MCP Server Builder
anthropics/skills
Guides the design and implementation of Model Context Protocol servers in TypeScript or Python, from tool naming and error messages to evaluation.
This skill helps an LLM build correct native Model Context Protocol integrations with @ax-llm/ax.
$ npx skills add dosco/aithy --skill ax-mcp -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install dosco/aithy ax-mcp --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/dosco/aithy.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.claude/skills/ax-mcp .claude/skills/ax-mcp && rm -rf skills-srcUse ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.
Claude Code skills documentation · loads skills from .claude/skills/
Install the "ax-mcp" agent skill from https://github.com/dosco/aithy/tree/main/.claude/skills/ax-mcp into .claude/skills/ax-mcp/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ax-mcp", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/dosco/aithy/tree/main/.claude/skills/ax-mcpType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add dosco/aithy --skill ax-mcp -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install dosco/aithy ax-mcp --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/dosco/aithy.git skills-src && mkdir -p .agents/skills && cp -r skills-src/.claude/skills/ax-mcp .agents/skills/ax-mcp && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "ax-mcp" agent skill from https://github.com/dosco/aithy/tree/main/.claude/skills/ax-mcp into .agents/skills/ax-mcp/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ax-mcp", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add dosco/aithy --skill ax-mcp -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install dosco/aithy ax-mcp --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/dosco/aithy.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/.claude/skills/ax-mcp .cursor/skills/ax-mcp && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "ax-mcp" agent skill from https://github.com/dosco/aithy/tree/main/.claude/skills/ax-mcp into .cursor/skills/ax-mcp/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ax-mcp", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/dosco/aithy.git --path .claude/skills/ax-mcp--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add dosco/aithy --skill ax-mcp -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install dosco/aithy ax-mcp --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/dosco/aithy.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/.claude/skills/ax-mcp .gemini/skills/ax-mcp && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "ax-mcp" agent skill from https://github.com/dosco/aithy/tree/main/.claude/skills/ax-mcp into .gemini/skills/ax-mcp/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ax-mcp", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install dosco/aithy ax-mcpInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add dosco/aithy --skill ax-mcp -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/dosco/aithy.git skills-src && mkdir -p .github/skills && cp -r skills-src/.claude/skills/ax-mcp .github/skills/ax-mcp && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "ax-mcp" agent skill from https://github.com/dosco/aithy/tree/main/.claude/skills/ax-mcp into .github/skills/ax-mcp/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ax-mcp", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add dosco/aithy --skill ax-mcp -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install dosco/aithy ax-mcp --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/dosco/aithy.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/.claude/skills/ax-mcp .opencode/skills/ax-mcp && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "ax-mcp" agent skill from https://github.com/dosco/aithy/tree/main/.claude/skills/ax-mcp into .opencode/skills/ax-mcp/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ax-mcp", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
ax-mcpThis skill helps an LLM build correct native Model Context Protocol integrations with @ax-llm/ax.
Ax MCP is an agent skill from dosco/aithy. This skill helps an LLM build correct native Model Context Protocol integrations with @ax-llm/ax. Use when the user asks about AxMCPClient, MCP transports, tools, prompts, resources, subscriptions, tasks, sampling, elicitation, roots, authentication, OAuth, MCP Apps, recording/replay, or MCP integration with AxGen, AxAgent, AxFlow, chat, optimization, and AxEventRuntime.
Its SKILL.md is about 4.4k tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.
It sits in Agent Workflows, covering MCP servers. It works with Model Context Protocol. The repository describes itself as: A personal AI agent that can work safely on your machine, remember useful context, and keep its data under your control. The licence is Apache-2.0.
Read from SKILL.md and the folder at commit 0c9855f. It shows what the files ask for, not the result of running them.
Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.
From allowed-tools in the SKILL.md frontmatter.
Shell commands in SKILL.md call:
npmFrom the folder's file list and the shell code blocks in SKILL.md.
No URLs in SKILL.md. Its commands use npm, which can reach the network depending on how they are called.
From URLs in SKILL.md, links to its own repository left out.
Names these keys or tokens, usually read from environment variables:
MCP_ACCESS_TOKENFrom names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Ax MCP loads about 4.4k tokens when it runs. Until then it costs about 95 tokens; SKILL.md has 1,762 words of instructions outside code blocks.
Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.
The automated check found no risky patterns in SKILL.md.
Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.
The full file from dosco/aithy at commit 0c9855f, republished under its Apache-2.0 licence (© dosco). 1,762 words, ~4,392 tokens.
