Autorouter MCP Server

autorouter

One tool instead of every tool.

Every MCP server you register injects its full tool list — names, descriptions, JSON schemas — into the system prompt on every single turn. Five servers and a handful of skills is routinely 20–30k tokens of permanent overhead, paid whether or not the task touches any of them. It also makes tool selection worse: more candidates means more mis-picks.

autorouter is an MCP server that exposes ~4 stable tools and hides everything else behind a search. The model asks for what it needs in natural language, gets back a few ranked candidates, reads one schema, and calls it through the router.

find_capabilities({ query: "inspect recent deployment errors" })
  → mcp:deployments/get_logs       (tool)
  → mcp:monitoring/search_events   (tool)
  → skill:incident-triage          (skill)

describe_capability({ id: "mcp:deployments/get_logs" })
call_capability({ id: "mcp:deployments/get_logs", arguments: { lines: 50 } })

Install

npm install -g autorouter-mcp        # or: npx autorouter-mcp <command>
autorouter init --target claude      # claude | codex | cursor | vscode
autorouter adopt --target claude     # ← the step that actually saves context

adopt is not optional. Registering the router alongside your existing servers is a net increase: their schemas are still loaded and the router adds four more tools. adopt moves the downstream entries out of the harness config and into the router's own, so the harness loads one server and the router still reaches all of them.

MCP servers are not the whole bill. Skills and plugins load through entirely separate mechanisms — every SKILL.md contributes its name and description to the system prompt, and an enabled plugin contributes its own skills, commands and servers just by being installed. On Claude Code, adopt handles those too, using the only two levers the harness exposes:

The router still finds all of them — it reads ~/.claude/skills and installed_plugins.json directly, which record installation, not what the harness has enabled. That is what makes disabling a plugin a move rather than a deletion.

Two things are refused rather than done quietly. A plugin whose MCP servers the router cannot reach (usually OAuth, where the harness holds the token and the router does not) stays enabled — disabling it would take away a server that currently works. So does a plugin whose servers the router never learned about, which happens if you drop "plugins" from import. Both are reported as skip lines with the reason.

Use --servers-only to keep the old behaviour, --skill-mode off to remove the slash command as well, and --keep-skill / --keep-plugin to exempt individual ones. Codex, Cursor and VS Code have no skill or plugin concept, so there is nothing extra to do there.

Run autorouter doctor to see the difference:

## Context cost
  exposing everything: ~12,400 tokens
  router surface:      ~700 tokens
  still loaded direct: ~11,700 tokens (10,800 servers + 900 skills)
  actually saved:      ~0 tokens per request (0%)

## Not yet adopted
  claude
    servers: project-tools, docs-search, issue-tracker
    plugins: ui-toolkit
    skills: code-review, incident-response
    → autorouter adopt --target claude

That "still loaded direct" line is what adoption removes. Every removal is backed up verbatim to ~/.autorouter/adopted/ before anything is written; autorouter restore --target claude puts it back byte for byte.

How it finds things

Retrieve, then rerank.

1. BM25 over every capability, always on, no dependencies. The tokenizer splits camelCase and snake_case (get_user → get, user, getuser) and boosts fields: name ×3, keywords ×2, description ×1, schema ×0.5.
2. Embeddings, optional. Voyage or OpenAI; scores are min-max normalized and fused 0.5 × bm25 + 0.5 × cosine. An absent or unreachable provider is not an error — it degrades to pure lexical.
3. A selector model reranks the shortlist. It should be the cheapest model in whichever harness you are using, so init asks which one when it cannot infer it, and stores the answer in that harness's own server entry.

The selector backend

Three ways to reach a model, tried in this order under "mode": "auto":

The CLI backend is the one that usually fires, and it exists because the other two usually cannot. Sampling is the protocol's own answer and almost nothing implements it. The API backend then asks for an ANTHROPIC_API_KEY that a Claude Code subscriber has no reason to own — they logged in, they did not buy a key — so the router would degrade to raw index order while telling them to go purchase access to a model they are already paying for. Meanwhile claude is sitting on PATH, already authenticated. Shelling out to it reuses that login with nothing to configure and no second bill.

What it costs is process startup, which makes a CLI selector slower than a direct HTTPS request. That is why a configured API key still outranks it. Selections are memoized per query and candidate set for the life of the process, so the price is paid once per distinct search, not once per turn.

