default the server does not set CORS headers (cross-origin requests are blocked). To allow specific origins, set the CORS_ALLOWED_ORIGINS environment variable:
CORS_ALLOWED_ORIGINS=https://myapp.example.com node dist/index.js --transport httpMultiple origins are separated by commas.
Rate Limiting
The HTTP server applies per-IP token-bucket rate limiting. The default is 60 requests per minute. Override with the RATE_LIMIT_RPM environment variable.
By default the "IP" is the TCP peer address. Behind a reverse proxy every
request arrives from the proxy, so all clients share one RATE_LIMIT_RPM
bucket and one busy client throttles everyone. Set TRUST_PROXY=true (or 1)
to take the client address from X-Forwarded-For instead. Only those two exact
values turn it on — TRUE, yes or anything else leaves it off. When it is on:
The rightmost entry is used: the address appended by the proxy directly in front of the server. Entries to its left are whatever the client sent and can be forged, so they are ignored. That is right for exactly one proxy hop; behind two (a CDN in front of nginx, say) the rightmost entry is the outer proxy, and clients arriving through it share a bucket again.
A request without
X-Forwarded-Forfalls back to the peer address.X-Real-IPandForwardedare not read, so the proxy must sendX-Forwarded-Forfor the setting to have any effect.The address feeds the rate limiter and nothing else.
Leave it off when clients reach the server directly. With it on and no proxy in
front, a client can send any X-Forwarded-For it likes and get a fresh bucket
on every request, which defeats the limit.
Configuration
All settings are optional. Set them as environment variables before launching the server.
Cache Settings
Variable | Default | Range | Description |
|
| — | Cache directory. Must be a directory used only for this cache; see below |
|
| 1 min–30 days | TTL for search result cache entries |
|
| 1 min–30 days | TTL for article content cache entries |
|
| 1 min–30 days | TTL for product list cache entries |
|
| 1 min–30 days | TTL for table of contents cache entries |
|
| 10–10000 | Maximum number of entries kept in the in-memory cache |
CACHE_DIR must be a directory used only for this cache. The server writes
entries there as <hash>.json, and every start deletes the ones that have
expired or can't be read. Files with other names are left alone, but don't
point it at a project root or a directory other tools use.
A relative path, including the default
.cache, resolves against the server's working directory. It must stay inside that directory. If the host starts the server from/, set an absoluteCACHE_DIR: on macOS/.cachecan't be created, so nothing reaches the disk.A path inside
/etc,/usr,/var,/sys,/proc,/dev,/sbinor/binis rejected, relative or absolute. Symlinks are resolved first, so on macOS/private/etc/…is rejected just like/etc/…. An unsetCACHE_DIRisn't checked.Your home directory and the OS temp directory are allowed even when they're under one of those.
$TMPDIRon macOS is under/private/var, and on ostree systems such as Fedora Silverblue/homeis a link to/var/home.A rejected value falls back to
.cache, with a warning on stderr. That is relative to the working directory too, so if the working directory is inside a system directory, the fallback is as well.
Request Settings
Applied to every outbound request to a documentation host.
Variable | Default | Range | Description |
|
| 1000–60000 ms | Per-attempt HTTP timeout |
|
| 0–10 | Retry attempts after the first. Only 429, 5xx, network errors and timeouts are retried, with exponential backoff and |
|
| 100–30000 ms | Base for the backoff between retries. No effect while |
|
| 0–10000 ms | Minimum gap between outbound requests. |
|
| — | Sent on every request so this client is identifiable to Jamf |
HTTP Transport Settings
Variable | Default | Range | Description |
|
| 1–10000 | Inbound requests per minute per IP (HTTP transport only) |
| `` (empty) | — | Comma-separated list of allowed CORS origins (HTTP transport only) |
| off |
| Take the client IP for the per-IP rate limit from the rightmost |
Development
git clone https://github.com/GET-Technology-Inc/jamf-docs-mcp-server.git
cd jamf-docs-mcp-server
npm install
npm run dev # stdio mode with file watching
npm run start:http # HTTP transport modeAvailable Scripts
Script | Description |
| Compile TypeScript to |
| Development mode with auto-reload (stdio) |
| Live preview of the MCP Apps viewer at http://127.0.0.1:5173 |
| Re-capture the viewer's fixtures from the live tools |
| Start HTTP/SSE transport mode |
| Pre-PR run: unit, integration and e2e |
| Unit tests only — hermetic, no network |
| Integration tests only (live Jamf APIs) |
| Upstream contract suites. Run out of band by |
| End-to-end tests only (live Jamf APIs) |
| Everything, contract suites included |
| Coverage over the unit tier, as CI reports it |
| Launch MCP Inspector against local build |
| Lint source files |
| TypeScript type check without emitting |
License
MIT - Copyright (c) 2025 GET Technology Inc.
Disclaimer
This is an unofficial tool and is not affiliated with Jamf.
Links
Available Tools
6 toolsjamf_docs_batch_get_articlesBatch Get Jamf Documentation ArticlesARead-onlyIdempotent
Retrieve multiple Jamf documentation articles in a single request.
Fetches up to 10 articles in parallel with concurrency control. Useful for comparing articles, gathering information from multiple pages, or bulk research.
Args:
urls (string[], required): Array of 1-10 https:// article URLs on learn.jamf.com, docs.jamf.com, concepts.jamf.com, support.jamf.com. Any other URL fails as its own per-article error
concurrency (number, optional): Max parallel requests 1-5 (default: 3)
language (string, optional): Documentation language/locale. Overrides the locale in each URL, which is used when this is omitted. No effect on concepts.jamf.com or support.jamf.com URLs
maxTokens (number, optional): Total token budget across all articles 100-50000 (default: 5000). Distributed evenly.
outputMode ('full' | 'compact'): Output detail level (default: 'full'). Use 'compact' for brief output.
responseFormat ('markdown' | 'json'): Output format (default: 'markdown')
Returns: An array of article results. Each article independently succeeds or fails. For JSON format, returns a BatchResponse object with results, summary, and tokenInfo.
Examples:
Compare two products: urls=["https://learn.jamf.com/.../page/A.html", "https://learn.jamf.com/.../page/B.html"]
Bulk fetch with compact output: urls=[...], outputMode="compact", maxTokens=10000
Note: Token budget is split evenly across articles. Use higher maxTokens for more articles.
A note on an article (such as one about language) counts toward its share.
Partial failures are reported per-article without failing the entire batch.
| Name | Required | Description | Default |
|---|---|---|---|
| urls | Yes | Array of Jamf documentation article URLs (1-10) | |
| language | No | Documentation language/locale. Overrides the locale in the article URL, which is used when this is omitted. Has no effect on concepts.jamf.com or support.jamf.com URLs. Options: en-US, ja-JP, zh-TW, de-DE, es-ES, fr-FR, nl-NL, th-TH, it-IT, pt-BR, zh-CN | |
| maxTokens | No | Total token budget across all articles (100-50000, default: 5000) | |
| outputMode | No | Output detail level: "full" for detailed output or "compact" for brief output | full |
| concurrency | No | Maximum parallel requests (1-5, default: 3) | |
| responseFormat | No | Output format: "markdown" for human-readable or "json" for machine-readable | markdown |
Output Schema
| Name | Required | Description |
|---|---|---|
| results | Yes | |
| summary | Yes |
TDQS
Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?
Beyond the readOnly/idempotent annotations, the description reveals critical runtime behavior: concurrency control (1-5), per-article failure isolation, token budget distribution, language override semantics, and partial-failure reporting. It even notes that the language parameter has no effect on certain domains. This substantially exceeds annotation coverage.
Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.
Is the description appropriately sized, front-loaded, and free of redundancy?
The description is organized into clear sections (Args, Returns, Examples, Note) and front-loads the core purpose. It is slightly verbose with the Args list repeating some schema details, but every sentence adds operational value. Examples are helpful but could be trimmed.
Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.
Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?
For a complex batch tool with 6 params and an output schema, the description covers all aspects an agent needs: input constraints, parameter interactions, return shape, error handling, and usage examples. It complements the output schema without duplicating field-level return details.
Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.
Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?
While the schema documents all six parameters (100% coverage), the description adds meaningful semantics: how maxTokens is split evenly, that concurrency limits parallel requests, how language overrides URL locale with no effect on certain domains, and what compact mode means. It clarifies behavior that the schema alone does not convey.
Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.
Does the description clearly state what the tool does and how it differs from similar tools?
The description clearly states the verb 'Retrieve' and resource 'multiple Jamf documentation articles in a single request', distinguishing it from the single-article sibling by highlighting batching and parallelism. The title and opening sentence unambiguously identify this as the bulk version of get_article.
Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.
Does the description explain when to use this tool, when not to, or what alternatives exist?
The description gives concrete use cases ('comparing articles, gathering information from multiple pages, or bulk research') and includes examples. It does not explicitly name alternatives or exclusion conditions, but the batch context strongly implies when this tool is preferred over single-article fetches.
Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.
jamf_docs_get_articleGet Jamf Documentation ArticleARead-onlyIdempotent
Retrieve the full content of a specific Jamf documentation article.
This tool fetches and parses a Jamf documentation article, converting it to a clean, readable format. Works with any article from learn.jamf.com, docs.jamf.com, concepts.jamf.com, support.jamf.com.
Address the article either by url, or by the mapId + contentId pair
that search results and TOC entries carry. One of the two is required. Passing
both, as a search result allows, is fine: on learn.jamf.com the pair decides
which article is fetched, and the result's url is that article's own address
(a note says so if the url you passed does not match it). A
concepts.jamf.com or support.jamf.com url is fetched by url, and a note says
the pair was ignored.
Args:
url (string, optional): Full https:// URL of the article, on learn.jamf.com, docs.jamf.com, concepts.jamf.com, support.jamf.com. Required unless mapId and contentId are given
mapId (string, optional): Fluid Topics map ID, from a search result or a TOC. Use with contentId, instead of url or alongside it
contentId (string, optional): Fluid Topics content ID, from a search result or a TOC entry. Use with mapId, instead of url or alongside it
language (string, optional): Documentation language/locale. Overrides the locale in url, which is used when this is omitted. No effect on a mapId + contentId pair (a map is in one language) or on concepts.jamf.com or support.jamf.com URLs
section (string, optional): Extract only a specific section by title or ID (e.g., "Prerequisites", "Configuration")
summaryOnly (boolean, optional): Return only article summary and outline instead of full content (default: false). Token-efficient way to preview an article and its sub-topics
includeRelated (boolean, optional): Include links to related articles (default: false)
maxTokens (number, optional): Maximum tokens in response 100-50000 (default: 5000)
outputMode ('full' | 'compact'): Output detail level (default: 'full'). Use 'compact' for brief output
responseFormat ('markdown' | 'json'): Output format (default: 'markdown')
Returns: For JSON format: { "title": string, "content": string, "url": string, "product": string, "version": string, "breadcrumb": string[], "relatedArticles": [...], "tokenInfo": { "tokenCount": number, "truncated": boolean, "maxTokens": number }, "sections": [ { "id": string, "title": string, "level": number, "tokenCount": number } ] }
For Markdown format: The article content with token info and available sections.
Examples:
Get full article: url="https://learn.jamf.com/en-US/bundle/jamf-pro-documentation/page/Computer_Configuration_Profiles.html"
Fetch a search result directly: mapId="...", contentId="..." (both from the result)
Get specific section: url="...", section="Prerequisites"
Limit response size: url="...", maxTokens=2000
Errors:
"Either url or both mapId and contentId must be provided." if neither url nor the full pair is given
"URL must be from learn.jamf.com, docs.jamf.com, concepts.jamf.com, support.jamf.com" (an input validation error) if url is not https:// on one of those hosts
"Topic not found", "Cannot resolve bundleId" or "HTTP 404" if there is no article at that address
Note: maxTokens bounds every reply: the article or one section, a
summaryOnly outline, a missed section's reply, and any note about how the
call was resolved, all counted in tokenInfo.tokenCount. Large articles are
intelligently truncated with remaining sections listed, as many as fit; a list
cut to fit says how many it left out, and truncated is true.
Use the section parameter to retrieve specific sections for long articles.
A section that matches no heading is not an error: the reply says
'Section "" not found' and lists the article's sections, or says it has
none. Most learn.jamf.com topics have no headings; what the website shows as
their sections are sub-topics, which the reply lists with their urls, a matching
one first.
| Name | Required | Description | Default |
|---|---|---|---|
| url | No | Full https:// URL of the Jamf documentation article, on learn.jamf.com, docs.jamf.com, concepts.jamf.com, support.jamf.com. Alternative: use mapId + contentId for direct fetch. One of the two is required. | |
| mapId | No | Fluid Topics map ID (from search results or TOC). Use with contentId for direct fetch. | |
| section | No | Extract only a specific section by title or ID (e.g., "Prerequisites", "Configuration") | |
| language | No | Documentation language/locale. Overrides the locale in the article URL, which is used when this is omitted. Has no effect on concepts.jamf.com or support.jamf.com URLs, or on a mapId + contentId pair, whose map is already in one language. Options: en-US, ja-JP, zh-TW, de-DE, es-ES, fr-FR, nl-NL, th-TH, it-IT, pt-BR, zh-CN | |
| contentId | No | Fluid Topics content ID (from search results or TOC). Use with mapId for direct fetch. | |
| maxTokens | No | Maximum tokens in response (100-50000, default: 5000) | |
| outputMode | No | Output detail level: "full" for detailed output or "compact" for brief output | full |
| summaryOnly | No | Return only article summary and outline instead of full content (token-efficient) | |
| includeRelated | No | Include related article links in the response | |
| responseFormat | No | Output format: "markdown" for human-readable or "json" for machine-readable | markdown |
Output Schema
| Name | Required | Description |
|---|---|---|
| url | Yes | |
| mapId | No | |
| title | Yes | |
| content | Yes | |
| product | No | |
| version | No | |
| sections | Yes | |
| contentId | No | |
| truncated | Yes | |
| breadcrumb | No | |
| navigation | No | |
| tokenCount | No | |
| lastUpdated | No | |
| contentLocale | No | |
| versionStatus | No |
TDQS
Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?
The description thoroughly discloses behavior beyond the readOnly/idempotent annotations: how token limits apply to every reply, truncation logic, what happens when a section is not found (including the exact error message), and how the tool resolves conflicting address inputs. It also notes the quirk that most learn.jamf.com topics have no headings and are treated as sub-topics. This is rich, non-obvious behavior that far exceeds annotation coverage.
Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.
Is the description appropriately sized, front-loaded, and free of redundancy?
The description is long but well-organized into purpose, args, returns, examples, errors, and a detailed note. Every section adds necessary information for correct invocation. The intro is front-loaded with the core purpose, and technical details are logically grouped. There is no redundant filler; the density is justified by the tool's complexity (10 parameters, multiple hosts, and nuanced behaviors).
Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.
Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?
Given the tool's complexity, the description is remarkably complete. It covers all parameters, error cases, output formats (including a full JSON schema in the Returns section), token handling, and edge cases like missing sections or precedence of address inputs. It even explains the behavior for different document hosts. Nothing an agent needs to call this tool correctly is missing.
Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.
Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?
While the input schema covers 100% of parameters, the description adds significant semantic detail: the exact interplay between url and mapId/contentId, language override behavior for different host types, and the meaning of maxTokens in the context of truncation and summaryOnly. It explains that outputMode and responseFormat affect the output shape, and gives examples of valid parameter values. This goes well beyond the schema's field descriptions.
Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.
Does the description clearly state what the tool does and how it differs from similar tools?
The opening sentence states exactly what the tool does: 'Retrieve the full content of a specific Jamf documentation article.' It further explains that it fetches and parses an article into a clean format, and clarifies the supported hosts. This clearly distinguishes it from sibling tools like search or batch get, which serve different purposes.
Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.
Does the description explain when to use this tool, when not to, or what alternatives exist?
The description provides explicit guidance on when to use URL vs. mapId + contentId, explains precedence when both are passed, and details when to use summaryOnly or section for long articles. It also gives concrete examples of valid calls. While it doesn't explicitly say 'use batch for multiple articles', the single-article scope is unambiguous and the examples reinforce the correct usage.
Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.
jamf_docs_get_tocGet Documentation Table of ContentsARead-onlyIdempotent
Get the table of contents for Jamf documentation.
Browse the navigation structure of either a Jamf product or any single Jamf
publication - release notes, technical papers, courses, evaluation guides and
configuration guides all live on the publication axis rather than the product
one. Exactly one of product and publication is required.
