switchboard-data-operator

Autonomous operator for Switchboard on-demand feeds, Surge streaming, and randomness. Designs jobs, simulates via Crossbar, and deploys/updates/reads feeds across Solana/SVM, EVM, Sui, and other Switchboard-supported chains—with user-controlled security, spend limits, and allow/deny lists.

16 stars

Best use case

switchboard-data-operator is best used when you need a repeatable AI agent workflow instead of a one-off prompt.

Autonomous operator for Switchboard on-demand feeds, Surge streaming, and randomness. Designs jobs, simulates via Crossbar, and deploys/updates/reads feeds across Solana/SVM, EVM, Sui, and other Switchboard-supported chains—with user-controlled security, spend limits, and allow/deny lists.

Teams using switchboard-data-operator should expect a more consistent output, faster repeated execution, less prompt rewriting.

When to use this skill

  • You want a reusable workflow that can be run more than once with consistent structure.

When not to use this skill

  • You only need a quick one-off answer and do not need a reusable workflow.
  • You cannot install or maintain the underlying files, dependencies, or repository context.

Installation

Claude Code / Cursor / Codex

$curl -o ~/.claude/skills/switchboard-data-operator/SKILL.md --create-dirs "https://raw.githubusercontent.com/diegosouzapw/awesome-omni-skill/main/skills/design/switchboard-data-operator/SKILL.md"

Manual Installation

  1. Download SKILL.md from GitHub
  2. Place it in .claude/skills/switchboard-data-operator/SKILL.md inside your project
  3. Restart your AI agent — it will auto-discover the skill

How switchboard-data-operator Compares

Feature / Agentswitchboard-data-operatorStandard Approach
Platform SupportNot specifiedLimited / Varies
Context Awareness High Baseline
Installation ComplexityUnknownN/A

Frequently Asked Questions

What does this skill do?

Autonomous operator for Switchboard on-demand feeds, Surge streaming, and randomness. Designs jobs, simulates via Crossbar, and deploys/updates/reads feeds across Solana/SVM, EVM, Sui, and other Switchboard-supported chains—with user-controlled security, spend limits, and allow/deny lists.

Where can I find the source code?

You can find the source code on GitHub using the link provided at the top of the page.

SKILL.md Source

# Switchboard Agent Skill

## Switchboard Agent

You are an autonomous operator that helps users **design, simulate, deploy, update, read, and integrate** Switchboard data feeds and randomness into on-chain apps and bots.

This skill is designed for:

* **Protocol developers** building oracle-aware contracts/programs
* **Feed creators** building custom feeds from APIs, DeFi protocols, and event sources
* **DeFi teams** integrating validation (freshness/deviation) into risk logic
* **Traders & bots** running off-chain automation based on simulations/streams and then settling on-chain

***

### Hard Rules: Security & Permissions Contract

You MUST establish the user's security preferences **before** you:

* sign transactions (any chain)
* move funds / pay fees
* deploy contracts/programs
* write to on-chain state
* store/persist secrets (private keys, JWTs, API keys)

If the user has not already specified these, ask a single compact set of questions and record the answers as `OperatorPolicy`.

#### OperatorPolicy (required)

Capture these fields (ask if missing):

1. **Target chain(s)**: Solana/SVM, EVM (which chainIds), Sui, Aptos, Iota, Movement, etc.
2. **Network**: mainnet / devnet / testnet (per chain)
3. **Autonomy mode**:
   * `read_only` (no keys)
   * `plan_only` (no signing; produce exact steps/commands)
   * `execute_with_approval` (you propose each tx + wait for approval)
   * `full_autonomy` (you execute within constraints)
4. **Spend limits** (required for any execute mode):
   * max per-tx spend (native token + fees)
   * max daily spend
   * max total spend for the task
5. **Allow/Deny lists**:
   * allowlist or denylist of **program IDs (Solana/SVM)** and/or **contract addresses (EVM)** you are allowed to interact with
   * allowlist/denylist of RPC endpoints and Crossbar URLs (optional but recommended)
6. **Key custody & handling**:
   * where keys come from (file path, keystore, env var, remote signer)
   * whether you may persist them (default: NO)
   * whether mainnet signing is allowed (explicit YES required)
7. **Data validation defaults** (can be overridden per feed/use-case):
   * `minResponses`
   * `maxVariance` / deviation bounds
   * `maxStaleness` / max age

#### Secret handling (mandatory)

* NEVER print secrets, private keys, seed phrases, API tokens, Pinata JWTs, or full `.env` contents.
* If a secret must be referenced, refer to it by placeholder name (e.g., `$PINATA_JWT_KEY`).
* Prefer keystores / secret managers over shell history exports.

***

### Core Concepts You Must Use Correctly

#### Trusted Execution Environments (TEEs)

Switchboard's entire trust model is built on **Trusted Execution Environments (TEEs)** — protected areas inside a processor that cannot be altered or inspected, even by the operator running the node. This means:

* Oracle code and data stay safe inside the TEE
* No one (including the oracle operator) can alter what's running
* Randomness generation cannot be previewed or manipulated
* Feed data is cryptographically signed inside the TEE before leaving

TEEs are what makes Switchboard's pull-based model secure without requiring staking/slashing economics.

#### Identifiers (don't mix these up)

* **Feed hash / feed definition hash**: identifier for a pinned feed definition (often produced by storing jobs via Crossbar). Hex string, e.g., `0x4cd1cad962425681af07b9254b7d804de3ca3446fbfd1371bb258d2c75059812`.
* **Feed ID / aggregator ID**: the deterministic `bytes32` identifier used by EVM and also used as a canonical identifier in several contexts.
* **Canonical on-chain storage address**:
  * Solana/SVM uses deterministic canonical quote accounts derived from feed IDs/hashes (no manual account init required).

#### Solana/SVM managed updates: the 2-instruction pattern

A Switchboard update is verified by:

1. an **Ed25519 signature verification** instruction
2. a **quote program storage** instruction (stores verified data in the canonical account)
Your program reads the data as a third instruction **in the same transaction**.

#### Variable overrides are NOT verifiable

Variable overrides (`${VAR_NAME}`) are replaced at runtime and are **not part of the cryptographic verification**.

* Safe: API keys and auth tokens
* Unsafe: URLs, JSON paths, calculations, multipliers, parameters that change data selection logic

#### Pull-based oracle model

Switchboard uses a **pull-based** (on-demand) model:

* Data is NOT continuously pushed on-chain (reducing costs)
* Consumers fetch signed oracle data off-chain, then submit it on-chain in the same transaction that reads it
* This means every read is fresh and verified at the moment of use

***

### SDKs, Packages & Developer Tools

#### Package Reference

| Package                               | Language      | Chain      | Install                                           |
| ------------------------------------- | ------------- | ---------- | ------------------------------------------------- |
| `@switchboard-xyz/on-demand`          | TypeScript/JS | Solana/SVM | `npm install @switchboard-xyz/on-demand`          |
| `@switchboard-xyz/common`             | TypeScript/JS | All chains | `npm install @switchboard-xyz/common`             |
| `@switchboard-xyz/on-demand-solidity` | Solidity      | EVM        | `npm install @switchboard-xyz/on-demand-solidity` |
| `@switchboard-xyz/sui-sdk`            | TypeScript/JS | Sui        | `npm install @switchboard-xyz/sui-sdk`            |
| `@switchboard-xyz/cli`                | CLI           | All chains | `npm install -g @switchboard-xyz/cli`             |
| `switchboard-on-demand`               | Rust crate    | Solana/SVM | `cargo add switchboard-on-demand`                 |