.claude/skills/ax-mcp/SKILL.md (or your agent's skills folder).Use MCP as a live protocol client, not as a function-conversion utility. Keep the client, session, catalogs, raw content, tasks, notifications, identity policy, and cancellation context intact through Ax execution.
mcp; do not put them in functions.toFunction() for native integration. It is a lossy compatibility
adapter for old applications only.namespace.era on 'auto' unless deployment policy pins a known legacy or
modern endpoint.authorizeToolCall before side-effecting tools execute.AxMCPStreamableHTTPTransport for current remote MCP servers.AxMCPHTTPSSETransport only for legacy HTTP/SSE servers.AxMCPWebSocketTransport for a server with a custom WebSocket binding.AxMCPStdioTransport from @ax-llm/ax-tools for local Node processes.AxMCPTransport for application-owned bindings.import {
AxMCPClient,
AxMCPStreamableHTTPTransport,
axMCPBearerAuthentication,
} from '@ax-llm/ax';
const transport = new AxMCPStreamableHTTPTransport(
'https://mcp.example.com/mcp',
{
authentication: axMCPBearerAuthentication(
() => process.env.MCP_ACCESS_TOKEN!
),
}
);
const docs = new AxMCPClient(transport, {
namespace: 'docs',
maxConcurrency: 4,
authorizeToolCall: async ({ tool }) =>
tool.annotations?.destructiveHint !== true,
});The TypeScript client supports two wire models through one API:
2025-11-25) initializes a stateful session, sends the
initialized notification, uses resource subscribe/unsubscribe requests, and
may resume GET/SSE with Last-Event-ID.2026-07-28) is stateless. It probes server/discover, sends
protocol metadata and routing headers on every request, listens through a
long-running subscriptions/listen POST, and uses Tasks v2.Automatic classification is the default and can be persisted with eraStore.
Pin era: 'legacy' or era: 'modern' only when the endpoint contract is
known. getEra() reports the classified era after initialization.
const modern = new AxMCPClient(transport, {
namespace: 'inventory',
era: 'auto',
readCache: true,
logLevel: 'info',
});
const discovery = await modern.discover();
console.log(modern.getEra(), discovery.supportedVersions);discover() performs initialization/classification but returns only for a
modern endpoint. For era-neutral application code, use inspectCatalog(); it
works in both eras.
For local stdio:
import { AxMCPClient } from '@ax-llm/ax';
import { AxMCPStdioTransport } from '@ax-llm/ax-tools';
const stdio = new AxMCPStdioTransport({
command: 'node',
args: ['./server.mjs'],
});
const local = new AxMCPClient(stdio, { namespace: 'local' });AxMCPStdioTransport owns its child process. After local.close(), also call
stdio.terminate() until the stdio transport exposes the common close()
lifecycle directly.
Attach clients in constructor or forward options. Per-call options override instance defaults.
const gen = ax('question:string -> answer:string', { mcp: docs });
const result = await gen.forward(llm, { question }, {
mcpContext: [
{ client: 'docs', resource: { uri: 'docs://guide' } },
],
});mcpContext resolves selected prompts or resources before the first model
call and adds attributed, untrusted context. Native tool calls retain client
identity and raw MCP results in memory. streamingForward() keeps Ax output
streaming separate from MCP progress and task events.
const assistant = agent('query:string -> answer:string', {
mcp: [docs, search],
mcpInheritance: 'all',
functionDiscovery: true,
contextFields: [],
});Agents expose native modules under mcp.<namespace>:
mcp.docs.tools.<tool>
mcp.docs.prompts.list()
mcp.docs.prompts.get(name, args)
mcp.docs.resources.list()
mcp.docs.resources.templates()
mcp.docs.resources.read(uri)
mcp.docs.resources.subscribe(uri)
mcp.docs.resources.unsubscribe(uri)
mcp.docs.tasks.get(taskId)
mcp.docs.tasks.cancel(taskId)
mcp.docs.complete(...)RLM actor definitions and discovery use these exact runtime paths. MCP tools
are callable as mcp.<namespace>.tools.<tool> and UCP operations as
ucp.<namespace>.<operation>; neither protocol is exposed to the model as
bare provider-native functions.
Modern modules also expose task input/update behavior through the client.
tasks.list() and tasks.result() are legacy task-draft compatibility APIs and
reject modern servers.
Use mcpInheritance: 'all', 'none', or a namespace allowlist. The resulting
live execution context propagates through Agent stages, llmQuery, RLM, and
child programs. Large catalogs participate in Agent discovery; do not copy
their tools into an inline functions array.