Args:
product (string): Product ID - one of: jamf-pro, jamf-school, jamf-connect, jamf-protect, jamf-now, jamf-safe-internet, jamf-insights, jamf-rapididentity, jamf-trust, jamf-routines, self-service-plus, jamf-app-catalog, jamf-account, jamf-security-cloud, elevate, composer, jamf-parent, jamf-teacher, jamf-setup-reset, jamf-assessment, title-editor, jamf-infrastructure-manager, jamf-adcs-connector, jamf-pki-proxy, jamf-migrate, jamf-remote-assist, jamf-cloud-distribution-service, healthcare-listener
publication (string): Bundle family id of any single publication, e.g. "technical-paper-laps" or "jamf-pro-release-notes". Call jamf_docs_list_products for the available ids
version (string, optional): Specific version (e.g., "11.13.0") or "current" (defaults to latest)
language (string, optional): Documentation language/locale (default: en-US)
page (number, optional): Page number for pagination 1-100 (default: 1)
maxTokens (number, optional): Maximum tokens in response 100-50000 (default: 5000)
outputMode ('full' | 'compact'): Output detail level (default: 'full'). Use 'compact' for flat list without nested children
responseFormat ('markdown' | 'json'): Output format (default: 'markdown')
Returns: For JSON format: { "product": string, "version": string, "mapId": string, // omitted when the map could not be resolved "toc": [...], // each entry carries title, url and contentId "tokenInfo": { "tokenCount": number, "truncated": boolean, "maxTokens": number }, "pagination": { "page": number, "pageSize": number, "totalPages": number, "totalItems": number, "hasNext": boolean, "hasPrev": boolean }, "truncatedEntry"?: { // only on a page cut to fit; see the Note "title": string, "shownEntries": number, "totalEntries": number, "estimatedTokens": number } }
For Markdown format: A hierarchical list of documentation topics with pagination and token info.
Examples:
Browse Jamf Pro documentation: product="jamf-pro"
Get page 2 of TOC: product="jamf-pro", page=2
Limit response size: product="jamf-pro", maxTokens=2000
Errors:
"Invalid option: expected one of ..." (an input validation error) if product is not a known product ID
'Version "" not found', followed by the available versions, if that version is not published
Note: Use this to discover what topics are available before searching or retrieving specific articles. Large TOCs are paginated by top-level entry: a page holds up to 10 of them, each with everything under it, as many as fit maxTokens, and the next page starts at the first that did not fit. Every top-level entry is on exactly one page, but which page depends on maxTokens, so keep maxTokens the same while paging; the markdown footer names it beside the next page when it is not the default. A top-level entry larger than maxTokens on its own is alone on its page, cut to the entries under it that fit; only that page has tokenInfo.truncated, and truncatedEntry.estimatedTokens is what the whole entry costs. If maxTokens makes more pages than page accepts (100), page 100 offers no next page and paginationNote names a maxTokens that reaches the rest. The response-level mapId and an entry's contentId together form the pair jamf_docs_get_article accepts for a direct fetch. Markdown output shows the mapId only; use responseFormat="json" (or read structuredContent) for the per-entry contentIds. structuredContent also carries what to send back for the next page: productId (or publicationId), version, language (when one was asked for) and maxTokens. The JSON text has no id or language, and has the budget as tokenInfo.maxTokens. structuredContent.entries is the TOC flattened in document order and always carries every descendant; each entry's depth (0 for top level) is what restores the nesting. The markdown is not the same view: outputMode="full" shows that nesting as indentation, while outputMode="compact" lists only the top-level entries and shows no nesting at all.
| Name | Required | Description | Default |
|---|---|---|---|
| page | No | Page number for pagination (1-100, default: 1) | |
| product | No | Product ID: jamf-pro, jamf-school, jamf-connect, jamf-protect, jamf-now, jamf-safe-internet, jamf-insights, jamf-rapididentity, jamf-trust, jamf-routines, self-service-plus, jamf-app-catalog, jamf-account, jamf-security-cloud, elevate, composer, jamf-parent, jamf-teacher, jamf-setup-reset, jamf-assessment, title-editor, jamf-infrastructure-manager, jamf-adcs-connector, jamf-pki-proxy, jamf-migrate, jamf-remote-assist, jamf-cloud-distribution-service, healthcare-listener | |
| version | No | Specific version (e.g. "11.13.0"); defaults to latest | |
| language | No | Documentation language/locale (default: en-US). Options: en-US, ja-JP, zh-TW, de-DE, es-ES, fr-FR, nl-NL, th-TH, it-IT, pt-BR, zh-CN | |
| maxTokens | No | Maximum tokens in response (100-50000, default: 5000) | |
| outputMode | No | Output detail level: "full" for detailed output or "compact" for brief output | full |
| publication | No | Bundle family id for any Jamf publication, e.g. "technical-paper-laps" or "jamf-pro-release-notes". Use this for the documents that are not one of the products in `product` — release notes, technical papers, courses, evaluation and configuration guides. Exactly one of `product` or `publication` is required. Call jamf_docs_list_products to see the available ids. | |
| responseFormat | No | Output format: "markdown" for human-readable or "json" for machine-readable | markdown |
Output Schema
| Name | Required | Description |
|---|---|---|
| page | Yes | |
| mapId | No | |
| entries | Yes | |
| hasMore | Yes | |
| product | Yes | |
| version | Yes | |
| language | No | |
| maxTokens | Yes | |
| productId | No | |
| localeNote | No | |
| totalPages | Yes | |
| versionNote | No | |
| totalEntries | Yes | |
| publicationId | No | |
| paginationNote | No | |
| truncatedEntry | No |
TDQS
Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?
Annotations already declare readOnly/idempotent/non-destructive, yet the description adds substantial operational detail: how pagination splits by top-level entry, that page assignment depends on maxTokens, that changing maxTokens mid-page breaks paging, the single truncated page behavior, the page-100 cap, and the exact error strings for bad product IDs and missing versions. This is well beyond the safety profile the annotations provide.
Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.
Is the description appropriately sized, front-loaded, and free of redundancy?
Front-loading is good and the Note carries the highest-value content, but two full blocks are redundant: the Args list restates every schema property description verbatim, and the Returns section reproduces an entire JSON response shape that the output schema already defines. Roughly half the text duplicates structured data, diluting an otherwise well-organized payload.
Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.
Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?
For an 8-parameter, paginated tool with a rich output schema, the description covers everything an agent needs: axis selection, the mutual-exclusion constraint, paging stability rules, truncation signaling, structuredContent continuation fields, and the mapId/contentId pairing for article fetches. Return values are where they belong, in the output schema, and the Note supplies the cross-call knowledge the schema cannot.
Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.
Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?
Schema coverage is 100%, so the baseline is 3, but the description contributes genuine semantics the schema does not: 'Exactly one of product and publication is required' (the schema marks neither as required, so this constraint is only available here), the meaning of publication as a bundle family for non-product docs, and outputMode='compact' as a flat list without nested children rather than the schema's generic 'brief output'.
Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.
Does the description clearly state what the tool does and how it differs from similar tools?
States a specific verb and resource ('Get the table of contents for Jamf documentation') and immediately scopes it: 'Browse the navigation structure of either a Jamf product or any single Jamf publication.' It goes further than any sibling by explaining that release notes, technical papers, courses and guides live on the publication axis, not the product axis, so an agent can select correctly without opening a schema.
Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.
Does the description explain when to use this tool, when not to, or what alternatives exist?
Gives clear context: 'Use this to discover what topics are available before searching or retrieving specific articles,' which positions it relative to jamf_docs_search and jamf_docs_get_article. It also points to jamf_docs_list_products for publication ids. It lacks an explicit when-not (e.g., when to skip the TOC and search directly), so it stops short of the top band.
Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.
jamf_docs_glossary_lookupLookup Jamf Glossary TermARead-onlyIdempotent
Look up a term in the Jamf official glossary and get its definition.
This tool searches the Jamf Platform Technical Glossary, one glossary shared by every Jamf product, and returns matching term definitions using fuzzy matching. A term of 4 characters or fewer is treated as an abbreviation and must be a whole word of the entry's name, so "DEP" does not match "zero-touch deployment". A 4-character term may be a plural, or miss a letter or swap two ("MDMs", "LDPA").
Note: Glossary content is currently only available in English (en-US). Non-English language parameters are accepted but results will be in English.
Args:
term (string, required): Glossary term to look up (2-100 characters). Supports fuzzy matching.
product (string, optional): Accepted, but does not filter: Jamf publishes one platform-wide glossary with no product classification
language (string, optional): Documentation language/locale (default: en-US). Note: glossary is English-only.
maxTokens (number, optional): Maximum tokens in response 100-50000 (default: 5000)
outputMode ('full' | 'compact'): Output detail level (default: 'full')
responseFormat ('markdown' | 'json'): Output format (default: 'markdown')
Returns: For JSON format: { "term": string, "totalMatches": number, "entries": [{ "term": string, "definition": string, "url": string }], "tokenInfo": { "tokenCount": number, "truncated": boolean, "maxTokens": number }, "truncatedContent"?: { "omittedCount": number, "omittedItems": [{ "title": string, "estimatedTokens": number }] }, "incomplete"?: { "unfetched": [{ "term": string, "url": string }], "message": string } }
For Markdown format: A formatted list of glossary definitions with source links.