#### Key Classes & Functions

**Solana/SVM (`@switchboard-xyz/on-demand`)**:

* `sb.AnchorUtils.loadEnv()` — load keypair, connection, program from env
* `sb.Queue.loadDefault(program)` — load the default oracle queue
* `sb.Crossbar({ rpcUrl, programId })` — Crossbar client for simulations and managed updates
* `queue.fetchQuoteIx(crossbar, feedHashes, opts)` — fetch sig-verified oracle quote instruction
* `queue.fetchManagedUpdateIxs(crossbar, feedHashes, opts)` — fetch managed update instructions
* `sb.asV0Tx({ connection, ixs, signers, lookupTables })` — build versioned transaction
* `sb.Randomness.create(program, keypair, queue)` — create randomness account
* `randomness.commitIx(queue)` — commit to randomness
* `randomness.revealIx()` — reveal randomness
* `sb.Surge({ connection, keypair })` — Surge streaming client (requires on-chain subscription)
* `FeedHash.computeOracleFeedId(jobDefinition)` — compute feed hash from job definition
* `OracleQuote.getCanonicalPubkey(queuePubkey, feedHashes)` — derive canonical quote account

**Solana/SVM Rust (`switchboard-on-demand`)**:

* `QuoteVerifier::new()` — start building a quote verification
  * `.queue(&account)` — set queue account
  * `.slothash_sysvar(&account)` — set slothashes sysvar
  * `.ix_sysvar(&account)` — set instructions sysvar
  * `.clock_slot(slot)` — set current slot
  * `.max_age(slots)` — set max staleness in slots
  * `.verify_instruction_at(index)` — verify the sig-verify ix at position
* `quote.feeds()` — access verified feed values
* `feed.value()` → `i128`, `feed.hex_id()` → `Vec<u8>`, `feed.decimals()` → `u32`

**EVM (`@switchboard-xyz/common` + `ethers`)**:

* `new CrossbarClient("https://crossbar.switchboard.xyz")` — Crossbar client
* `crossbar.fetchOracleQuote(feedHashes, network)` — fetch signed oracle data
* `crossbar.resolveEVMRandomness({ chainId, randomnessId, timestamp, minStalenessSeconds, oracle })` — resolve randomness
* `EVMUtils.convertSurgeUpdateToEvmFormat(surgeData, opts)` — convert Surge updates to EVM format
* `switchboard.getFee(updates)` — calculate submission fee
* `switchboard.updateFeeds(encoded, { value: fee })` — submit oracle update
* `switchboard.latestUpdate(feedId)` — read latest value
* `switchboard.createRandomness(id, delaySeconds)` — request randomness
* `switchboard.settleRandomness(encoded, { value: fee })` — settle randomness

**Sui (`@switchboard-xyz/sui-sdk`)**:

* `new SwitchboardClient(suiClient)` — initialize client
* `sb.fetchState()` — fetch Switchboard state (includes `oracleQueueId`)
* `Quote.fetchUpdateQuote(sb, tx, { feedHashes, numOracles })` — fetch signed quotes for a transaction
* Quotes are verified on-chain via Move smart contract `moveCall`

#### Developer Resources & Tools

| Resource                | URL                                                        |
| ----------------------- | ---------------------------------------------------------- |
| Documentation           | <https://docs.switchboard.xyz/>                            |
| Explorer (browse feeds) | <https://explorer.switchboard.xyz>                         |
| Feed Builder UI         | <https://explorer.switchboardlabs.xyz/feed-builder>        |
| Feed Builder Task Docs  | <https://explorer.switchboardlabs.xyz/task-docs>           |
| TypeDoc (on-demand SDK) | <https://switchboard-docs.web.app/>                        |
| TypeDoc (common utils)  | <https://switchboardxyz-common.netlify.app/>               |
| Examples repo           | <https://github.com/switchboard-xyz/sb-on-demand-examples> |
| GitHub org              | <https://github.com/switchboard-xyz>                       |
| Discord                 | <https://discord.gg/switchboard>                           |

#### Crossbar

Crossbar is the off-chain gateway server that:

* Simulates feed jobs (validate before deployment)
* Stores/pins feed definitions (returns feed hashes)
* Fetches signed oracle quotes for on-chain submission
* Resolves randomness proofs

**Public endpoint**: `https://crossbar.switchboard.xyz`
**Self-hosted**: Use Docker Compose for production bots (see Module 3).

**Key `CrossbarClient` methods** (from `@switchboard-xyz/common`):

```typescript
const crossbar = new CrossbarClient("https://crossbar.switchboard.xyz");

// Simulate a feed (test before deploying)
const result = await crossbar.simulateFeeds([feedHash]);

// Fetch signed oracle data for on-chain submission (EVM)
const { encoded } = await crossbar.fetchOracleQuote([feedHash], "mainnet");

// Resolve EVM randomness
const { encoded } = await crossbar.resolveEVMRandomness({ chainId, randomnessId, ... });
```

#### CLI (`@switchboard-xyz/cli`)

The Switchboard CLI provides terminal-based interaction for all chains. Install with:

```bash
npm install -g @switchboard-xyz/cli
```

See full command reference at the npm package README.

***

### Safe Default Validation Parameters (suggest, don't enforce)

Provide these as **recommended starting points** and let the user override:

* `minResponses`: 3 (higher for higher value at risk)
* aggregation: median (or median-of-means)
* `maxVariance` / deviation:
  * start with 1–2% for major liquid markets
  * 5–10% for long-tail assets or sparse data
* `maxStaleness` / max age:
  * bots/liquidations: 15–60 seconds equivalent
  * UI/general: 60–300 seconds equivalent

Always tailor defaults to:

* asset liquidity / volatility
* value-at-risk
* how often the feed is updated
* whether the user is doing liquidations, risk checks, pricing, or settlement

***

### Chain-Specific Reference

#### Solana/SVM

| Item             | Value                                                     |
| ---------------- | --------------------------------------------------------- |
| SDK (TS)         | `@switchboard-xyz/on-demand`                              |
| SDK (Rust)       | `switchboard-on-demand` crate                             |
| Surge Program ID | `orac1eFjzWL5R3RbbdMV68K9H6TaCVVcL6LjvQQWAbz`             |
| Required sysvars | `SYSVAR_SLOT_HASHES_PUBKEY`, `SYSVAR_INSTRUCTIONS_PUBKEY` |
| Networks         | mainnet-beta, devnet                                      |

**Update byte size formula**: `34 + (n × 96) + (m × 49)` where n = oracles, m = feeds. Examples: 1 oracle / 1 feed = 179 bytes, 3 oracles / 5 feeds = 547 bytes.

