Frugal

frugal

The open routing layer for AI tools.

Frugal is an MCP server that sits between your agent and its tool providers. You describe the job — a search, an extraction, a render, or just an intent — and Frugal decides how to complete it, routing each call per policy: cheapest capable provider by default, fastest or premium when you say so, pinned or denied when compliance says so, with automatic failover when a provider errors or comes up empty. Every response carries the decision — provider_used, cost_usd, and (via frugal__execute) a one-line reason — so you can audit why each call went where it did.

Works with any model. One Go binary. Your keys. No account. Self-host everything, no lock-in. Source-available (BUSL 1.1 → Apache 2.0).

Install to first intelligently routed tool call: under five minutes.

frugal.sh

Install

curl -fsSL https://frugal.sh/install | bash
frugal mcp install

The first command drops the binary in your $PATH. The second auto-detects Claude Desktop, Cursor, AnythingLLM, and Claude Code and merges frugal into each configured MCP server list.

AnythingLLM

frugal mcp install finds AnythingLLM Desktop on its own and merges frugal into <storage>/plugins/anythingllm_mcp_servers.json. For a self-hosted or Docker AnythingLLM, point the installer at that instance's storage directory (the same path its own STORAGE_DIR uses):

ANYTHINGLLM_STORAGE_DIR=/path/to/anythingllm/storage frugal mcp install --client anythingllm

Restart AnythingLLM, then look for frugal under Agent Skills → MCP Servers. The tools load for agent sessions, so call them from an @agent chat. In Docker, the command path must resolve inside the container — mount the frugal binary in, or run frugal mcp serve --http on the host and register it as a streamable server instead.

Try it now (no keys)

Search and extract work out of the box: Marginalia (free index of the indie / non-commercial web), Wikipedia (free Wikimedia REST search), and go-readability (free, pure-Go local extractor) ship enabled with zero configuration. This is the default cheap policy at work — free and local rungs first, failover when a provider comes up empty. Captured from a live zero-key run:

frugal__search {"query": "AI agent framework comparison", "max_results": 3}

  stderr › search zero hits; falling back  provider=marginalia latency_ms=529
  result › {
    "provider_used": "wikipedia",
    "cost_usd": 0,
    "latency_ms": 954,
    "results": [
      {"title": "Gemini Enterprise Agent Platform", "url": "https://en.wikipedia.org/wiki/Gemini_Enterprise_Agent_Platform", ...},
      {"title": "Perplexity AI", "url": "https://en.wikipedia.org/wiki/Perplexity_AI", ...},
      {"title": "Agentic commerce", "url": "https://en.wikipedia.org/wiki/Agentic_commerce", ...}
    ]
  }

Honest limits: Marginalia is genuinely good for essays, docs, blogs, and niche technical writing, and weak on mainstream news and product pages; Wikipedia covers entities and reference topics. Zero-key mode is a real workflow for research and local extraction — it is not a Google-grade SERP. One env var changes that: SEARXNG_URL (free, self-hosted) or SERPER_API_KEY ($0.001/call) gives the chain a stronger rung to fall to.

Routing policies

Declare per capability how the provider chain is ordered, in ~/.frugal/config/models.yaml:

routing:
  search:
    strategy: fast            # cheap (default) | fast | premium
    deny: [youcom]            # never called — not by fallback, not even pinned
  extract:
    order: [firecrawl, goreadability]  # explicit preference; unlisted providers still fall back

• cheap (default) — effective cost ascending, quota-aware; automatic

failover up the ladder.

• fast — ordered by your machine's own observed latency (from the

local usage ledger, successful calls only). Falls back to cost order until enough history exists. Not a live probe.

• premium — prefers your premium-priced providers, list price

descending.

• order — an explicit preference list. It's a prefix, not a

whitelist: unlisted providers still serve as fallback.

• deny — providers that must never be called. Enforced on pinned

calls too; this is the honest privacy knob (e.g. deny every paid provider and nothing leaves your free/local rungs).

Every call chain logs which policy ran, and frugal__execute returns it in the response.

Describe the job: frugal__execute

Instead of picking a tool, an agent can state the intent and a priority. Frugal classifies it onto a capability (URL and keyword cues — deterministic, no model call) and routes under your policy. Captured from a live zero-key run:

frugal__execute {"intent": "search for MCP server security best practices"}

  stderr › search zero hits; falling back  provider=marginalia latency_ms=273
  result › {
    "capability": "search",
    "provider_used": "wikipedia",
    "cost_usd": 0,
    "latency_ms": 650,
    "reason": "routed to a web search; policy=cheap: effective cost ascending; provider=wikipedia won on attempt 2",
    "results": [
      {"title": "ChatGPT", "url": "https://en.wikipedia.org/wiki/ChatGPT", ...},
      ...
    ]
  }

priority: "cheap" | "balanced" | "premium" maps onto the policies above (balanced defers to your configured strategy). A URL intent runs an extract and falls forward to a headless render when the page needs JS, with the costs summed. The reason field is the receipt: what was decided, under which policy, and which provider won on which attempt. The direct tools (frugal__search, frugal__extract, frugal__browse) remain for callers that already know the capability.