Examples:
"What is MDM?" → term="MDM"
"What is a configuration profile?" → term="Configuration Profile"
"What is Automated Device Enrollment (formerly DEP)?" → term="Automated Device Enrollment"
Errors:
"Glossary lookup for "" failed: ..." (isError) if learn.jamf.com could not be read (a network error, a timeout, or a server error), so the lookup cannot say whether the glossary has the term. This is not a "no match". It may be temporary: try again.
"Invalid option: expected one of ..." (an input validation error) if product is not a known product ID
Note: "No glossary entries found" is not an error. It means the glossary was read and no entry matches; in JSON that is "totalMatches": 0. If entries match but not even the first fits in maxTokens, the reply says how many matched and the maxTokens the first one needs: "truncatedContent" lists each entry left out and the tokens it costs. If some matching entries could not be fetched, the reply answers from the rest and says so: "incomplete" names the entries it may be missing. If the entry that would lead the answer is one of them, that is the error above instead.
| Name | Required | Description | Default |
|---|---|---|---|
| term | Yes | Glossary term to look up (e.g., "MDM", "Configuration Profile", "Automated Device Enrollment") | |
| product | No | Accepted, but does not filter: Jamf publishes one platform-wide glossary with no product classification | |
| language | No | Documentation language/locale (default: en-US). Options: en-US, ja-JP, zh-TW, de-DE, es-ES, fr-FR, nl-NL, th-TH, it-IT, pt-BR, zh-CN | |
| maxTokens | No | Maximum tokens in response (100-50000, default: 5000) | |
| outputMode | No | Output detail level: "full" for detailed output or "compact" for brief output | full |
| responseFormat | No | Output format: "markdown" for human-readable or "json" for machine-readable | markdown |
Output Schema
| Name | Required | Description |
|---|---|---|
| term | Yes | |
| entries | Yes | |
| truncated | Yes | |
| incomplete | No | |
| totalMatches | Yes | |
| truncatedContent | No |
TDQS
Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?
Annotations already cover readOnly/idempotent/openWorld, yet the description adds substantial behavior beyond them: the whole-word rule for terms of 4 characters or fewer, plural/typo tolerance, English-only results even with non-English language params, and a careful distinction between a lookup failure (network/timeout, retryable, 'not a no-match') and a legitimate zero-match result.
Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.
Is the description appropriately sized, front-loaded, and free of redundancy?
Well front-loaded with purpose, then args, returns, examples, and error/no-match semantics in a predictable order. Slight redundancy: the English-only caveat appears twice (once as a standalone note, once in the language arg), and the error section is dense, but nearly every sentence carries load-bearing information.
Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.
Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?
For a 6-parameter tool with an output schema present, the description covers everything else an agent needs: fuzzy-match behavior, abbreviation rules, the no-op product parameter, truncation via truncatedContent, partial results via incomplete, and the error-vs-no-match distinction. Nothing material is missing.
Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.
Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?
Schema coverage is 100%, so the baseline is 3, but the description adds real meaning the schema does not: product is accepted yet filters nothing, and language options are accepted but always yield English content. The fuzzy-matching and abbreviation semantics on term also go beyond the schema's example list.
Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.
Does the description clearly state what the tool does and how it differs from similar tools?
States a specific verb+resource (look up a term in the Jamf official glossary) and immediately scopes it: one platform-wide glossary shared by every Jamf product, with fuzzy matching. An agent can distinguish this from jamf_docs_search/get_article because the resource is explicitly the glossary, not documentation articles.
Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.
Does the description explain when to use this tool, when not to, or what alternatives exist?
Clear context for when to reach for it (definition lookup of a term) and explicit operational guidance on term length, abbreviations, and that product does not filter. It never names a sibling or says when NOT to use this versus jamf_docs_search, so routing is inferable rather than explicit.
Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.
jamf_docs_list_productsList Jamf ProductsARead-onlyIdempotent
List Jamf products, publications, topics, and documentation versions.
Returns two separate catalogues:
Products: the IDs the
productfilter in jamf_docs_search accepts, and theproductparameter of jamf_docs_get_toc. Jamf Pro, Jamf School, Jamf Connect, Jamf Protect, Jamf Now, Jamf Safe Internet and more.Publications: every document Jamf publishes - release notes, technical papers, courses, evaluation and configuration guides - grouped the way Jamf classifies them. Pass one of these IDs as the
publicationparameter of jamf_docs_get_toc. These are documents, not products, and the searchproductfilter does not take them.
Also lists available topic and docType filters for search.
Args:
maxTokens (number, optional): Maximum tokens in response 100-50000 (default: 10000, higher than other tools because this one answers with a whole catalogue)
outputMode ('full' | 'compact'): Output detail level (default: 'full'). Use 'compact' for brief list
responseFormat ('markdown' | 'json'): Output format (default: 'markdown')
Returns: For JSON format: { "products": [...], "publications": [...], "topics": [...], "incomplete"?: { "unavailable": string[], "message": string }, "tokenInfo": { "tokenCount": number, "truncated": boolean, "maxTokens": number } }
For Markdown format: A formatted list of products and topics with their details.
Examples:
"What Jamf products are available?" → use this tool
"List all Jamf documentation" → use this tool
"What topics can I filter by?" → use this tool
"Where are the Jamf Pro release notes?" → use this tool, then get_toc with the publication ID
Note: This is a read-only operation that does not modify any state.
If a source could not be read, the reply lists what it could and says so. "incomplete" then names each unavailable source, its "message" says what that cost, and the Markdown reply says the same at the top. "maps-registry" is learn.jamf.com, where the publication list and the product versions both come from: either can then be missing or a compiled-in default. "jamf-support" is support.jamf.com, whose jamf-support-* publications are then missing. This may be temporary: try again in a minute. No "incomplete" means every source answered.
| Name | Required | Description | Default |
|---|---|---|---|
| maxTokens | No | Maximum tokens in response (100-50000, default: 10000) | |
| outputMode | No | Output detail level: "full" for detailed output or "compact" for brief output | full |
| responseFormat | No | Output format: "markdown" for human-readable or "json" for machine-readable | markdown |
Output Schema
| Name | Required | Description |
|---|---|---|
| topics | Yes | |
| products | Yes | |
| incomplete | No | |
| publications | No |
TDQS
Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?
Annotations already declare readOnlyHint, idempotentHint, and destructiveHint=false, so safety is covered. The description adds genuine behavior beyond that: the `incomplete` failure mode, which underlying sources (maps-registry, jamf-support) can go missing, what each failure costs, and retry guidance. This is rich failure/partial-result disclosure, though it doesn't discuss rate limits or auth.
Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.
Is the description appropriately sized, front-loaded, and free of redundancy?
The catalogue split is front-loaded and the failure-mode note is well organized. However, the 'Args' section and the 'Returns' block largely restate the input schema and the output schema, so several lines are redundant with structured fields already available to the agent.
Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.
Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?
With an output schema present, return values are already specified, and the description still supplies the interpretive context an agent needs: what each catalogue is for, which sibling consumes each ID, the truncation mechanism, and the partial-failure behavior. Nothing needed to call it correctly is missing.
Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.
Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?
Schema coverage is 100% and all three params are documented in the schema, so the baseline is 3. The description goes beyond by explaining why maxTokens defaults higher here ('this one answers with a whole catalogue') and by characterizing 'compact' as a brief list, adding intent the enum alone doesn't convey.
Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.
Does the description clearly state what the tool does and how it differs from similar tools?
States a specific verb and resource ('List Jamf products, publications, topics, and documentation versions') and immediately splits the response into two named catalogues with distinct downstream uses. It explicitly distinguishes what the list contains from sibling operations by naming jamf_docs_search and jamf_docs_get_toc and their respective parameters.
Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.
Does the description explain when to use this tool, when not to, or what alternatives exist?
Provides four concrete example queries mapped to this tool, plus an explicit exclusion ('These are documents, not products, and the search `product` filter does not take them'). The alternative paths (get_toc with product or publication IDs, search with product filter) are named with the condition that selects them.
Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.
jamf_docs_searchSearch Jamf DocumentationARead-onlyIdempotent
Search Jamf documentation for articles matching your query.
This tool searches across all Jamf product documentation including Jamf Pro, Jamf School, Jamf Connect, Jamf Protect, Jamf Now, Jamf Safe Internet, and more. Results include article titles, snippets, and direct links.