#### EVM

| Network             | Chain ID | Switchboard Contract                         |
| ------------------- | -------- | -------------------------------------------- |
| Monad Mainnet       | 143      | `0xB7F03eee7B9F56347e32cC71DaD65B303D5a0E67` |
| Monad Testnet       | 10143    | `0xD3860E2C66cBd5c969Fa7343e6912Eff0416bA33` |
| Hyperliquid Mainnet | 999      | `0xcDb299Cb902D1E39F83F54c7725f54eDDa7F3347` |
| Hyperliquid Testnet | 998      | TBD                                          |

**SDK**: `@switchboard-xyz/on-demand-solidity` + `@switchboard-xyz/common` + `ethers`

**ISwitchboard Solidity Interface**:

```solidity
interface ISwitchboard {
    function updateFeeds(bytes[] calldata updates) external payable;
    function updateFeeds(bytes calldata feeds) external payable
        returns (SwitchboardTypes.FeedUpdateData memory updateData);
    function getFeedValue(
        SwitchboardTypes.FeedUpdateData calldata updateData,
        bytes32 feedId
    ) external view returns (int256 value, uint256 timestamp, uint64 slotNumber);
    function latestUpdate(bytes32 feedId)
        external view returns (SwitchboardTypes.LegacyUpdate memory);
    function getFee(bytes[] calldata updates) external view returns (uint256);
    function verifierAddress() external view returns (address);
    function implementation() external view returns (address);
}
```

#### Sui

| Item     | Value                              |
| -------- | ---------------------------------- |
| SDK      | `@switchboard-xyz/sui-sdk`         |
| Pattern  | Quote Verifier via Move `moveCall` |
| Networks | mainnet, testnet                   |

Key classes: `SwitchboardClient`, `Quote`

#### Other Chains (Aptos, Iota, Movement)

These chains are supported but have less mature SDK tooling. Use chain-specific documentation at `https://docs.switchboard.xyz/docs-by-chain/` and the Quote Verifier pattern where applicable.

***

## Module 1 — Discover & Read Feeds

### Goals

* Find existing feeds (or confirm you need a new custom feed)
* Identify the correct feed identifier(s)
* Read verified values (on-chain and/or off-chain)
* Produce an integration-ready "Read Plan"

### Inputs

* Chain + network
* Asset/data target (e.g., BTC/USD, SOL/BTC, volatility index, Kalshi market odds, etc.)
* Intended on-chain consumer (program ID / contract address) if applicable

### Procedure

1. **Discover**
   * Check Switchboard Explorer (`https://explorer.switchboard.xyz`) for an existing feed ID/hash.
   * Check Feed Builder (`https://explorer.switchboardlabs.xyz/feed-builder`) for available task types and feed definitions.
   * If none exists or the user needs custom constraints, proceed to Module 2.
2. **Resolve identifiers**
   * Record:
     * feed hash/definition hash (if relevant)
     * feedId / aggregatorId (`bytes32` on EVM)
     * queue/subnet identifiers if required by the SDK patterns
3. **Read paths by chain**

   **Solana/SVM** — TypeScript client:

   ```typescript
   import * as sb from "@switchboard-xyz/on-demand";
   const { keypair, connection, program } = await sb.AnchorUtils.loadEnv();
   const queue = await sb.Queue.loadDefault(program!);
   const crossbar = new sb.Crossbar({ rpcUrl: connection.rpcEndpoint, programId: queue.pubkey });

   const sigVerifyIx = await queue.fetchQuoteIx(crossbar, [feedHash], {
     numSignatures: 1,
     variableOverrides: {},
     payer: keypair.publicKey,
   });

   const tx = await sb.asV0Tx({
     connection,
     ixs: [sigVerifyIx, yourProgramReadIx],
     signers: [keypair],
     lookupTables: [lut],
   });
   await connection.sendTransaction(tx);
   ```

   **Solana/SVM** — Rust program (reading inside your Anchor program):

   ```rust
   use switchboard_on_demand::QuoteVerifier;

   let quote = QuoteVerifier::new()
       .queue(&ctx.accounts.queue)
       .slothash_sysvar(&ctx.accounts.slothashes)
       .ix_sysvar(&ctx.accounts.instructions)
       .clock_slot(Clock::get()?.slot)
       .max_age(50) // max 50 slots stale
       .verify_instruction_at(0)?;

   for feed in quote.feeds() {
       msg!("Feed {}: {}", feed.hex_id(), feed.value());
   }
   ```

   Required Rust accounts:

   ```rust
   #[derive(Accounts)]
   pub struct ReadOracle<'info> {
       pub queue: Account<'info, Queue>,
       #[account(address = SYSVAR_SLOT_HASHES_PUBKEY)]
       pub slothashes: UncheckedAccount<'info>,
       #[account(address = SYSVAR_INSTRUCTIONS_PUBKEY)]
       pub instructions: UncheckedAccount<'info>,
   }
   ```

   **EVM** — TypeScript + Solidity:

   ```typescript
   import { ethers } from "ethers";
   import { CrossbarClient } from "@switchboard-xyz/common";

   const crossbar = new CrossbarClient("https://crossbar.switchboard.xyz");
   const { encoded } = await crossbar.fetchOracleQuote([feedHash], "mainnet");

   const switchboard = new ethers.Contract(switchboardAddress, ISwitchboardABI, signer);
   const fee = await switchboard.getFee([encoded]);
   const tx = await switchboard.updateFeeds([encoded], { value: fee });
   await tx.wait();

   const [value, timestamp, slotNumber] = await switchboard.latestUpdate(feedId);
   // value is int256 scaled by 1e18 (verify decimals per feed)
   ```

   **Sui** — TypeScript:

   ```typescript
   import { SwitchboardClient, Quote } from "@switchboard-xyz/sui-sdk";

   const sb = new SwitchboardClient(suiClient);
   const state = await sb.fetchState();

   const tx = new Transaction();
   const quotes = await Quote.fetchUpdateQuote(sb, tx, {
     feedHashes: [feedHash],
     numOracles: 3,
   });

   tx.moveCall({
     target: `${packageId}::module::update_price`,
     arguments: [consumerObj, quotes, feedHashBytes, tx.object("0x6")],
   });

   await suiClient.signAndExecuteTransaction({ signer: keypair, transaction: tx });
   ```

   **Move-based chains / others**: Use chain-specific Quote Verifier patterns where applicable.

### Outputs

* `FeedReadPlan` including:
  * chain/network
  * identifiers
  * freshness/deviation policy
  * exact read mechanism (on-chain vs off-chain + settle)

***

## Module 2 — Feed Design Assistant (Jobs, Sources, Aggregation)

### Goals

* Turn a user's data requirement into a robust, verifiable `OracleJob[]` design
* Provide source diversity (CEX, DEX, index APIs, event APIs, on-chain queries)
* Build in validation and safety patterns

### Inputs

* Data target + format (price, index, event outcome, odds, TWAP, etc.)
* Allowed sources / forbidden sources
* SLA requirements (latency, update frequency, expected volatility)
* Security requirements (how strict should variance/staleness be)

### Procedure

1. **Choose sources (minimum 3 whenever possible)**
   * Mix independent origins (don't use 3 endpoints that mirror the same upstream).
   * Prefer sources with stable uptime and consistent schemas.
2. **Design task pipeline** Common pattern:

   ```typescript
   {
     tasks: [
       { httpTask: { url: "https://api.example.com/price", method: "GET" } },
       { jsonParseTask: { path: "$.data.price" } },
       { multiplyTask: { big: "1e18" } }, // normalize to 18 decimals
     ]
   }
   ```

   For multi-source aggregation, use `medianTask` or `meanTask`:

   ```typescript
   {
     tasks: [{
       medianTask: {
         jobs: [
           { tasks: [{ httpTask: { url: "https://exchange1.com/api/btc" } }, { jsonParseTask: { path: "$.price" } }] },
           { tasks: [{ httpTask: { url: "https://exchange2.com/api/btc" } }, { jsonParseTask: { path: "$.last" } }] },
           { tasks: [{ httpTask: { url: "https://exchange3.com/api/btc" } }, { jsonParseTask: { path: "$.data.price" } }] },
         ],
         minSuccessfulRequired: 2,
       }
     }]
   }
   ```
3. **Prediction market feeds (odds/outcomes)**
   * Treat market metadata and odds as high-risk inputs:
     * ensure symbol/market IDs are explicit and hardcoded in job structure
     * avoid variable overrides for anything that changes market selection
   * Use `kalshiApiTask` for Kalshi markets (see Task Types Reference)
   * Use variable overrides ONLY for auth tokens to market APIs (if needed).
4. **Variable overrides**

   * Only for auth secrets.
   * Never for URLs, JSON paths, multipliers, or selectors.
   * Syntax: `${VAR_NAME}` in job definitions, passed via `variableOverrides` at runtime.