The harness is stripped back to a reranker. A default headless agent may boot hooks, language servers, plugin sync and project-instruction discovery that a short ranking task does not need. The subprocess therefore runs with --bare --tools "" --setting-sources "" and MAX_THINKING_TOKENS=0 (Codex: --ephemeral -s read-only). The empty tool list is a correctness property before it is a saving: a selector that could edit files would be a different program.

"selector": {
  "mode": "auto",          // auto | sampling | cli | api | off
  "provider": "cli",
  "cliCommand": "claude",  // only needed if the binary is not under its usual name
  "model": "haiku",
  "candidates": 30,
  "maxResults": 8,
  "timeoutMs": 20000       // raised automatically to the backend's own floor
}

It is also started with an empty MCP config (--strict-mcp-config, mcp_servers={}) — inheriting the router's own wiring would load the exact catalog the router exists to keep out of context, and on a bad day recurse into the router itself.

model is passed through only when you set it. Codex rejects model names an account's plan does not carry, so the account default is what it gets otherwise.

mode: "off" skips reranking entirely and returns raw index order, which is fast, free, and noticeably worse.

Downstream servers are not spawned at startup. The catalog is built once and persisted to ~/.cache/autorouter/catalog.json; a server is cold-started only when one of its capabilities is first called.

What it indexes

Skills, commands and agents are also republished as slash commands.

Harness configs are imported rather than duplicated: ~/.claude.json (global and per-project) and .mcp.json, ~/.codex/config.toml, ~/.cursor/mcp.json, ~/.vscode/mcp.json, and installed Claude Code plugins.

Configuration

autorouter.json — looked up at $AUTOROUTER_CONFIG, ./.autorouter.json, ./autorouter.json, ~/.config/autorouter/config.json, ~/.autorouter.json.

{
  "import": ["claude", "codex", "cursor", "plugins"],
  "servers": { "custom": { "command": "…", "args": [] } },
  "skillPaths": ["~/.claude/skills", ".claude/skills"],
  "exclude": ["media.generate_video"], // never surfaced at all
  "alwaysExpose": ["code-search.search"], // stays first-class, never adopted
  "confirm": ["database.execute_statement"], // first call is rejected, must re-issue
  "selector": { "mode": "auto" },
  "embeddings": {
    "provider": "voyage",
    "model": "voyage-3-lite",
    "apiKeyEnv": "VOYAGE_API_KEY",
  },
}

Env overrides (AUTOROUTER_IMPORT, AUTOROUTER_SELECTOR_MODEL, AUTOROUTER_SELECTOR_MODE, AUTOROUTER_EMBEDDINGS_PROVIDER, …) let each harness pin its own behaviour without a shared global file. AUTOROUTER_HOME redirects every home-relative path, for tests and containers.

Slash commands

Adopting a plugin into the router would otherwise cost you its slash commands: Claude Code reads commands/*.md off disk, and nothing over MCP can add to that list. What it does surface as slash commands are MCP prompts, so every skill, plugin command and subagent in the catalog is republished as one:

/mcp__autorouter__find <what you want to do>
/mcp__autorouter__plugin_name_command_name
/mcp__autorouter__skill_name

Bodies are substituted the way the native loader substitutes them — $ARGUMENTS for everything you typed, $1..$9 positionally — so a command file written for Claude Code behaves identically through the router. argument-hint frontmatter is passed through as the argument description. Names are prefixed with the owning plugin, so two plugins shipping a setup command both stay reachable rather than one silently shadowing the other.

Tools are deliberately not published here. A prompt returns text for the model to act on and cannot return a tool result, so a slash command for database_write would look callable and do nothing. Tools reach the model through search instead.

Harness support

Searching returns a tool with its full description and input schema, not a summary — the same information a native tool listing carries, because a truncated description leaves the model guessing argument names, and a guessed argument is the whole difference between roughly reliable and reliable.

Better still, where the client honours notifications/tools/list_changed, find_capabilities promotes what it matched to real first-class tools. The model then makes an ordinary tool call: the host validates arguments against the real schema, the permission prompt names the real tool rather than call_capability, and the router is not in the execution path at all. It becomes a loader that decides what is in your tool list, not a middleman on every call.

Where it is unsupported the schema travels inline in the search result instead, and activate_capabilities is never advertised, so the model is never told about a tool it cannot use. Override the detection with AUTOROUTER_DYNAMIC=on|off|auto. A tool registered mid-turn may not be callable until the next turn on Claude Code, so call_capability always remains as the same-turn fallback and returns an identical result.

