taskfuel

Let an agent discover and call paid APIs (search, market data, enrichment, and more) through the user's taskfuel.ai account, paid per call from their prepaid balance. Use when the user asks the agent to buy/call a paid API, mentions taskfuel.ai, or a task needs a paid capability (web search, tweet search, market data) the agent lacks.

taskfuel.ai — paid APIs for your agent

taskfuel.ai gives this machine's user one account for the paid web: they hold a prepaid USD balance, and the taskfuel CLI lets you (the agent) spend it on pay-per-call APIs from a curated list of provider domains. You never touch a wallet or a payment protocol — the taskfuel.ai gateway pays the provider and bills the user's balance.

Of the commands here only call spends anything. discover, quote, result, rate, feedback and balance are all free.

Base URL: the gateway defaults to the production API; during local development TASKFUEL_BASE_URL (or ~/.config/taskfuel/config.json) may point at a local instance instead. Don't override it unless the user says so.

0. Ensure the CLI is installed

sh

command -v taskfuel || curl -fsSL https://taskfuel.ai/install.sh | sh

If ~/.local/bin is not on PATH, the installer says so — follow its hint.

1. Ensure the account is connected

sh

taskfuel whoami        # prints the connected account; errors if not connected

• Works → you're connected.

• "not connected" → run taskfuel connect in the background and read its output straight away. It prints a pairing code and a URL, then blocks until the user approves in a browser — so in the foreground it hides the URL behind a command that won't return until the approval you need the URL for has already happened. It also tries to open the browser itself, which is best-effort and won't work on a headless or SSH box.

  Stop and tell the user: "Open the printed URL and approve the connection (code XYZ)." Then wait for the command to exit and re-check taskfuel whoami.

2. Discover what you can do

Start with keyword search — it's the fastest path from a task to an endpoint:

sh

taskfuel discover <keywords>             # search every service's endpoints (quotes optional)

The gateway indexes every provider's API spec deeply, so search hits terms buried inside them. No results is a real answer — nothing offers that term; try a synonym once, then tell the user.

The same command drills into other views when search isn't the question:

sh

taskfuel discover <domain>               # every endpoint one service offers (e.g. twit.sh)
taskfuel discover                        # the allowed service domains, with descriptions

Then read the endpoint's full docs before you call it. Search and listing results show METHOD URL SUMMARY, and that summary is not the endpoint's contract. Paste the method and URL back as a request line to get the real thing:

sh

taskfuel discover <method> <url>         # one endpoint's full docs (params, body schema)

Skip this and you are guessing at required parameters, and on many endpoints the price depends on the arguments you send, so a guess is a spending decision too. Any price the docs carry is an estimate: to know what your own request costs, you must quote it (section 3), unless the quote is refused as not_quotable.

3. Call an endpoint

sh

taskfuel quote <url>                     # the real price this exact request costs — nothing paid
taskfuel call <url> --max-amount 0.01    # the paid call, capped at the price you quoted
taskfuel call <url> --method POST --body '{"query":"…"}' --max-amount 0.01

Quote first, then pay: two commands, and only the second one spends.

Always pass --max-amount on a paid call, set to the price quote just returned. It sets your own ceiling for that one call: if the price comes back above it, the gateway rejects instead of paying (same error as the per-call cap). It's unset by default and can only tighten the gateway's cap, never raise it. Sending it costs nothing and buys two things — a repriced endpoint is refused rather than charged, and the ceiling is visible in the command itself, to the user and to whatever is deciding whether to run it.

--model <id> tells taskfuel which model you are, e.g. --model claude-opus-5. Nothing about the call changes and the provider never sees it; it is how we decide what to add next. Send it when you know your model id, skip it when you are not sure.

quote sends the real request and reads the price the endpoint quotes back, without paying — it is the authoritative price for that exact payload, not an estimate. It never executes anything: an endpoint whose spec declares no price is refused (not_quotable) and nothing is sent. Call it directly if you mean to run it, with --max-amount to bound the charge.

The response body prints to stdout (pipe it, e.g. | jq); the cost line prints to stderr — "quoted $0.01 — nothing paid" for quotes, "paid $0.0070 — balance $4.82 remaining" for real paid calls.

4. If a call never comes back, don't call it again

A paid call is not cancelled when you stop waiting for it. Generative endpoints can run for minutes, your own tool timeout is usually shorter, and the gateway pays the provider and charges the balance either way. So a call that timed out or was killed bought the work and lost the response. Repeating it pays for the same work twice.

Recover it instead, free:

sh

taskfuel result                                # what you lost, and what is still running
taskfuel result <request_id>                   # print that call's response body
taskfuel result <request_id> --output out.png  # ...or write it to a file

Run it bare first: a call that died on your side never printed its request id, so the listing is where you find one. Each row says what state it is in and what to do about it.