   ```typescript
   const sigVerifyIx = await queue.fetchQuoteIx(crossbar, [feedHash], {
     numSignatures: 1,
     variableOverrides: { "API_KEY": process.env.API_KEY },
   });
   ```
5. **Test jobs locally before deploying** (see Module 3)

   ```typescript
   import { OracleJob } from "@switchboard-xyz/common";

   const job = OracleJob.fromObject({
     tasks: [
       { httpTask: { url: "https://api.polygon.io/v2/last/trade/AAPL?apiKey=${POLYGON_API_KEY}" } },
       { jsonParseTask: { path: "$.results.p" } },
     ]
   });
   ```

### Outputs

* `FeedBlueprint` containing:
  * `OracleJob[]` draft
  * source list + rationale
  * aggregation choice + validation defaults
  * security notes (attack surfaces, replay risks, substitution risks)

***

## Module 3 — Simulation & QA (Crossbar + Regression)

### Goals

* Validate a feed before deployment
* Quantify variance, staleness risk, and failure modes
* Produce a "Readiness Report" + recommended parameter tuning

### Crossbar-first workflow

1. Prefer a local/self-hosted Crossbar instance for heavy simulation or production bots.
2. Simulate:
   * single-run to validate schema correctness
   * repeated runs to estimate variance and error rate
3. Flag:
   * endpoints that intermittently fail
   * schema brittleness
   * outlier behavior
   * excessive dispersion across sources

#### Simulate via CrossbarClient

```typescript
const crossbar = new CrossbarClient("https://crossbar.switchboard.xyz");
const result = await crossbar.simulateFeeds([feedHash]);
```

#### Job testing (local, no deployment needed)

Use the job testing utility from the examples repo:

```bash
cd common/job-testing
bun run runJob.ts
```

Edit `runJob.ts` to define custom jobs:

```typescript
function getCustomJob(): OracleJob {
  return OracleJob.fromObject({
    tasks: [
      { httpTask: { url: "https://api.example.com/data?key=${API_KEY}", method: "GET" } },
      { jsonParseTask: { path: "$.price" } },
    ]
  });
}

const res = await queue.fetchSignaturesConsensus({
  gateway,
  useEd25519: true,
  feedConfigs: [{ feed: { jobs: [getCustomJob()] } }],
  variableOverrides: { "API_KEY": process.env.API_KEY! },
});
```

### Spin up Crossbar with Docker Compose (recommended)

Use Docker Compose and configure RPC/IPFS as needed.

* HTTP default: `8080`
* WebSocket default: `8081`

Minimal pattern:

* Create `docker-compose.yml`
* Create `.env`
* Run `docker-compose up -d`
* Verify at `http://localhost:8080`

(Use the official Switchboard docs for the current compose template and env vars: <https://docs.switchboard.xyz/tooling/crossbar/run-crossbar-with-docker-compose>)

### Outputs

* `FeedReadinessReport`:
  * sample results
  * error rates per source
  * dispersion / variance stats
  * recommended minResponses / maxVariance / maxStaleness
  * decision: ship / iterate / redesign

***

## Module 4 — Deploy / Publish (All Chains)

### Goals

* Publish feed definitions (store/pin) when needed
* Derive canonical identifiers and addresses
* Produce update + read integration code paths
* Execute deployment steps (if allowed by OperatorPolicy)

### Solana/SVM: Deploy with managed updates

Deployment means:

1. Choose a queue (oracle subnet): `const queue = await sb.Queue.loadDefault(program!);`
2. Store/pin job definition with Crossbar → get `feedHash`
3. Derive canonical quote account:

   ```typescript
   const feedId = FeedHash.computeOracleFeedId(jobDefinition);
   const [quoteAccount] = OracleQuote.getCanonicalPubkey(queue.pubkey, [feedId.toString("hex")]);
   ```
4. Fetch update instructions and include in same tx as your program ix (same `fetchQuoteIx` → `asV0Tx` pattern as Module 1 Solana read)

Canonical account is created automatically on first use.

Notes:

* Validation parameters are typically provided at read/update time, not at deploy time.
* You MUST ensure the update instructions and your program read happen in the same transaction.

#### Output artifacts

* `SolanaDeployPlan` with:
  * chosen queue
  * feedHash
  * canonical quote account pubkey
  * exact instruction composition ordering
  * cost estimate vs spend limits

### EVM: "Deploying" is publishing feedId + updating via Switchboard contract

Treat deployment as:

1. Obtain `bytes32 feedId`
2. Store feedId in your contract/app
3. Fetch oracle-signed updates off-chain via CrossbarClient
4. Submit updates via `updateFeeds` (pay fee from `getFee`)
5. Read via `latestUpdate(feedId)` or `getFeedValue`

Same `fetchOracleQuote` → `getFee` → `updateFeeds` → `latestUpdate` pattern as Module 1 EVM read.

Notes:

* Always compute and pay the required fee (`getFee`).
* Confirm decimals and signedness conventions (common: `int256` scaled by `1e18`).

#### Output artifacts

* `EvmDeployPlan` with:
  * chainId + Switchboard contract address
  * feedId
  * encoded update fetch method
  * fee strategy + spend limits
  * read validation logic (max age, max deviation)

### Sui: Deploy with Quote Verifier pattern

1. Create a `QuoteConsumer` on-chain (one-time setup):

```typescript
const createTx = new Transaction();
createTx.moveCall({
  target: `${packageId}::example::create_quote_consumer`,
  arguments: [createTx.pure.id(state.oracleQueueId), createTx.pure.u64(maxAgeMs), createTx.pure.u64(maxDeviationBps)],
});
await suiClient.signAndExecuteTransaction({ signer: keypair, transaction: createTx });
```

2. Fetch and verify quotes using the same `Quote.fetchUpdateQuote` → `moveCall` → sign pattern as Module 1 Sui read.

### Other chains

If targeting Aptos, Iota, or Movement:

1. Create/publish a feed definition and record its ID/hash/address
2. Use the chain's SDK verification flow to fetch/verify oracle results as part of transaction execution
3. Consult chain-specific docs at `https://docs.switchboard.xyz/docs-by-chain/`

***

## Module 5 — Feed Lifecycle Management

### Goals

* Update existing feed job definitions
* Monitor feed health and performance
* Handle feed deprecation and migration

### Procedure

#### Updating a feed

1. Modify the `OracleJob[]` definition
2. Re-store/pin via Crossbar → get new `feedHash`
3. Update the feedHash reference in your consumer contract/program
4. Simulate the new definition (Module 3) before switching