Args:
query (string, required): Search keywords (2-200 characters)
product (string, optional): Filter by product ID (use jamf_docs_list_products to see all)
topic (string, optional): Filter by topic. Common: enrollment, profiles, policies, packages, scripts, patch, apps, security, filevault, sso, identity-provider, inventory, reports, api, network. See jamf_docs_list_products for the full list of 40 topic IDs.
docType (string, optional): Filter by document type: documentation, release-notes, training, solution-guide, glossary, getting-started
version (string, optional): Filter by version (e.g., "11.13.0") or "current"
language (string, optional): Documentation language/locale (default: en-US)
limit (number, optional): Maximum results per page 1-50 (default: 10)
page (number, optional): Page number for pagination 1-100 (default: 1)
maxTokens (number, optional): Maximum tokens in response 100-50000 (default: 5000)
outputMode ('full' | 'compact'): Output detail level (default: 'full'). Use 'compact' for brief, token-efficient output
responseFormat ('markdown' | 'json'): Output format (default: 'markdown')
Returns: For JSON format: { "total": number, "query": string, "results": [...], "tokenInfo": { "tokenCount": number, "truncated": boolean, "maxTokens": number }, "pagination": { "page": number, "pageSize": number, "totalPages": number, "totalItems": number, "hasNext": boolean, "hasPrev": boolean }, // Pages outside the product documentation, matched on title and ranked // separately from "results", which carry no score to rank them against. // Omitted when none matched. "otherSources"?: [{ "title": string, "url": string, "source": string }] }
For Markdown format: A formatted list of search results with pagination and token info.
Examples (common query → recommended filters):
"Configure SSO with Okta in Jamf Connect" → query="SSO Okta", product="jamf-connect", topic="sso"
"Set up FileVault encryption" → query="FileVault encryption", product="jamf-pro", topic="filevault"
"Patch macOS apps" → query="patch policy", product="jamf-pro", topic="patch"
"Smart group criteria" → query="smart group criteria", product="jamf-pro", topic="reports"
"Automated Device Enrollment workflow" → query="ADE prestage", product="jamf-pro", topic="enrollment"
"Shared iPad in a classroom" → query="shared iPad classroom", product="jamf-school", topic="education"
"Jamf Protect custom analytic" → query="custom analytic", product="jamf-protect", topic="protect-analytics"
"Jamf Pro REST API authentication" → query="API role bearer token", product="jamf-pro", topic="api"
"Extension attribute scripts" → query="extension attribute script", product="jamf-pro", topic="extension-attributes"
"Paginate through results" → query="policy", page=2
Errors:
"No results found" if search returns empty
"Invalid option: expected one of ..." (an input validation error) if product, topic, docType or language is not one of the values the input schema lists
Note: Results are ranked by relevance. Use filters and pagination to navigate large result sets. Most results carry a mapId + contentId pair; pass both to jamf_docs_get_article to fetch that article directly instead of resolving its URL. The pair is omitted when a result comes from a source that does not resolve one — fall back to the URL in that case.
| Name | Required | Description | Default |
|---|---|---|---|
| page | No | Page number for pagination (1-100, default: 1) | |
| limit | No | Maximum number of results per page (1-50) | |
| query | Yes | Search keywords to find in Jamf documentation | |
| topic | No | Filter by topic. Common: enrollment, profiles, policies, packages, scripts, patch, apps, security, filevault, sso, identity-provider, inventory, reports, api, network. See jamf_docs_list_products for the full list of 40 topic IDs. | |
| docType | No | Filter by document type: documentation, release-notes, training, solution-guide, glossary, getting-started | |
| product | No | Filter by product: jamf-pro, jamf-school, jamf-connect, jamf-protect, jamf-now, jamf-safe-internet, jamf-insights, jamf-rapididentity, jamf-trust, jamf-routines, self-service-plus, jamf-app-catalog, jamf-account, jamf-security-cloud, elevate, composer, jamf-parent, jamf-teacher, jamf-setup-reset, jamf-assessment, title-editor, jamf-infrastructure-manager, jamf-adcs-connector, jamf-pki-proxy, jamf-migrate, jamf-remote-assist, jamf-cloud-distribution-service, healthcare-listener | |
| version | No | Filter by version (e.g., "11.13.0") or "current" | |
| language | No | Documentation language/locale (default: en-US). Options: en-US, ja-JP, zh-TW, de-DE, es-ES, fr-FR, nl-NL, th-TH, it-IT, pt-BR, zh-CN | |
| maxTokens | No | Maximum tokens in response (100-50000, default: 5000) | |
| outputMode | No | Output detail level: "full" for detailed output or "compact" for brief output | full |
| responseFormat | No | Output format: "markdown" for human-readable or "json" for machine-readable | markdown |
Output Schema
| Name | Required | Description |
|---|---|---|
| page | Yes | |
| limit | No | |
| query | Yes | |
| filters | No | |
| hasMore | Yes | |
| results | Yes | |
| totalPages | Yes | |
| suggestions | No | |
| versionNote | No | |
| otherSources | No | |
| totalResults | Yes | |
| relevanceNote | No | |
| paginationNote | No | |
| filterRelaxation | No | |
| truncatedContent | No |
TDQS
Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?
Annotations already cover the safety profile (readOnly, idempotent, non-destructive, openWorld), so the bar is lower. The description still adds real value: result ranking by relevance, defined error messages, token truncation info, and the mapId+contentId hand-off/fallback-to-URL behavior. It omits things like rate limits or caching, hence not a 5.
Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.
Is the description appropriately sized, front-loaded, and free of redundancy?
Purpose is front-loaded and the example block is genuinely useful, but the full JSON/Markdown Returns section duplicates the existing output schema and inflates length. Several Args lines also echo schema descriptions verbatim, so not every sentence earns its place.
Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.
Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?
For an 11-parameter search tool with a full output schema, the description covers errors, ranking, pagination, filtering guidance, and the cross-tool hand-off to jamf_docs_get_article. Nothing an agent needs to call it correctly is missing.
Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.
Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?
Schema description coverage is 100%, so the baseline is 3. The description goes beyond the schema by supplying common topic values and a query-to-filter mapping table that shows how the parameters interact, which materially aids invocation despite much of the Args block restating the schema.
Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.
Does the description clearly state what the tool does and how it differs from similar tools?
States a specific verb and resource ('Search Jamf documentation for articles matching your query') and scopes it ('across all Jamf product documentation including Jamf Pro, Jamf School...'). An agent can immediately separate this from siblings like jamf_docs_get_article or jamf_docs_list_products.
Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.
Does the description explain when to use this tool, when not to, or what alternatives exist?
Provides concrete context and a rich example set mapping natural-language queries to recommended product/topic filters, and routes the agent to jamf_docs_list_products for ID discovery and jamf_docs_get_article for fetching hits. It stops short of stating when NOT to use it (e.g., vs. batch_get_articles or glossary_lookup), so it is strong but not exhaustive.
Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.
Tool Schema Changelog
Recent tool additions, removals, and schema changes observed during successful MCP inspections.