Pass mcp in Flow defaults or forward options. Nested nodes inherit the same
execution context unless mcpInheritance restricts it. Parallel nodes share
the client while respecting its concurrency limit and abort signal.
Use axMCPChat(ai, request, { mcp }) for a high-level non-streaming native MCP
tool loop. Do not build a second ad-hoc tool dispatcher around ai.chat().
An endpoint is only the server address. The server owns tool names, prompt names, resource names, resource URIs, and URI templates. Discover one cloned snapshot before asking users to configure identifiers:
const catalog = await docs.inspectCatalog();
console.log(catalog.tools);
console.log(catalog.prompts);
console.log(catalog.resources);
console.log(catalog.resourceTemplates);
const prompt = await docs.getPrompt('review', { topic: 'MCP' });
const resource = await docs.readResource('docs://guide');
const completion = await docs.complete(reference, argument);inspectCatalog({ refresh: true }) forces fresh bounded pagination. Snapshot
mutation cannot change the live client. List-change notifications refresh the
catalog revision, and native Ax model steps rebuild tool definitions when that
revision changes. Concrete resources can be selected immediately. URI
templates are discoverable but never expanded automatically; applications
construct an authorized concrete URI and may use MCP completion to suggest
argument values.
Modern tool calls, prompt reads, and resource reads may return
resultType: 'input_required'. Ax fulfills the embedded roots, sampling, or
elicitation requests through the same host handlers used by legacy server
requests, then repeats the original operation with the latest input responses
and byte-exact requestState.
The generated Python, Java, C++, Go, and Rust clients fulfill roots and host-callback elicitation in modern MRTR rounds. They advertise elicitation only when a real handler is installed, never advertise sampling, and reject a truthy sampling option during initialization. Legacy inbound elicitation and MRTR sampling remain TypeScript-only.
Configure only handlers the host can enforce. Ax limits the loop to five input
rounds by default; use maxInputRounds for a stricter policy. A missing handler
or exhausted round limit is a protocol error. The tool concurrency slot stays
held throughout all rounds.
Modern Tasks v2 are server-directed. callTool() auto-awaits an unsolicited
task by default, so Ax tool bindings keep returning the final tool result. Use
callToolOutcome() or taskHandling: 'expose' when the application needs the
task handle, and answer input_required work with provideTaskInput():
const outcome = await docs.callToolOutcome('reindex', { scope: 'all' });
if (outcome.kind === 'task') {
const task = await docs.getTask(outcome.task.taskId);
if (task.status === 'input_required') {
await docs.provideTaskInput(task.taskId, {
approval: { action: 'accept', content: { approved: true } },
});
}
if (task.status === 'working') await docs.cancelTask(task.taskId);
}Use subscribeTaskStatus or subscribeEvents for observation. Keep polling
available because task notifications are optional. Pass Ax abort signals
through program execution; never blindly replay a tool call after an uncertain
post-side-effect failure.
callToolTask(), listTasks(), and getTaskResult() remain functional only
for legacy task-draft servers and are deprecated. Modern completed results and
errors are embedded in tasks/get.
Use AxMCPEventSource with AxEventRuntime. A subscription callback only
publishes an event into the inbox. Explicit routes decide whether to observe,
invalidate, wake, or resume.
const source = new AxMCPEventSource({
client: docs,
resourceSubscriptions: {
select: (resource) =>
resource.mimeType === 'text/markdown' &&
resource.name === 'Engineering guide',
},
identity: { tenantId: 'tenant-1' },
trust: 'authenticated',
});
const runtime = eventRuntime({
allowVolatile: true,
sources: [source],
routes: [
...axMCPEventRoutes({ client: docs }),
eventRoute('guide-updated')
.types('mcp.resource.updated')
.authenticated()
.wake(
eventTarget('reviewer')
.program(reviewer)
.ai(llm)
.input((input) =>
input.field('uri', eventPath.data('uri'))
)
.build()
)
.build(),
],
});Safe defaults are:
'all' -> explicitly subscribe to all discovered concrete resourcesinvalidateobserveinput_required and terminal task states -> resume the owning continuationThe signature-aware input plan is the data boundary. Raw event data remains in
eventContext; only fields selected with segment-safe eventPath descriptors
become program inputs. Use multiple matching routes to fan one notification out
to multiple Agents with independent authorization and run records.
Managed sources refresh and diff their selection after
notifications/resources/list_changed. They keep the prior selection if a
selector throws, retain successful wire transitions after a partial failure,
and retry incomplete work on the next change or reconnect. The client tracks a
separate logical owner for manual subscriptions, every source, and restored
intent: only the first owner sends resources/subscribe, and only the last
release sends resources/unsubscribe. Closing a source cannot break another
owner. Closing the client terminates all ownership and transport state.