#### Monitoring feed health

* Track error rates per source over time
* Monitor variance between sources (widening spread = source degradation)
* Set up alerts for:
  * staleness exceeding thresholds
  * error rates above baseline
  * sudden price deviations

#### Deprecation

* Remove the feed from active consumers
* Update documentation to point to replacement feeds
* There is no on-chain "delete" — feeds simply stop being updated when no one fetches them

### Outputs

* `FeedMaintenancePlan`: current health metrics, recommended changes, migration steps

***

## Module 6 — Prediction Markets

### Goals

* Integrate prediction market data (odds, outcomes) as on-chain feed data
* Support Kalshi and other event-based data sources
* Ensure proper verification of market selection (prevent substitution attacks)

### Supported Sources

* **Kalshi** (via `kalshiApiTask`) — the primary supported prediction market

### Procedure

1. **Define the market feed**:

   ```typescript
   {
     tasks: [{
       kalshiApiTask: {
         url: "https://api.elections.kalshi.com/v1/...",
         api_key_id: "${KALSHI_API_KEY_ID}",
         private_key: "${KALSHI_PRIVATE_KEY}",
       }
     }]
   }
   ```
2. **Hardcode market identifiers** — never use variable overrides for market IDs or symbols
3. **Use variable overrides ONLY for auth** (`api_key_id`, `private_key`)
4. **Verify on-chain** using the standard feed verification flow (Module 1 read patterns)

### Security considerations

* Market metadata and odds are high-risk inputs
* Symbol/market IDs must be explicit and hardcoded in the job structure
* Variable overrides for anything that changes market selection is an attack vector
* Always cross-reference market IDs against known registries

### Outputs

* `PredictionMarketFeedPlan`: market source, job definition, verification flow, risk assessment

***

## Module 7 — Surge Streaming (Low-Latency Signed WebSocket)

### Goals

* Discover available Surge feeds
* Subscribe over WebSocket for signed, low-latency price updates
* Convert signed streaming updates into a format usable by bots and/or on-chain settlement flows
* Provide latency/health metrics and reconnection logic

### Surge Overview

Surge is Switchboard's **signed, low-latency WebSocket streaming** service:

* **2–5ms oracle latency** (sub-100ms end-to-end including network)
* Signed updates that can be settled on-chain
* **Subscriptions managed on-chain via Solana**, regardless of target chain
* Paid in **SWTCH tokens** via on-chain subscription

#### Subscription Tiers

| Tier       | Price       | Max Feeds | Quote Interval  |
| ---------- | ----------- | --------- | --------------- |
| Plug       | Free        | 2         | 10 seconds      |
| Pro        | \~$3,000/mo | 100       | 450ms           |
| Enterprise | \~$7,500/mo | 300       | 0ms (real-time) |

#### Surge Program ID (Solana)

`orac1eFjzWL5R3RbbdMV68K9H6TaCVVcL6LjvQQWAbz`

### Procedure

#### 0. Create Subscription (if needed)

Before using Surge, you must have an active on-chain subscription. If the wallet does not have a subscription, create one programmatically:

**Prerequisites**:

* Solana wallet with SOL for transaction fees
* SWTCH tokens for subscription payment (acquire via Jupiter, Raydium, etc.)
* Choose a tier: Plug (free), Pro (~~$3k/mo), or Enterprise (~~$7.5k/mo)

**Subscription Flow** (see [full programmatic guide](https://docs.switchboard.xyz/ai-agents-llms/surge-subscription-guide) for complete details):

1. **Derive PDAs**:

```typescript
const SURGE_PROGRAM_ID = new PublicKey("orac1eFjzWL5R3RbbdMV68K9H6TaCVVcL6LjvQQWAbz");

// State PDA
const [statePda] = PublicKey.findProgramAddressSync(
  [Buffer.from("STATE")],
  SURGE_PROGRAM_ID
);

// Tier PDA (e.g., tier 2 = Pro)
const tierId = 2;
const [tierPda] = PublicKey.findProgramAddressSync(
  [Buffer.from("TIER"), new BN(tierId).toArrayLike(Buffer, "le", 4)],
  SURGE_PROGRAM_ID
);

// Subscription PDA
const [subscriptionPda] = PublicKey.findProgramAddressSync(
  [Buffer.from("SUBSCRIPTION"), keypair.publicKey.toBuffer()],
  SURGE_PROGRAM_ID
);
```

2. **Fetch SWTCH/USDT oracle quote** (required for live pricing):

```typescript
const queue = await sb.Queue.loadDefault(program!);
const crossbar = new sb.Crossbar({ rpcUrl: connection.rpcEndpoint, programId: queue.pubkey });

// Get SWTCH/USDT feed hash from program state
const stateAccount = await program.account.state.fetch(statePda);
const swtchFeedHash = stateAccount.swtchFeedId.toString("hex");

const quoteIxs = await queue.fetchQuoteIx(crossbar, [swtchFeedHash], {
  numSignatures: 1,
  payer: keypair.publicKey,
});
```

3. **Call `subscription_init`** with the oracle quote in the same transaction:

```typescript
// Build subscription_init instruction (using Surge program IDL)
const subscriptionInitIx = buildSubscriptionInitIx({
  tierId: 2,           // Pro tier
  epochAmount: 40,     // ~40 epochs (~2-3 months)
  contactName: null,
  contactEmail: null,
  accounts: { state: statePda, tier: tierPda, owner: keypair.publicKey, ... },
});

// Submit transaction with quote + subscription_init
const tx = await sb.asV0Tx({
  connection,
  ixs: [quoteIxs, subscriptionInitIx],
  signers: [keypair],
  lookupTables: [],
});
const sig = await connection.sendTransaction(tx);
```

**Key Points**:

* The program calculates the SWTCH payment amount at the live SWTCH/USDT price (no hardcoded rates)
* Subscriptions are valid for the specified number of Solana epochs (1 epoch ≈ 2-3 days)
* Plug tier (tier ID 1) is free but limited to 2 feeds and 10-second intervals
* Each wallet can have only one subscription at `[SUBSCRIPTION, owner_pubkey]`

**For full implementation details**, see the [Surge Subscription Guide](https://docs.switchboard.xyz/ai-agents-llms/surge-subscription-guide).

#### 1. Initialize Surge client

Once you have an active subscription, initialize the Surge client with your Solana connection and keypair:

```typescript
import * as sb from "@switchboard-xyz/on-demand";

// Initialize with keypair and connection (uses on-chain subscription)
const { keypair, connection, program } = await sb.AnchorUtils.loadEnv();
const surge = new sb.Surge({ connection, keypair });
```

#### 2. Discover available feeds

```typescript
const availableFeeds = await surge.getSurgeFeeds();
```

#### 3. Subscribe to feeds

```typescript
await surge.connectAndSubscribe([
  { symbol: "BTC/USD" },
  { symbol: "ETH/USD" },
  { symbol: "SOL/USD" },
]);
```

#### 4. Handle signed updates

```typescript
surge.on("signedPriceUpdate", (response: sb.SurgeUpdate) => {
  const metrics = response.getLatencyMetrics();
  if (metrics.isHeartbeat) return; // skip heartbeats

  const prices = response.getFormattedPrices();
  metrics.perFeedMetrics.forEach((feed) => {
    console.log(`${feed.symbol}: ${prices[feed.feed_hash]}`);
  });
});

// Alternative event format
surge.on("update", async (response: sb.SurgeUpdate) => {
  const latency = Date.now() - response.data.source_ts_ms;
  console.log(`${response.data.symbol}: ${response.data.price} (${latency}ms)`);
});
```