See what you kept

Cost is Frugal's flagship policy, and the receipt is its proof. Every call lands in a local ledger (~/.frugal/usage, JSONL, never leaves your machine; FRUGAL_STATS=off disables it). frugal stats prints the month's receipt:

frugal receipt · July 2026 (UTC)
────────────────────────────────────────────────
tool      provider            calls         paid
search    marginalia              1      $0.0000
search    wikipedia               1      $0.0000
extract   goreadability           1      $0.0000
────────────────────────────────────────────────
total                             3      $0.0000

same calls at premium rack rate*         $0.0060
you paid                                 $0.0000
────────────────────────────────────────────────
you saved                      $0.0060   (100%)
────────────────────────────────────────────────
* rack rate = list price of each capability's premium
  provider, snapshotted at call time. failed calls excluded.

Only the call that actually produced your result earns rack credit — fallback attempts and zero-hit whiffs don't inflate the number.

Set your keys (optional)

Add keys to unlock stronger paid providers. Frugal reads them from your environment and only registers tools whose providers are configured:

# Search — frugal__search
export SEARXNG_URL=...           # free, self-hosted (Marginalia + Wikipedia need no key)
export SERPER_API_KEY=...        # cheap paid
export YDC_API_KEY=...           # premium paid (You.com)

# Extract — frugal__extract (goreadability is free, no key)
export FIRECRAWL_API_KEY=...     # premium paid (JS-rendered pages)

# Browse — frugal__browse
export BROWSERLESS_TOKEN=...     # headless render

That's it. Restart your agent. Only the tools whose providers are configured get registered.

The routing table

Tool prices haven't fallen the way model prices have. You.com at $0.005/call is 5× Serper at $0.001/call. SearXNG, running on your own machine, is free.

| Capability | Free / local | Cheap paid | Premium paid | Status | |---|---|---|---|---| | Search | SearXNG · Marginalia · Wikipedia | Serper $0.001/call | You.com $0.005/call | shipping | | Extract | go-readability (local) | — | Firecrawl $0.001/page | shipping | | Browse | local Playwright (deferred) | Browserless $0.002/render | Browserbase (planned) | partial | | Code exec | local Docker | E2B ~$0.10/hr (2 vCPU) | Modal | planned | | Embeddings | nomic-embed-text, bge-large | text-embedding-3-small $0.02/1M tok | 3-large, Voyage-3, Cohere | planned | | Transcription | whisper.cpp | Deepgram Nova $0.0043/min | OpenAI Whisper $0.006/min | planned |

Under the cheap policy Frugal walks the columns left to right and you keep the gap; fast and premium reorder the walk; deny fences columns off entirely. Cost is one policy among several — but it's the one with a receipt.

What ships today

One MCP server, four tools, eight providers:

• frugal__execute — shipping. Describe the job (intent,

optional priority); heuristic classification onto a capability, then policy-routed. Returns the full routing trace (capability, provider_used, cost_usd, reason).

• frugal__search — shipping. Routed across SearXNG (free,

self-hosted), Marginalia (free, public), Wikipedia (free, public), Serper ($0.001/call), and You.com ($0.005/call). When a free provider returns zero hits the chain falls through to the next rung; a paid provider returning zero hits ends the chain (the query has no hits — no point paying a pricier provider to confirm).

• frugal__extract — shipping. Routed across go-readability

(free, pure-Go local Readability) and Firecrawl (~$0.001/page, JS-rendered).

• frugal__browse — partial. Browserless (~$0.002/render,

headless Chrome) shipping; local Playwright deferred.

• Routing policies — shipping. Per-capability strategy

(cheap / fast / premium), explicit order, deny lists.

• frugal stats — the local savings receipt (see above).
• Stdio + Streamable HTTP transports.
• HTTP transport supports bearer-token auth (FRUGAL_AUTH_TOKEN),

per-IP rate limiting, and a /metrics endpoint (Prometheus text: frugal_calls_total{tool=,provider=} etc.).

• frugal mcp install writes the right config into Claude Desktop,

Cursor, AnythingLLM, and Claude Code.

Roadmap

• Phase 3 — embeddings, transcription, code execution, local chat

models, semantic cache.

• Phase 4 — Frugal Cloud (not shipped — waitlist open). The binary

stays local and self-hostable; Cloud adds the team layer on top:

• Hosted policy management (edit routing policies in a dashboard,

deploy to every app)

• Team workspaces and shared policy templates
• Usage analytics and cost reporting across the org
• Provider health monitoring and routing traces
• Org-wide API key management

Everything in Phase 4 is roadmap, not product. The open router never requires it — no lock-in. Join the waitlist

From source

git clone https://github.com/brainsparker/frugal.git && cd frugal && make build

License

BUSL 1.1 — self-hosting and internal commercial use are permitted. Each release converts to Apache 2.0 four years after publication. Plain-English summary in LICENSE-BUSL-FAQ.md.

Security

Private vulnerability reports via GitHub Security Advisories. Full policy in SECURITY.md.