Listening is era-aware. Legacy clients maintain resource subscriptions with
resources/subscribe and resume a GET/SSE stream with Last-Event-ID when the
server supports it. Modern clients place catalog interests, concrete resource
URIs, and known task IDs in subscriptions/listen; changes restart that POST
stream with a fresh request ID and no resume header. In both eras,
startListening() is nonblocking and returns a handle with ready, done,
and close().
For the detailed lifecycle and troubleshooting guide, read
docs/MCP_SUBSCRIPTIONS.md and use the checked-in six-language MCP examples.
Configure handlers on AxMCPClient when advertising the corresponding client
capability:
sampling for sampling/createMessageelicitation for form or URL elicitationroots for roots/listonProgress, onLoggingMessage, and onTaskStatus for observationDo not advertise a client capability without a working host handler and policy.
For simple authentication, compose axMCPBearerAuthentication,
axMCPBasicAuthentication, axMCPAPIKeyAuthentication,
axMCPHMACAuthentication, or a caller-defined strategy in the HTTP transport.
Use the transport oauth option for protected-resource discovery, PKCE,
client metadata or dynamic registration, refresh, challenge-driven scope
step-up, DPoP, PAR/JAR/RAR, mTLS, revocation, introspection, client credentials,
or enterprise-managed authorization. Supply persistent token and registration
stores in distributed deployments. Never serialize tokens into Ax program or
event state.
Generated Python, Java, C++, Go, and Rust transports implement the portable
OAuth middle tier: RFC 9728 well-known and challenge discovery, RFC 8414/OIDC
authorization-server metadata, PKCE S256 authorization-code exchange,
RFC 8707 resource binding, refresh with a 60-second skew, client credentials,
and RFC 9207 iss. Configure the language's AxMCPOAuthOptions with
clientId, an endpoint-keyed tokenStore, onAuthCode, and requireIss.
The host callback receives an authorization URL and returns code, state,
and iss; it owns browser or headless interaction. none and
client_secret_post are the only generated-port client authentication modes.
Do not suggest TypeScript-only DPoP, CIMD/DCR, JAR, PAR, RAR, mTLS,
revocation/introspection, JWT validation, or enterprise-managed authorization
for a generated-language client. Use npm run test:mcp-oauth as the
credential-free cross-language gate. See docs/MCP_UCP.md for compact
per-language configuration snippets.
Keep SSRF protection enabled for remote discovery and redirect handling. Relax loopback or HTTP restrictions only for controlled local development.
For checked-in Streamable HTTP examples, set AX_MCP_ENDPOINT. A localhost
TypeScript demo must opt in explicitly with
ssrfProtection: { allowHTTP: true, allowLoopback: true }; never copy that
configuration to a remote endpoint. Generated examples use their equivalent
requireHttps / allowLocalhost / allowPrivateNetworks fields only for
127.0.0.1.
For a real local check, run src/examples/mcp-event-demo-server.ts, set
AX_MCP_ENDPOINT=http://127.0.0.1:3001/mcp, and trigger
/control/resource or /control/task/complete. The mandatory credential-free
matrix is npm run test:mcp-events:generated; provider-backed examples are
advisory and require their documented API key.
Negotiate official extensions through client capabilities. Use
AxMCPAppBridge for MCP App resources and host messages; enforce CSP,
permissions, visibility, allowed tools, and untrusted model-context policy.
Do not render arbitrary HTML returned from a normal tool result as an MCP App.
Wrap a real transport with AxMCPRecordingTransport to capture deterministic
protocol interactions. Use AxMCPReplayTransport for tests, optimization, and
evaluation. Live MCP evaluation is rejected by default because repeated model
runs could repeat external side effects; opt in only deliberately.
finally.Generated transports currently supervise legacy long-lived GET/SSE connections
and resume with Last-Event-ID when available. Generated event runtimes remain
host-driven: schedule delayed work with nextDueAt() and runDue(). Rust hosts
also call AxMCPEventSource.poll() to drain protocol callbacks on the host
thread. Close the source/runtime before the caller-owned client so unsubscribe
and cancellation messages can still be sent.
For generic inbox, continuation, store, and sink behavior, use the
ax-event-runtime skill. For program-specific behavior, combine this skill with
ax-gen, ax-agent, or ax-flow.
© dosco, Apache-2.0. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
Just SKILL.md in .claude/skills/ax-mcp of dosco/aithy.