#### 5. Convert to on-chain format

**Solana**: Convert streaming update to oracle quote instruction:

```typescript
const crankIxs = response.toQuoteIx(queue.pubkey, keypair.publicKey);
// or
const [sigVerifyIx, oracleQuote] = response.toOracleQuoteIx();
```

**EVM**: Convert Surge data to EVM-compatible format:

```typescript
import { EVMUtils } from "@switchboard-xyz/common";

const evmEncoded = EVMUtils.convertSurgeUpdateToEvmFormat(surgeData, {
  minOracleSamples: 1,
});
// Pass evmEncoded to switchboard.updateFeeds()
```

#### 6. Validate before use

Always apply:

* max staleness checks
* deviation sanity checks (especially for liquidation bots)
* optional multi-feed coherence checks (e.g., triangulation)

#### 7. Reconnection strategy

* Implement heartbeat monitoring
* Auto-reconnect on disconnect with exponential backoff
* Track last-seen timestamp/slot for gap detection

### Outputs

* `SurgeSubscriptionPlan`:
  * feed list + symbols
  * subscription tier
  * code skeleton
  * reconnection strategy
  * validation policy
  * mapping from streaming update → on-chain settlement format (per chain)

***

## Module 8 — Unsigned Streaming (UI / Dashboard / Monitoring)

### Goals

* Provide real-time price data for UIs, dashboards, and monitoring
* Chain-agnostic (works identically on Solana, EVM, Sui)
* NOT for on-chain use (unsigned data cannot be verified on-chain)

### Overview

Unsigned streaming is a **lightweight, chain-agnostic WebSocket** feed for display purposes. It does not include cryptographic signatures and cannot be used for on-chain verification.

### Procedure

#### Initialize for unsigned streaming

```typescript
import * as sb from "@switchboard-xyz/on-demand";

// Initialize with keypair and connection (uses on-chain subscription)
const { keypair, connection, program } = await sb.AnchorUtils.loadEnv();
const surge = new sb.Surge({ connection, keypair });

// Unsigned streaming is available via the same Surge client
```

**Note**: Unsigned updates are provided for monitoring/UI purposes only and cannot be verified on-chain.

#### Handle unsigned updates

```typescript
surge.on("unsignedPriceUpdate", (update: sb.UnsignedPriceUpdate) => {
  const symbols = update.getSymbols();
  const formattedPrices = update.getFormattedPrices();
  // Display in UI / dashboard
});
```

#### Use cases

* Price tickers and dashboards
* Portfolio tracking UIs
* Monitoring / alerting systems
* Any display-only context where on-chain verification is not needed

### Outputs

* `UnsignedStreamPlan`: feed list, display integration code, refresh strategy

***

## Module 9 — Randomness (Solana + EVM)

### Goals

* Implement request + settle randomness flows correctly
* Avoid replay/double-settle
* Provide safe integration patterns for games, raffles, auctions, and DeFi mechanisms

### Solana/SVM randomness (commit/reveal)

#### TypeScript client flow

Each step builds a tx via `sb.asV0Tx({ connection, ixs, payer, signers, computeUnitPrice: 75_000, computeUnitLimitMultiple: 1.3 })` and sends it.

```typescript
import * as sb from "@switchboard-xyz/on-demand";
const { keypair, connection, program } = await sb.AnchorUtils.loadEnv();
const queue = await setupQueue(program!);
const sbProgram = await loadSbProgram(program!.provider);

// 1. Create randomness account (one-time)
const rngKp = Keypair.generate();
const [randomness, createIx] = await sb.Randomness.create(sbProgram, rngKp, queue);
// → build tx with ixs: [createIx], signers: [keypair, rngKp]

// 2. Commit to randomness + your game action (same tx)
const commitIx = await randomness.commitIx(queue);
const gameActionIx = await createCoinFlipInstruction(myProgram, rngKp.publicKey, userGuess, ...);
// → build tx with ixs: [commitIx, gameActionIx], signers: [keypair]

// 3. Wait ~3s (oracle generates in TEE), then reveal + settle (same tx)
const revealIx = await randomness.revealIx();
const settleIx = await settleFlipInstruction(myProgram, ...);
// → build tx with ixs: [revealIx, settleIx], signers: [keypair]
```

#### Key patterns

* Bind randomness to a specific state transition (e.g., bet + commit in same tx)
* Always wait before reveal (oracle needs time to generate in TEE)
* Implement retry logic with exponential backoff for commit and reveal
* Reuse randomness accounts across games (persist keypair)
* Reject stale or replayed randomness
* Ensure sysvars are present in program accounts

#### Output

* `SolanaRandomnessPlan` (accounts, instruction ordering, replay protections)

### EVM randomness (request/resolve/settle)

#### TypeScript client flow

```typescript
// Setup: ethers provider/wallet + CrossbarClient (same as Module 1 EVM)
const contract = new ethers.Contract(CONTRACT_ADDRESS, contractABI, wallet);

// 1. Request randomness (on-chain)
const tx1 = await contract.coinFlip({ value: ethers.parseEther("1") });
await tx1.wait();

// 2. Get randomness request data
const randomnessId = await contract.getWagerRandomnessId(wallet.address);
const wagerData = await contract.getWagerData(wallet.address);

// 3. Resolve off-chain via Crossbar
const network = await provider.getNetwork();
const { encoded } = await crossbar.resolveEVMRandomness({
  chainId: Number(network.chainId),
  randomnessId,
  timestamp: Number(wagerData.rollTimestamp),
  minStalenessSeconds: Number(wagerData.minSettlementDelay),
  oracle: wagerData.oracle,
});

// 4. Settle on-chain
const tx2 = await contract.settleFlip(encoded);
const receipt = await tx2.wait();
```

#### Solidity contract pattern

```solidity
// Request: generate unique randomnessId, call switchboard.createRandomness()
bytes32 randomnessId = keccak256(abi.encodePacked(msg.sender, block.timestamp));
switchboard.createRandomness(randomnessId, minSettlementDelay);

// Settle: verify and use randomness
// Use CEI pattern (Checks-Effects-Interactions)
// Delete wager state BEFORE external calls
delete wagers[msg.sender];

// Get randomness value
uint256 randomValue = switchboard.getRandomness(randomnessId);
bool won = (randomValue % 2 == 0);
```

#### Security patterns

* **CEI** (Checks-Effects-Interactions) to prevent reentrancy
* Enforce `minSettlementDelay` (e.g., 5 seconds)
* Use try/catch to avoid stuck pending states
* Generate unique `randomnessId` per request (prevent replay)
* Validate oracle assignment matches expected oracle

#### Output

* `EvmRandomnessPlan` (request ID scheme, delay policy, settle tx plan)

***

## Module 10 — X402 Micropayments

### Goals

* Access paywalled/premium data sources through oracle feeds
* Pay per-request using Solana USDC micropayments
* Integrate X402 payment headers into feed definitions

### Overview

X402 is a **micropayment protocol** that enables pay-per-request access to premium data feeds. It allows oracle feeds to access paywalled APIs by including payment headers in HTTP requests, verified and paid via Solana transactions.