4 tool updates
v6.0.12- Changed
jamf_docs_get_toc4 fields changed- added
Output schema / properties / languageAdded value: +{ + "type": "string" +} - added
Output schema / properties / maxTokensAdded value: +{ + "exclusiveMinimum": 0, + "maximum": 9007199254740991, + "type": "integer" +} - added
Output schema / properties / truncatedEntryAdded value: +{ + "additionalProperties": false, + "properties": { + "estimatedTokens": { + "type": "number" + }, + "shownEntries": { + "type": "number" + }, + "title": { + "type": "string" + }, + "totalEntries": { + "type": "number" + } + }, + "required": [ + "title", + "shownEntries", + "totalEntries", + "estimatedTokens" + ], + "type": "object" +} - changed
Output schema / requiredPrevious value: -[ - "product", - "version", - "totalEntries", - "page", - "totalPages", - "hasMore", - "entries" -]New value: +[ + "product", + "version", + "totalEntries", + "page", + "totalPages", + "hasMore", + "maxTokens", + "entries" +]
- Changed
jamf_docs_glossary_lookup1 field changed- added
Output schema / properties / truncatedContentAdded value: +{ + "additionalProperties": false, + "properties": { + "omittedCount": { + "type": "number" + }, + "omittedItems": { + "items": { + "additionalProperties": false, + "properties": { + "estimatedTokens": { + "type": "number" + }, + "title": { + "type": "string" + } + }, + "required": [ + "title", + "estimatedTokens" + ], + "type": "object" + }, + "type": "array" + } + }, + "required": [ + "omittedCount", + "omittedItems" + ], + "type": "object" +}
- Changed
jamf_docs_list_products1 field changed- added
Output schema / properties / incompleteAdded value: +{ + "additionalProperties": false, + "properties": { + "message": { + "type": "string" + }, + "unavailable": { + "items": { + "type": "string" + }, + "type": "array" + } + }, + "required": [ + "unavailable", + "message" + ], + "type": "object" +}
- Changed
jamf_docs_search1 field changed- added
Output schema / properties / results / items / properties / crossFiledAdded value: +{ + "type": "boolean" +}
3 tool updates
v6.0.11- Changed
jamf_docs_batch_get_articles1 field changed- changed
Input schema / properties / language / descriptionPrevious value: -"Documentation language/locale (default: en-US). Options: en-US, ja-JP, zh-TW, de-DE, es-ES, fr-FR, nl-NL, th-TH, it-IT, pt-BR, zh-CN"New value: +"Documentation language/locale. Overrides the locale in the article URL, which is used when this is omitted. Has no effect on concepts.jamf.com or support.jamf.com URLs. Options: en-US, ja-JP, zh-TW, de-DE, es-ES, fr-FR, nl-NL, th-TH, it-IT, pt-BR, zh-CN"
- Changed
jamf_docs_get_article2 fields changed- changed
Input schema / properties / language / descriptionPrevious value: -"Documentation language/locale (default: en-US). Options: en-US, ja-JP, zh-TW, de-DE, es-ES, fr-FR, nl-NL, th-TH, it-IT, pt-BR, zh-CN"New value: +"Documentation language/locale. Overrides the locale in the article URL, which is used when this is omitted. Has no effect on concepts.jamf.com or support.jamf.com URLs, or on a mapId + contentId pair, whose map is already in one language. Options: en-US, ja-JP, zh-TW, de-DE, es-ES, fr-FR, nl-NL, th-TH, it-IT, pt-BR, zh-CN" - changed
Input schema / properties / url / descriptionPrevious value: -"Full URL of the Jamf documentation article. Alternative: use mapId + contentId for direct fetch."New value: +"Full https:// URL of the Jamf documentation article, on learn.jamf.com, docs.jamf.com, concepts.jamf.com, support.jamf.com. Alternative: use mapId + contentId for direct fetch. One of the two is required."
- Changed
jamf_docs_glossary_lookup3 fields changed- changed
Input schema / properties / product / descriptionPrevious value: -"Filter by product: jamf-pro, jamf-school, jamf-connect, jamf-protect, jamf-now, jamf-safe-internet, jamf-insights, jamf-rapididentity, jamf-trust, jamf-routines, self-service-plus, jamf-app-catalog, jamf-account, jamf-security-cloud, elevate, composer, jamf-parent, jamf-teacher, jamf-setup-reset, jamf-assessment, title-editor, jamf-infrastructure-manager, jamf-adcs-connector, jamf-pki-proxy, jamf-migrate, jamf-remote-assist, jamf-cloud-distribution-service, healthcare-listener"New value: +"Accepted, but does not filter: Jamf publishes one platform-wide glossary with no product classification" - changed
Input schema / properties / term / descriptionPrevious value: -"Glossary term to look up (e.g., \"MDM\", \"Configuration Profile\", \"Smart Group\")"New value: +"Glossary term to look up (e.g., \"MDM\", \"Configuration Profile\", \"Automated Device Enrollment\")" - added
Output schema / properties / incompleteAdded value: +{ + "additionalProperties": false, + "properties": { + "message": { + "type": "string" + }, + "unfetched": { + "items": { + "additionalProperties": false, + "properties": { + "term": { + "type": "string" + }, + "url": { + "type": "string" + } + }, + "required": [ + "term", + "url" + ], + "type": "object" + }, + "type": "array" + } + }, + "required": [ + "unfetched", + "message" + ], + "type": "object" +}
1 tool update
v5.10.6- Changed
jamf_docs_list_products8 fields changed- changed
Input schema / properties / maxTokens / defaultPrevious value: -5000New value: +10000 - changed
Input schema / properties / maxTokens / descriptionPrevious value: -"Maximum tokens in response (100-50000, default: 5000)"New value: +"Maximum tokens in response (100-50000, default: 10000)" - added
Output schema / properties / publications / items / properties / app / itemsAdded value: +{ + "type": "string" +} - changed
Output schema / properties / publications / items / properties / app / typePrevious value: -"string"New value: +"array" - added
Output schema / properties / publications / items / properties / portal / itemsAdded value: +{ + "type": "string" +} - changed
Output schema / properties / publications / items / properties / portal / typePrevious value: -"string"New value: +"array" - added
Output schema / properties / publications / items / properties / utility / itemsAdded value: +{ + "type": "string" +} - changed
Output schema / properties / publications / items / properties / utility / typePrevious value: -"string"New value: +"array"
6 tool updates
v5.10.1- Changed
jamf_docs_batch_get_articles2 fields changed- changed
Input schema / properties / language / descriptionPrevious value: -"Documentation language/locale (default: en-US). Options: en-US, ja-JP, zh-TW, de-DE, es-ES, fr-FR, nl-NL, th-TH"New value: +"Documentation language/locale (default: en-US). Options: en-US, ja-JP, zh-TW, de-DE, es-ES, fr-FR, nl-NL, th-TH, it-IT, pt-BR, zh-CN" - changed
Input schema / properties / language / enumPrevious value: -[ - "en-US", - "ja-JP", - "zh-TW", - "de-DE", - "es-ES", - "fr-FR", - "nl-NL", - "th-TH" -]New value: +[ + "en-US", + "ja-JP", + "zh-TW", + "de-DE", + "es-ES", + "fr-FR", + "nl-NL", + "th-TH", + "it-IT", + "pt-BR", + "zh-CN" +]
- Changed
jamf_docs_get_article2 fields changed- changed
Input schema / properties / language / descriptionPrevious value: -"Documentation language/locale (default: en-US). Options: en-US, ja-JP, zh-TW, de-DE, es-ES, fr-FR, nl-NL, th-TH"New value: +"Documentation language/locale (default: en-US). Options: en-US, ja-JP, zh-TW, de-DE, es-ES, fr-FR, nl-NL, th-TH, it-IT, pt-BR, zh-CN" - changed
Input schema / properties / language / enumPrevious value: -[ - "en-US", - "ja-JP", - "zh-TW", - "de-DE", - "es-ES", - "fr-FR", - "nl-NL", - "th-TH" -]New value: +[ + "en-US", + "ja-JP", + "zh-TW", + "de-DE", + "es-ES", + "fr-FR", + "nl-NL", + "th-TH", + "it-IT", + "pt-BR", + "zh-CN" +]
- Changed
jamf_docs_get_toc11 fields changed- changed
Input schema / properties / language / descriptionPrevious value: -"Documentation language/locale (default: en-US). Options: en-US, ja-JP, zh-TW, de-DE, es-ES, fr-FR, nl-NL, th-TH"New value: +"Documentation language/locale (default: en-US). Options: en-US, ja-JP, zh-TW, de-DE, es-ES, fr-FR, nl-NL, th-TH, it-IT, pt-BR, zh-CN" - changed
Input schema / properties / language / enumPrevious value: -[ - "en-US", - "ja-JP", - "zh-TW", - "de-DE", - "es-ES", - "fr-FR", - "nl-NL", - "th-TH" -]New value: +[ + "en-US", + "ja-JP", + "zh-TW", + "de-DE", + "es-ES", + "fr-FR", + "nl-NL", + "th-TH", + "it-IT", + "pt-BR", + "zh-CN" +] - changed