Token budgets

A router that leaks context is just a slower way of loading everything, so the three surfaces that persist or accumulate are each bounded in tokens, not in item count. Counting items looks like a bound and is not one: tool definitions vary widely in size, so the context cost of "15 tools" depends entirely on what the model happened to search for.

Tools promoted by the search in flight are never evicted — a tool that vanishes between being offered and being called is worse than one never offered.

Schemas are compacted everywhere they are repeated: $schema, title and examples are dropped, and prose is trimmed, more aggressively the deeper it sits. Every structural field survives untouched — names, types, enums, required, nesting, and additionalProperties: false — because dropping one of those turns a valid call into a guessed one. This reduces repeated schema size without changing what is callable.

describe_capability is the exception and returns the schema verbatim: it exists precisely to recover anything a budgeted result had to leave out.

CLI

For agents that have a shell but no MCP, the same engine is directly usable:

autorouter search "chart a csv"
autorouter search "query a database" --raw --limit 5
autorouter describe skill:dataviz
autorouter call mcp:deployments/get_logs --args '{"lines":50}'
autorouter list --kind skill
autorouter doctor
autorouter reindex

autorouter adopt --target claude --dry-run          # preview, change nothing
autorouter adopt --target claude --servers-only     # skip skills and plugins
autorouter adopt --target claude --keep project-tools --keep-plugin ui-toolkit
autorouter restore --target claude                  # undo the most recent adopt

autorouter login                                    # which servers need a grant
autorouter login remote-server                      # authorize one (opens a browser)
autorouter logout remote-server                     # forget a stored grant

OAuth servers

Some remote MCP servers carry no credentials in their visible configuration. The working token is an OAuth grant obtained by the harness, stored in the harness's credential store, and issued specifically to that harness.

The router does not read it. It runs its own authorization-code flow and holds its own grant, which means it also works under Codex and Cursor, neither of which has a token to borrow:

autorouter login remote-server
autorouter reindex

Registration is RFC 7591 dynamic client registration, so there is no app to create first. Tokens live in ~/.autorouter/oauth/<server>.json at 0600 and are refreshed automatically; logout deletes them. The loopback redirect uses a fixed port (33418, --port or $AUTOROUTER_OAUTH_PORT to change it) because the redirect URI is baked into the registration a provider stores — a grant obtained on one port cannot be refreshed from another.

Choosing permissions

A dynamically registered client may default to every scope the provider advertises, including write or administrative permissions. That can leave a search tool holding a token capable of destructive actions. Scopes are the only restriction that survives a prompt injection, so pick them deliberately:

autorouter login remote-server --list-scopes
autorouter login remote-server --read-only
autorouter login remote-server --scopes "projects:read,data:read"

--read-only keeps the scopes whose names do not grant mutation. It is a heuristic over naming conventions (:write, admin, manage, all) and it cannot infer the permissions behind opaque scope names. --scopes is the exact lever when the heuristic cannot tell. Where a provider offers no read-only subset at all, --read-only fails loudly rather than requesting an empty scope, which most providers read as "give the default".

Scopes are fixed when the grant is issued, so narrowing an existing one means --force and a fresh authorization. A re-login inherits the previous narrowing unless you pass a new one, and autorouter login with no argument prints what each stored grant actually covers.

Until a server has a grant, adopt refuses to move it or to disable the plugin that supplies it. Moving a server the router cannot reach would delete a working capability, so doctor and adopt both print the exact login command instead.

The trade-off, stated plainly

Routing means your host's permission prompt sees call_capability, not database.execute_statement. That is a real loss of granularity and this tool does not pretend otherwise. Three mitigations: exclude means a capability is never surfaced; confirm rejects the first attempt with the resolved target spelled out and requires the model to re-issue with confirm: true; and every result is prefixed with the resolved server/tool so the transcript stays auditable.

Adopting skills and plugins edits ~/.claude/settings.json, a file you also edit by hand. The whole file is backed up verbatim alongside the server moves and restore rewrites it byte for byte, but it is a shared file and worth knowing about. Hidden skills default to user-invocable-only rather than off for the same reason: /name keeps working, so the capability is relocated, not removed.

Development

bun install
bun test
bun run src/cli.ts doctor
bun run build          # bun build src/cli.ts --target=node --outfile dist/cli.js

The build targets Node so npx works for people who do not have Bun.

See CONTRIBUTING.md for the invariants worth knowing before changing anything — chiefly that nothing is spawned at startup, that every write adopt makes has to restore byte for byte, and that the selector subprocess runs with no tools by design.

Licence

MIT. Security reports go through SECURITY.md, not the public issue tracker.