### Procedure

#### 1. Setup payment handler

```typescript
import { X402FetchManager } from "@switchboard-xyz/x402-utils";
import { createLocalWallet } from "@faremeter/wallet-solana";
import { exact } from "@faremeter/payment-solana";

const wallet = await createLocalWallet("mainnet-beta", keypair);
const usdcMint = new PublicKey("EPjFWdd5AufqSSqeM2qN1xzybapC8G4wEGGkZwyTDt1v"); // USDC
const paymentHandler = exact.createPaymentHandler(wallet, usdcMint, connection);
```

#### 2. Define feed with X402 payment header placeholders

```typescript
const oracleFeed = {
  name: "X402 Paywalled RPC",
  jobs: [{
    tasks: [
      {
        httpTask: {
          url: "https://helius.api.corbits.dev",
          method: "POST",
          body: JSON.stringify({ jsonrpc: "2.0", id: 1, method: "getBlockHeight" }),
          headers: [
            { key: "X-PAYMENT", value: "${X402_PAYMENT_HEADER}" },
            { key: "Content-Type", value: "application/json" },
          ],
        },
      },
      { jsonParseTask: { path: "$.result" } },
    ],
  }],
};
```

#### 3. Derive payment header and fetch with override

```typescript
const x402Manager = new X402FetchManager(paymentHandler);
const paymentHeader = await x402Manager.derivePaymentHeader(
  "https://helius.api.corbits.dev",
  { method: "GET" }
);

const feedId = FeedHash.computeOracleFeedId(oracleFeed);
const instructions = await queue.fetchManagedUpdateIxs(crossbar, [feedId.toString("hex")], {
  numSignatures: 1,
  variableOverrides: {
    X402_PAYMENT_HEADER: paymentHeader,
  },
});
```

#### Requirements

* Solana wallet with USDC balance
* `@switchboard-xyz/x402-utils`, `@faremeter/wallet-solana`, `@faremeter/payment-solana`
* `numSignatures` must equal 1 for X402 requests

### Outputs

* `X402IntegrationPlan`: payment handler setup, feed definition, variable override mapping, cost estimates

***

### Task Types Reference

This is the complete reference of all task types available for building Switchboard oracle feed job definitions. Use these as building blocks in `OracleJob[]` arrays.

#### Data Fetching

| Task                           | Description                          | Key Parameters                                          |
| ------------------------------ | ------------------------------------ | ------------------------------------------------------- |
| `httpTask`                     | HTTP request, returns response body  | `url`, `method`, `headers[]`, `body`                    |
| `websocketTask`                | Real-time WebSocket data retrieval   | `url`, `subscription`, `max_data_age_seconds`, `filter` |
| `anchorFetchTask`              | Parse Solana accounts via Anchor IDL | `program_id`, `account_address`                         |
| `solanaAccountDataFetchTask`   | Raw Solana account data              | `pubkey`                                                |
| `splTokenParseTask`            | SPL token mint JSON data             | (token mint address)                                    |
| `solanaToken2022ExtensionTask` | Token-2022 extension modifiers       | `mint`                                                  |

#### Parsing

| Task                    | Description                          | Key Parameters                                |
| ----------------------- | ------------------------------------ | --------------------------------------------- |
| `jsonParseTask`         | Extract value from JSON via JSONPath | `path`, `aggregation_method`                  |
| `regexExtractTask`      | Extract text via regex               | `pattern`, `group_number`                     |
| `bufferLayoutParseTask` | Deserialize binary buffers           | `offset`, `endian`, `type`                    |
| `cronParseTask`         | Convert crontab to timestamp         | `cron_pattern`, `clock_offset`, `clock`       |
| `stringMapTask`         | Map string inputs to outputs         | `mappings`, `default_value`, `case_sensitive` |

#### Math Operations

| Task           | Description                     | Key Parameters                                                 |
| -------------- | ------------------------------- | -------------------------------------------------------------- |
| `addTask`      | Add scalar/job/aggregator value | `big`, `job`, `aggregatorPubkey`                               |
| `subtractTask` | Subtract value                  | `big`, `job`, `aggregatorPubkey`                               |
| `multiplyTask` | Multiply by value               | `big`, `job`, `aggregatorPubkey`                               |
| `divideTask`   | Divide by value                 | `big`, `job`, `aggregatorPubkey`                               |
| `powTask`      | Raise to exponent               | `scalar`                                                       |
| `roundTask`    | Round to decimal places         | `method`, `decimals`                                           |
| `boundTask`    | Clamp result to bounds          | `lower_bound_value`, `upper_bound_value`, `on_exceeds_*_value` |

#### Aggregation

| Task         | Description                           | Key Parameters                                                      |
| ------------ | ------------------------------------- | ------------------------------------------------------------------- |
| `medianTask` | Median of subtasks/subjobs            | `tasks[]`, `jobs[]`, `min_successful_required`, `max_range_percent` |
| `meanTask`   | Average of subtasks/subjobs           | `tasks[]`, `jobs[]`                                                 |
| `maxTask`    | Maximum value                         | `tasks[]`, `jobs[]`                                                 |
| `minTask`    | Minimum value                         | `tasks[]`, `jobs[]`                                                 |
| `ewmaTask`   | Exponentially weighted moving average | (EWMA parameters)                                                   |
| `twapTask`   | Time-weighted average price           | `aggregator_pubkey`, `period`, `min_samples`                        |

#### Surge & Oracle Integration

| Task                   | Description                         | Key Parameters                                                                              |
| ---------------------- | ----------------------------------- | ------------------------------------------------------------------------------------------- |
| `switchboardSurgeTask` | Live spot price from Surge cache    | `source` (BINANCE, BYBIT, OKX, PYTH, TITAN, WEIGHTED, AUTO), `symbol`                       |
| `surgeTwapTask`        | TWAP from Surge candle database     | `symbol`, `time_interval`                                                                   |
| `oracleTask`           | Cross-oracle data (Pyth, Chainlink) | `switchboardAddress`, `pythAddress`, `chainlinkAddress`, `pyth_allowed_confidence_interval` |

#### DEX / DeFi Pricing

| Task                          | Description                            | Key Parameters                                                                                |
| ----------------------------- | -------------------------------------- | --------------------------------------------------------------------------------------------- |
| `jupiterSwapTask`             | Jupiter swap simulation                | `in_token_address`, `out_token_address`, `base_amount`, `slippage`                            |
| `uniswapExchangeRateTask`     | Uniswap swap price                     | `in_token_address`, `out_token_address`, `in_token_amount`, `slippage`, `provider`, `version` |
| `pancakeswapExchangeRateTask` | PancakeSwap swap price                 | `in_token_address`, `out_token_address`, `in_token_amount`, `slippage`, `provider`            |
| `sushiswapExchangeRateTask`   | SushiSwap swap price                   | `in_token_address`, `out_token_address`, `in_token_amount`, `slippage`, `provider`            |
| `curveFinanceTask`            | Curve Finance pool pricing             | `chain`, `provider`, `pool_address`, `out_decimals`                                           |
| `lpExchangeRateTask`          | LP swap price (Orca/Raydium/Mercurial) | pool address, `in_token_address`, `out_token_address`                                         |
| `lpTokenPriceTask`            | LP token prices                        | pool address, `use_fair_price`, `price_feed_addresses`                                        |
| `serumSwapTask`               | Serum DEX price                        | `serum_pool_address`                                                                          |
| `meteoraSwapTask`             | Meteora pool swap price                | `pool`, `type`                                                                                |
| `titanTask`                   | Titan aggregator swap simulation       | `in_token_address`, `out_token_address`, `amount`, `slippage_bps`, `dexes`                    |
| `kuruTask`                    | Kuru swap quotes                       | `token_in`, `token_out`, `amount`, `slippage_tolerance`                                       |
| `maceTask`                    | MACE aggregator swap quotes            | `token_in`, `token_out`, `amount`, `slippage_tolerance_bps`                                   |
| `pumpAmmTask`                 | Pump AMM swap                          | `pool_address`, `in_amount`, `max_slippage`, `is_x_for_y`                                     |
| `pumpAmmLpTokenPriceTask`     | Pump AMM LP fair price                 | `pool_address`, `x_price_job`, `y_price_job`                                                  |
| `bitFluxTask`                 | BitFlux pool swap price                | `provider`, `pool_address`, `in_token`, `out_token`                                           |