Input schema / properties / product / descriptionPrevious value: -"Product ID: jamf-pro, jamf-school, jamf-connect, jamf-protect, jamf-now, jamf-safe-internet, jamf-insights, jamf-rapididentity, jamf-trust, jamf-routines, self-service-plus, jamf-app-catalog"New value: +"Product ID: jamf-pro, jamf-school, jamf-connect, jamf-protect, jamf-now, jamf-safe-internet, jamf-insights, jamf-rapididentity, jamf-trust, jamf-routines, self-service-plus, jamf-app-catalog, jamf-account, jamf-security-cloud, elevate, composer, jamf-parent, jamf-teacher, jamf-setup-reset, jamf-assessment, title-editor, jamf-infrastructure-manager, jamf-adcs-connector, jamf-pki-proxy, jamf-migrate, jamf-remote-assist, jamf-cloud-distribution-service, healthcare-listener" - changed
Input schema / properties / product / enumPrevious value: -[ - "jamf-pro", - "jamf-school", - "jamf-connect", - "jamf-protect", - "jamf-now", - "jamf-safe-internet", - "jamf-insights", - "jamf-rapididentity", - "jamf-trust", - "jamf-routines", - "self-service-plus", - "jamf-app-catalog" -]New value: +[ + "jamf-pro", + "jamf-school", + "jamf-connect", + "jamf-protect", + "jamf-now", + "jamf-safe-internet", + "jamf-insights", + "jamf-rapididentity", + "jamf-trust", + "jamf-routines", + "self-service-plus", + "jamf-app-catalog", + "jamf-account", + "jamf-security-cloud", + "elevate", + "composer", + "jamf-parent", + "jamf-teacher", + "jamf-setup-reset", + "jamf-assessment", + "title-editor", + "jamf-infrastructure-manager", + "jamf-adcs-connector", + "jamf-pki-proxy", + "jamf-migrate", + "jamf-remote-assist", + "jamf-cloud-distribution-service", + "healthcare-listener" +] - added
Input schema / properties / publicationAdded value: +{ + "description": "Bundle family id for any Jamf publication, e.g. \"technical-paper-laps\" or \"jamf-pro-release-notes\". Use this for the documents that are not one of the products in `product` — release notes, technical papers, courses, evaluation and configuration guides. Exactly one of `product` or `publication` is required. Call jamf_docs_list_products to see the available ids.", + "maxLength": 200, + "minLength": 1, + "type": "string" +} - changed
Input schema / properties / version / descriptionPrevious value: -"Specific version (defaults to latest)"New value: +"Specific version (e.g. \"11.13.0\"); defaults to latest" - added
Input schema / properties / version / patternAdded value: +"^(?:current|\\d+(?:\\.\\d+)*)$" - removed
Input schema / requiredRemoved value: -[ - "product" -] - added
Output schema / properties / localeNoteAdded value: +{ + "type": "string" +} - added
Output schema / properties / publicationIdAdded value: +{ + "type": "string" +} - changed
Output schema / requiredPrevious value: -[ - "product", - "productId", - "version", - "totalEntries", - "page", - "totalPages", - "hasMore", - "entries" -]New value: +[ + "product", + "version", + "totalEntries", + "page", + "totalPages", + "hasMore", + "entries" +]
- Changed
jamf_docs_glossary_lookup4 fields changed- changed
Input schema / properties / language / descriptionPrevious value: -"Documentation language/locale (default: en-US). Options: en-US, ja-JP, zh-TW, de-DE, es-ES, fr-FR, nl-NL, th-TH"New value: +"Documentation language/locale (default: en-US). Options: en-US, ja-JP, zh-TW, de-DE, es-ES, fr-FR, nl-NL, th-TH, it-IT, pt-BR, zh-CN" - changed
Input schema / properties / language / enumPrevious value: -[ - "en-US", - "ja-JP", - "zh-TW", - "de-DE", - "es-ES", - "fr-FR", - "nl-NL", - "th-TH" -]New value: +[ + "en-US", + "ja-JP", + "zh-TW", + "de-DE", + "es-ES", + "fr-FR", + "nl-NL", + "th-TH", + "it-IT", + "pt-BR", + "zh-CN" +] - changed
Input schema / properties / product / descriptionPrevious value: -"Filter by product: jamf-pro, jamf-school, jamf-connect, jamf-protect, jamf-now, jamf-safe-internet, jamf-insights, jamf-rapididentity, jamf-trust, jamf-routines, self-service-plus, jamf-app-catalog"New value: +"Filter by product: jamf-pro, jamf-school, jamf-connect, jamf-protect, jamf-now, jamf-safe-internet, jamf-insights, jamf-rapididentity, jamf-trust, jamf-routines, self-service-plus, jamf-app-catalog, jamf-account, jamf-security-cloud, elevate, composer, jamf-parent, jamf-teacher, jamf-setup-reset, jamf-assessment, title-editor, jamf-infrastructure-manager, jamf-adcs-connector, jamf-pki-proxy, jamf-migrate, jamf-remote-assist, jamf-cloud-distribution-service, healthcare-listener" - changed
Input schema / properties / product / enumPrevious value: -[ - "jamf-pro", - "jamf-school", - "jamf-connect", - "jamf-protect", - "jamf-now", - "jamf-safe-internet", - "jamf-insights", - "jamf-rapididentity", - "jamf-trust", - "jamf-routines", - "self-service-plus", - "jamf-app-catalog" -]New value: +[ + "jamf-pro", + "jamf-school", + "jamf-connect", + "jamf-protect", + "jamf-now", + "jamf-safe-internet", + "jamf-insights", + "jamf-rapididentity", + "jamf-trust", + "jamf-routines", + "self-service-plus", + "jamf-app-catalog", + "jamf-account", + "jamf-security-cloud", + "elevate", + "composer", + "jamf-parent", + "jamf-teacher", + "jamf-setup-reset", + "jamf-assessment", + "title-editor", + "jamf-infrastructure-manager", + "jamf-adcs-connector", + "jamf-pki-proxy", + "jamf-migrate", + "jamf-remote-assist", + "jamf-cloud-distribution-service", + "healthcare-listener" +]
- Changed
jamf_docs_list_products1 field changed- added
Output schema / properties / publicationsAdded value: +{ + "items": { + "additionalProperties": false, + "properties": { + "app": { + "type": "string" + }, + "id": { + "type": "string" + }, + "locales": { + "items": { + "type": "string" + }, + "type": "array" + }, + "portal": { + "type": "string" + }, + "title": { + "type": "string" + }, + "utility": { + "type": "string" + }, + "versions": { + "items": { + "type": "string" + }, + "type": "array" + } + }, + "required": [ + "id", + "title", + "locales", + "versions" + ], + "type": "object" + }, + "type": "array" +}
- Changed
jamf_docs_search8 fields changed- changed
Input schema / properties / language / descriptionPrevious value: -"Documentation language/locale (default: en-US). Options: en-US, ja-JP, zh-TW, de-DE, es-ES, fr-FR, nl-NL, th-TH"New value: +"Documentation language/locale (default: en-US). Options: en-US, ja-JP, zh-TW, de-DE, es-ES, fr-FR, nl-NL, th-TH, it-IT, pt-BR, zh-CN" - changed
Input schema / properties / language / enumPrevious value: -[ - "en-US", - "ja-JP", - "zh-TW", - "de-DE", - "es-ES", - "fr-FR", - "nl-NL", - "th-TH" -]New value: +[ + "en-US", + "ja-JP", + "zh-TW", + "de-DE", + "es-ES", + "fr-FR", + "nl-NL", + "th-TH", + "it-IT", + "pt-BR", + "zh-CN" +] - changed
Input schema / properties / product / descriptionPrevious value: -"Filter by product: jamf-pro, jamf-school, jamf-connect, jamf-protect, jamf-now, jamf-safe-internet, jamf-insights, jamf-rapididentity, jamf-trust, jamf-routines, self-service-plus, jamf-app-catalog"New value: +"Filter by product: jamf-pro, jamf-school, jamf-connect, jamf-protect, jamf-now, jamf-safe-internet, jamf-insights, jamf-rapididentity, jamf-trust, jamf-routines, self-service-plus, jamf-app-catalog, jamf-account, jamf-security-cloud, elevate, composer, jamf-parent, jamf-teacher, jamf-setup-reset, jamf-assessment, title-editor, jamf-infrastructure-manager, jamf-adcs-connector, jamf-pki-proxy, jamf-migrate, jamf-remote-assist, jamf-cloud-distribution-service, healthcare-listener" - changed
Input schema / properties / product / enumPrevious value: -[ - "jamf-pro", - "jamf-school", - "jamf-connect", - "jamf-protect", - "jamf-now", - "jamf-safe-internet", - "jamf-insights", - "jamf-rapididentity", - "jamf-trust", - "jamf-routines", - "self-service-plus", - "jamf-app-catalog" -]New value: +[ + "jamf-pro", + "jamf-school", + "jamf-connect", + "jamf-protect", + "jamf-now", + "jamf-safe-internet", + "jamf-insights", + "jamf-rapididentity", + "jamf-trust", + "jamf-routines", + "self-service-plus", + "jamf-app-catalog", + "jamf-account", + "jamf-security-cloud", + "elevate", + "composer", + "jamf-parent", + "jamf-teacher", + "jamf-setup-reset", + "jamf-assessment", + "title-editor", + "jamf-infrastructure-manager", + "jamf-adcs-connector", + "jamf-pki-proxy", + "jamf-migrate", + "jamf-remote-assist", + "jamf-cloud-distribution-service", + "healthcare-listener" +] - changed