Open the folder on GitHubat commit 0c9855f
Ax MCP next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Ax MCP this skilldosco/aithy | 107 | — | ~4.4k | Automated safety check: Pass | Apache-2.0 | |
| MCP Server Builderanthropics/skills | 180k | 63 repos | ~2.3k | Automated safety check: Pass | Apache-2.0 | |
| MCP Server BuildershareAI-lab/learn-claude-code | 78k | 5 repos | ~1.2k | Automated safety check: Pass | MIT | |
| MCP Integration for Pluginsanthropics/claude-plugins-official | 38k | 11 repos | ~3.1k | Automated safety check: Pass | Apache-2.0 | |
| MCP Server Builder with mcp-usemcp-use/mcp-use | 11k | — | ~923 | Automated safety check: Pass | Apache-2.0 | |
| Agents SDKcloudflare/skills | 3k | 2 repos | ~3k | Automated safety check: Pass | Apache-2.0 |
anthropics/skills
Guides the design and implementation of Model Context Protocol servers in TypeScript or Python, from tool naming and error messages to evaluation.
shareAI-lab/learn-claude-code
Walks through building MCP servers in Python or TypeScript that expose tools, resources and prompts to Claude, with templates, registration and testing.
anthropics/claude-plugins-official
Explains how to bundle Model Context Protocol servers in a Claude Code plugin, covering config files, stdio, SSE, HTTP and WebSocket server types, and authentication.
mcp-use/mcp-use
Builds, modifies, debugs, migrates and verifies TypeScript MCP servers and MCP Apps with the mcp-use framework, treating the installed package's types as the source of truth.
cloudflare/skills
Build, debug, or review Cloudflare Agents SDK applications using the agents package.
awslabs/cli-agent-orchestrator
Enable, operate, and extend CAO's MCP Apps surface — the host-rendered fleet dashboard visible inside MCP App hosts (Claude Desktop, ChatGPT, VS Code Copilot, Goose, Postman).
dosco/aithy
This skill helps an LLM generate correct AxAgent observability code using @ax-llm/ax.
dosco/aithy
This skill helps an LLM generate correct AxAgent tuning and evaluation code using @ax-llm/ax.
dosco/aithy
This skill helps an LLM generate correct audio code with @ax-llm/ax.
dosco/aithy
This skill helps an LLM generate correct AxGEPA optimization code using @ax-llm/ax.
dosco/aithy
This skill helps with using the @ax-llm/ax TypeScript library for building LLM applications.
dosco/aithy
This skill helps an LLM generate correct playbook code using @ax-llm/ax.
Works with
Categories
This skill helps an LLM build correct native Model Context Protocol integrations with @ax-llm/ax. Ax MCP is an agent skill from dosco/aithy. This skill helps an LLM build correct native Model Context Protocol integrations with @ax-llm/ax.
Ax MCP fits situations like: the user asks about AxMCPClient; recording/replay; MCP integration with AxGen.
Run `npx skills add dosco/aithy --skill ax-mcp -a claude-code`. Or copy the skill folder (.claude/skills/ax-mcp in dosco/aithy) into .claude/skills/ax-mcp in your project. Claude Code loads it when a task matches its description.
Run `npx skills add dosco/aithy --skill ax-mcp -a codex`. Or copy the skill folder (.claude/skills/ax-mcp in dosco/aithy) into .agents/skills/ax-mcp in your project. Codex loads it when a task matches its description.
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add dosco/aithy --skill ax-mcp -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/ax-mcp, .gemini/skills/ax-mcp, .github/skills/ax-mcp and .opencode/skills/ax-mcp in your project.
Going by SKILL.md and its folder, Ax MCP needs the command-line tools its instructions call (npm) and credentials named MCP_ACCESS_TOKEN. Our summary lists: A credential in MCP_ACCESS_TOKEN.
SKILL.md contains no URLs. Its commands use npm, which can reach the network depending on how they are called. This is read from the text; nothing was executed.
Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.
Ax MCP is published under the Apache-2.0 licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 4.4k tokens (SKILL.md is roughly 18k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
Skills that share tags, products or a category with Ax MCP: MCP Server Builder (anthropics/skills, 180k stars), MCP Server Builder (shareAI-lab/learn-claude-code, 78k stars), MCP Integration for Plugins (anthropics/claude-plugins-official, 38k stars) and MCP Server Builder with mcp-use (mcp-use/mcp-use, 11k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
dosco (a GitHub user) maintains it in dosco/aithy, which has 107 GitHub stars. The repository holds 17 skills in this directory. The repository was last updated on August 31, 2026.
Source: dosco/aithy on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.