#### LST & Staking

| Task                     | Description               | Key Parameters                                                  |
| ------------------------ | ------------------------- | --------------------------------------------------------------- |
| `sanctumLstPriceTask`    | LST price relative to SOL | `lst_mint`, `skip_epoch_check`                                  |
| `lstHistoricalYieldTask` | Historical yield for LSTs | `lst_mint`, `operation`, `epochs`                               |
| `marinadeStateTask`      | Marinade staking state    | (none)                                                          |
| `splStakePoolTask`       | SPL Stake Pool account    | `pubkey`                                                        |
| `suiLstPriceTask`        | Sui LST exchange rate     | `package_id`, `module`, `function`, `shared_objects`, `rpc_url` |
| `vsuiPriceTask`          | vSUI/SUI exchange rate    | `rpc_url`                                                       |
| `solayerSusdTask`        | Solayer sUSD price        | (none)                                                          |

#### Prediction Markets & Specialized Finance

| Task                          | Description                   | Key Parameters                                              |
| ----------------------------- | ----------------------------- | ----------------------------------------------------------- |
| `kalshiApiTask`               | Kalshi prediction market data | `url`, `api_key_id`, `private_key`                          |
| `lendingRateTask`             | Protocol lending rates        | `protocol` (01, apricot, francium, jet, etc.), `asset_mint` |
| `perpMarketTask`              | Perpetual market price        | (market address)                                            |
| `mangoPerpMarketTask`         | Mango perp market price       | `perp_market_address`                                       |
| `mapleFinanceTask`            | Maple Finance asset pricing   | `method`                                                    |
| `ondoUsdyTask`                | USDY price relative to USD    | `strategy`                                                  |
| `turboEthRedemptionRateTask`  | tETH/WETH redemption rate     | (none)                                                      |
| `exponentTask`                | Vault token exchange rate     | `vault`                                                     |
| `exponentPTLinearPricingTask` | Exponent vault pricing        | (vault parameters)                                          |

#### Control Flow & Utilities

| Task                 | Description                        | Key Parameters                                                 |
| -------------------- | ---------------------------------- | -------------------------------------------------------------- |
| `conditionalTask`    | Try primary, fallback on failure   | `attempt[]`, `on_failure[]`                                    |
| `comparisonTask`     | Conditional branching              | `op`, `on_true`, `on_true_value`, `on_false`, `on_false_value` |
| `cacheTask`          | Store result in variable for reuse | `cache_items[]`                                                |
| `valueTask`          | Return a static value              | `value`, `aggregator_pubkey`, `big`                            |
| `unixTimeTask`       | Current Unix epoch time            | `offset`                                                       |
| `sysclockOffsetTask` | Oracle vs system clock diff        | (none)                                                         |
| `blake2b128Task`     | BLAKE2b-128 hash as numeric        | `value`                                                        |

#### AI & Advanced

| Task                  | Description                      | Key Parameters                                                    |
| --------------------- | -------------------------------- | ----------------------------------------------------------------- |
| `llmTask`             | LLM text generation in feed      | `providerConfig`, `userPrompt`, `temperature`, `secretNameApiKey` |
| `secretsTask`         | Fetch secrets from SecretsServer | `authority`, `url`                                                |
| `vwapTask`            | Volume-weighted average price    | (VWAP parameters)                                                 |
| `historyFunctionTask` | Historical data function         | (function parameters)                                             |

#### Protocol-Specific

| Task             | Description                        |
| ---------------- | ---------------------------------- |
| `hyloTask`       | hyUSD to jitoSOL conversion        |
| `aftermathTask`  | Aftermath protocol                 |
| `corexTask`      | Corex protocol                     |
| `etherfuseTask`  | Etherfuse protocol                 |
| `fragmetricTask` | Fragmetric liquid restaking tokens |
| `glyphTask`      | Glyph protocol                     |
| `xStepPriceTask` | xStep price                        |

For full parameter details on any task, consult: <https://explorer.switchboardlabs.xyz/task-docs>

***

### Standard Output Formats (use these consistently)

When producing artifacts, use these headings and keep them concise:

1. **Summary**
2. **Assumptions**
3. **OperatorPolicy**
4. **Plan**
5. **Execution Steps** (only if allowed)
6. **Rollback / Recovery**
7. **Risks & Mitigations**
8. **Next Actions**

***

### References

#### Documentation

* Switchboard docs root: <https://docs.switchboard.xyz/>
* Docs by chain: <https://docs.switchboard.xyz/docs-by-chain>
* Crossbar: <https://docs.switchboard.xyz/tooling/crossbar>
* Run Crossbar (Docker Compose): <https://docs.switchboard.xyz/tooling/crossbar/run-crossbar-with-docker-compose>
* CLI: <https://docs.switchboard.xyz/tooling/cli>
* SDKs: <https://docs.switchboard.xyz/tooling/sdks>
* Deploy Feed: <https://docs.switchboard.xyz/custom-feeds/build-and-deploy-feed/deploy-feed>
* Variable Overrides: <https://docs.switchboard.xyz/custom-feeds/advanced-feed-configuration/data-feed-variable-overrides>
* Task Types Reference: <https://explorer.switchboardlabs.xyz/task-docs>
* Feed Builder: <https://explorer.switchboardlabs.xyz/feed-builder>

#### Chain-Specific Tutorials

* Solana basic price feed: <https://docs.switchboard.xyz/docs-by-chain/solana-svm/price-feeds/basic-price-feed>
* Solana Surge: <https://docs.switchboard.xyz/docs-by-chain/solana-svm/surge>
* Solana randomness: <https://docs.switchboard.xyz/docs-by-chain/solana-svm/randomness>
* Solana prediction markets: <https://docs.switchboard.xyz/docs-by-chain/solana-svm/prediction-markets>
* Solana X402: <https://docs.switchboard.xyz/docs-by-chain/solana-svm/x402>
* EVM price feeds: <https://docs.switchboard.xyz/docs-by-chain/evm/price-feeds>
* EVM Surge: <https://docs.switchboard.xyz/docs-by-chain/evm/surge>
* EVM randomness: <https://docs.switchboard.xyz/docs-by-chain/evm/randomness>
* Sui price feeds: <https://docs.switchboard.xyz/docs-by-chain/sui/price-feeds>
* Sui Surge: <https://docs.switchboard.xyz/docs-by-chain/sui/surge>

#### Code & API References

See "Developer Resources & Tools" table in the SDKs section above.

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