Input schema / properties / version / descriptionPrevious value: -"Filter by version (e.g., \"11.5.0\", \"10.x\")"New value: +"Filter by version (e.g., \"11.13.0\") or \"current\"" - added
Input schema / properties / version / patternAdded value: +"^(?:current|\\d+(?:\\.\\d+)*)$" - added
Output schema / properties / otherSourcesAdded value: +{ + "items": { + "additionalProperties": false, + "properties": { + "source": { + "type": "string" + }, + "title": { + "type": "string" + }, + "url": { + "type": "string" + } + }, + "required": [ + "title", + "url", + "source" + ], + "type": "object" + }, + "type": "array" +} - added
Output schema / properties / results / items / properties / otherVersionsAdded value: +{ + "items": { + "type": "string" + }, + "type": "array" +}
2 tool updates
v4.3.1- Changed
jamf_docs_get_article3 fields changed- added
Output schema / properties / contentLocaleAdded value: +{ + "type": "string" +} - added
Output schema / properties / navigationAdded value: +{ + "additionalProperties": false, + "properties": { + "childCount": { + "type": "number" + }, + "children": { + "items": { + "additionalProperties": false, + "properties": { + "title": { + "type": "string" + }, + "url": { + "type": "string" + } + }, + "required": [ + "title", + "url" + ], + "type": "object" + }, + "type": "array" + }, + "parent": { + "additionalProperties": false, + "properties": { + "title": { + "type": "string" + }, + "url": { + "type": "string" + } + }, + "required": [ + "title", + "url" + ], + "type": "object" + }, + "self": { + "additionalProperties": false, + "properties": { + "title": { + "type": "string" + }, + "url": { + "type": "string" + } + }, + "required": [ + "title", + "url" + ], + "type": "object" + }, + "siblingCount": { + "type": "number" + }, + "siblings": { + "items": { + "additionalProperties": false, + "properties": { + "title": { + "type": "string" + }, + "url": { + "type": "string" + } + }, + "required": [ + "title", + "url" + ], + "type": "object" + }, + "type": "array" + } + }, + "required": [ + "self", + "siblings", + "children", + "siblingCount", + "childCount" + ], + "type": "object" +} - added
Output schema / properties / versionStatusAdded value: +{ + "enum": [ + "latest", + "superseded" + ], + "type": "string" +}
- Changed
jamf_docs_get_toc2 fields changed- added
Output schema / properties / entries / items / properties / depthAdded value: +{ + "maximum": 9007199254740991, + "minimum": 0, + "type": "integer" +} - changed
Output schema / properties / entries / items / requiredPrevious value: -[ - "title", - "url" -]New value: +[ + "title", + "url", + "depth" +]
6 tool updates
v4.0.6- Changed
jamf_docs_batch_get_articles2 fields changed- changed
Input schema / $schemaPrevious value: -"http://json-schema.org/draft-07/schema#"New value: +"https://json-schema.org/draft/2020-12/schema" - changed
Output schema / $schemaPrevious value: -"http://json-schema.org/draft-07/schema#"New value: +"https://json-schema.org/draft/2020-12/schema"
- Changed
jamf_docs_get_article5 fields changed- changed
Input schema / $schemaPrevious value: -"http://json-schema.org/draft-07/schema#"New value: +"https://json-schema.org/draft/2020-12/schema" - changed
Input schema / properties / contentId / patternPrevious value: -"^[a-zA-Z0-9_~\\-]+$"New value: +"^[a-zA-Z0-9_~-]+$" - changed
Input schema / properties / mapId / patternPrevious value: -"^[a-zA-Z0-9_~\\-]+$"New value: +"^[a-zA-Z0-9_~-]+$" - changed
Output schema / $schemaPrevious value: -"http://json-schema.org/draft-07/schema#"New value: +"https://json-schema.org/draft/2020-12/schema" - added
Output schema / properties / tokenCountAdded value: +{ + "type": "number" +}
- Changed
jamf_docs_get_toc8 fields changed- changed
Input schema / $schemaPrevious value: -"http://json-schema.org/draft-07/schema#"New value: +"https://json-schema.org/draft/2020-12/schema" - changed
Input schema / properties / product / descriptionPrevious value: -"Product ID: jamf-pro, jamf-school, jamf-connect, jamf-protect"New value: +"Product ID: jamf-pro, jamf-school, jamf-connect, jamf-protect, jamf-now, jamf-safe-internet, jamf-insights, jamf-rapididentity, jamf-trust, jamf-routines, self-service-plus, jamf-app-catalog" - changed
Output schema / $schemaPrevious value: -"http://json-schema.org/draft-07/schema#"New value: +"https://json-schema.org/draft/2020-12/schema" - added
Output schema / properties / mapIdAdded value: +{ + "type": "string" +} - added
Output schema / properties / paginationNoteAdded value: +{ + "type": "string" +} - added
Output schema / properties / productIdAdded value: +{ + "type": "string" +} - added
Output schema / properties / versionNoteAdded value: +{ + "type": "string" +} - changed
Output schema / requiredPrevious value: -[ - "product", - "version", - "totalEntries", - "page", - "totalPages", - "hasMore", - "entries" -]New value: +[ + "product", + "productId", + "version", + "totalEntries", + "page", + "totalPages", + "hasMore", + "entries" +]
- Changed
jamf_docs_glossary_lookup3 fields changed- changed
Input schema / $schemaPrevious value: -"http://json-schema.org/draft-07/schema#"New value: +"https://json-schema.org/draft/2020-12/schema" - changed
Input schema / properties / product / descriptionPrevious value: -"Filter by product: jamf-pro, jamf-school, jamf-connect, jamf-protect"New value: +"Filter by product: jamf-pro, jamf-school, jamf-connect, jamf-protect, jamf-now, jamf-safe-internet, jamf-insights, jamf-rapididentity, jamf-trust, jamf-routines, self-service-plus, jamf-app-catalog" - changed
Output schema / $schemaPrevious value: -"http://json-schema.org/draft-07/schema#"New value: +"https://json-schema.org/draft/2020-12/schema"
- Changed
jamf_docs_list_products2 fields changed- changed
Input schema / $schemaPrevious value: -"http://json-schema.org/draft-07/schema#"New value: +"https://json-schema.org/draft/2020-12/schema" - changed
Output schema / $schemaPrevious value: -"http://json-schema.org/draft-07/schema#"New value: +"https://json-schema.org/draft/2020-12/schema"
- Changed
jamf_docs_search6 fields changed- changed
Input schema / $schemaPrevious value: -"http://json-schema.org/draft-07/schema#"New value: +"https://json-schema.org/draft/2020-12/schema" - changed
Input schema / properties / product / descriptionPrevious value: -"Filter by product: jamf-pro, jamf-school, jamf-connect, jamf-protect"New value: +"Filter by product: jamf-pro, jamf-school, jamf-connect, jamf-protect, jamf-now, jamf-safe-internet, jamf-insights, jamf-rapididentity, jamf-trust, jamf-routines, self-service-plus, jamf-app-catalog" - changed
Output schema / $schemaPrevious value: -"http://json-schema.org/draft-07/schema#"New value: +"https://json-schema.org/draft/2020-12/schema" - added
Output schema / properties / filtersAdded value: +{ + "additionalProperties": false, + "properties": { + "docType": { + "type": "string" + }, + "language": { + "type": "string" + }, + "product": { + "type": "string" + }, + "topic": { + "type": "string" + }, + "version": { + "type": "string" + } + }, + "type": "object" +} - added
Output schema / properties / limitAdded value: +{ + "type": "number" +} - added
Output schema / properties / paginationNoteAdded value: +{ + "type": "string" +}
TDQS
Scored across 6 tools
Each tool has a distinct purpose: list_products for catalogs, search for discovery, get_toc for navigation, glossary_lookup for terms, get_article for single retrieval, and batch_get_articles for bulk retrieval. No overlapping functionality, and descriptions clarify boundaries.
All tools share the jamf_docs_ prefix and snake_case, but the verb patterns vary slightly: most are verb_noun (list_products, get_toc, get_article), while search is a bare verb and glossary_lookup is noun_verb. Minor deviation, still readable.
Six tools are well-scoped for a documentation server, covering discovery, search, navigation, retrieval, bulk retrieval, and glossary. Each tool earns its place, and the count is within the ideal 3–15 range.
The set covers the full documentation lifecycle: listing products/publications/topics/versions, searching with filters, browsing TOCs, looking up glossary terms, and retrieving single or multiple articles. No obvious gaps for the stated purpose.
Maintenance
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