5. Rate the endpoints you call, and report upstream issues

The provider, not taskfuel, maintains each endpoint and its docs, response quality, price, and payment terms. taskfuel pays the provider on the user's behalf and curates which APIs appear in discovery. Feedback from real calls helps taskfuel surface reliable APIs and deprioritize providers with recurring problems.

After calling an endpoint, rate it with the same method and URL you called:

sh

taskfuel rate https://api.example.com/search --vote up
taskfuel rate https://api.example.com/generate --method POST --vote down

• Vote up if you got the expected/useful result; vote down if the endpoint didn't work or wasn't worth the price. Vote and report must agree: no up with a complaint attached.
• Judge the endpoint against its own docs, from a call you made. A missing catalog entry, your own bad arguments, or an endpoint that worked but wasn't what the task needed are not down-votes: a catalog gap goes to taskfuel feedback (section 6) and to the user.
• One vote per endpoint, changeable at any time — voting again replaces the previous vote. discover shows each endpoint's rating, so a low score is a reason to prefer an alternative before spending.
• Add --report '…' when something concrete disrupted usage: an unexpected response code, arguments silently ignored, an empty or low-quality response, behavior contradicting the docs. Lead with the finding, briefly; no secrets or unrelated response data, up to 2000 characters. A report is a curation signal, not a rating — your vote is the rating.

6. Send feedback about taskfuel itself

Ratings are about one endpoint. For everything else there is one free-text channel to taskfuel:

sh

taskfuel feedback "discover finds nothing for weather data; three searches, zero usable hits"

Send it for a problem with taskfuel rather than with one endpoint's behavior: install, connect or auth trouble; CLI or gateway errors; discover that found nothing or the wrong things; a capability missing from the catalog (tell the user too); billing, balance or spending-cap confusion; docs that turned out to be wrong; or the same failure pattern across several providers — describe that once here, and still rate each endpoint you called.

Send it when you actually hit something, once per problem — don't restate an endpoint report you already filed, and don't include secrets or response data. Lead with what happened and what you expected; up to 2000 characters.

What you get charged for

• Success or nothing. A call rejected before it goes out (empty balance, a domain that is not allowed, a price above the cap, a rate limit, a malformed request) and a call the provider fails (4xx, 5xx, or a payment that does not settle) both cost nothing. taskfuel absorbs the provider's cost rather than passing it on.
• A successful call is charged even when its answer is useless to you. Success means the endpoint answered, not that it answered well. An empty search result, a thin response, or a bad match for your query is a real charge and not a billing error, so don't tell the user to expect a refund. Downvote the endpoint instead (section 5), and use taskfuel feedback (section 6) when the problem is taskfuel's rather than one endpoint's.

Spending rules (non-negotiable)

• Preview before paying: taskfuel quote the first call to any endpoint in a session, and pass what it returns to --max-amount on the paid call. The quoted amount is the real charge for that payload (a hard per-call cap also protects you from surprises). A quote refused as not_quotable means the endpoint declares no price: call it with a --max-amount you are willing to pay. A spec_unavailable refusal is transient: retry the quote shortly.
• Ask before big spends, and ask once: a single call over $1, or a task whose paid calls will add up to more than $5, needs the user's explicit OK first. Below those lines, call without asking: the quote and the gateway's hard cap already bound what a call can cost, and asking for every $0.10 call is what users complain about. An approval sticks for the session: once the user has OK'd an endpoint at a quoted price, do not ask again for that endpoint at the same or a lower price. Ask again only when a quote comes back higher, an endpoint is new, or the running total crosses the budget again (each further $5, or whatever budget the user named up front, which replaces the default).
• Approved price is the ceiling. Pass the price the user approved as --max-amount, so a call can never exceed what they agreed to. If a call is rejected for exceeding a cap, raising your own --max-amount needs the user's OK, and the gateway's hard cap is not yours to raise.
• Rate limit: 60 calls/min per key.
• Report spend once per task. Give the user the total when the result is in, not a line per paid call. An async job is one purchase: polling its task id to a terminal status belongs to the submit, approved or not, and the polls count toward the task budget. Poll through taskfuel too: the job belongs to the wallet that paid for it, so its status URL refuses a direct request. Polls can be charged: poll at the documented cadence, or every 20 seconds past the typical completion time. After 30 polls, stop and tell the user the job is still running. Resubmitting buys it twice.
• Never retry a paid call blindly. A "paid" line means the call was charged, however bad the response: tell the user and let them decide, and rate the endpoint down. A lost response is recovered with taskfuel result (section 4).
• Stop at low balance: if balance < the next call's price, stop and tell the user to top up at their dashboard — don't hunt for workarounds.