Given a source bundle, entry file, command, and failure predicate (exit code and/or stdout
Given a source bundle, entry file, command, and failure predicate (exit code and/or stdout/stderr patterns), runs a deterministic delta-debugging reducer in a network-isolated sandbox and returns the reduced bundle and entry that still reproduce the failure, plus a replay script and run log. Scoped to a local minimum under the passes listed, never a proof of global minimality.
500000 (raw units)
price
1
calls / 30d
1
unique payers
2026-09-11
updated
Provider
reduce.api.williamrobinson.dev · discovered, not yet claimed by its owner
Payment (x402 accepts[])
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],
"entry": "main.py",
"language": "python",
"maxRuns": 400,
"predicate": {
"exitCode": 1,
"stderrPattern": "ZeroDivisionError"
},
"pruneFiles": true,
"timeoutMs": 2000
},
"bodyType": "json",
"method": "POST",
"type": "http"
},
"output": {
"example": {
"artifacts": [
{
"href": "https://reduce.api.williamrobinson.dev/v1/reduce/artifacts/0123456789abcdef0123456789abcdef0123456789abcdef/reduced.zip",
"mediaType": "application/zip",
"name": "reduced.zip",
"sha256": "aa10eb1d670feaba930017330f4dc2460f84943e708024169f6407a8ed02b2c3",
"sizeBytes": 781
},
{
"href": "https://reduce.api.williamrobinson.dev/v1/reduce/artifacts/0123456789abcdef0123456789abcdef0123456789abcdef/entry.txt",
"mediaType": "text/plain; charset=utf-8",
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{
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"mediaType": "text/x-shellscript; charset=utf-8",
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{
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},
{
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],
"checks": [
{
"code": "bundle_valid",
"detail": "The bundle passed the zip guard and entry checks.",
"status": "passed"
},
{
"code": "command_allowed",
"detail": "The command's interpreter is on the runner's allowlist.",
"status": "passed"
},
{
"code": "reproduces_twice",
"detail": "The original bundle reproduced the failure on both baseline runs.",
"status": "passed"
},
{
"code": "reduced_reproduces_twice",
"detail": "The reduced bundle reproduced the failure on both verification runs.",
"status": "passed"
},
{
"code": "reduction_achieved",
"detail": "Removed 46.3% of the entry's bytes.",
"status": "passed"
},
{
"code": "within_budget",
"detail": "The reducer converged within the run and time budget.",
"status": "passed"
}
],
"command": [
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"main.py"
],
"entry": "main.py",
"expiresAt": "2026-09-12T05:11:08.482Z",
"limitations": [
"Reduction is heuristic delta-debugging, not a proof of minimality: the result is a local minimum under the fixed pass order listed in `passes`, never the provably smallest reproduction.",
"Structure-aware chunk removal understands JSON, Python (indentation blocks), and JavaScript/TypeScript/C-like (statement splitting) syntax only; other languages get line- and token-level passes only.",
"Identifier and semantic renaming are never attempted.",
"The buyer's command runs once per candidate in a network-isolated, single-flight container; races, multi-process interactions, and environment-dependent flakiness beyond the two-run reproduction check cannot be captured.",
"Compiled languages (C/C++/Rust build pipelines), multi-command builds, and parallel candidate execution are out of scope."
],
"original": {
"bytes": 1806,
"entryBytes": 1067,
"entryLines": 39,
"files": 4,
"run": {
"durationMs": 44,
"exitCode": 1,
"failing": true,
"signal": null,
"stderrBytes": 395,
"stdoutBytes": 0,
"timedOut": false
}
},
"passes": [
{
"name": "strip-comments",
"removedBytes": 295,
"removedFiles": 0,
"runs": 1
},
{
"name": "file-pruning",
"removedBytes": 425,
"removedFiles": 1,
"runs": 3
},
{
"name": "chunk-removal",
"removedBytes": 48,
"removedFiles": 0,
"runs": 60
},
{
"name": "line-ddmin",
"removedBytes": 0,
"removedFiles": 0,
"runs": 76
},
{
"name": "token-trimming",
"removedBytes": 151,
"removedFiles": 0,
"runs": 255
},
{
"name": "cleanup",
"removedBytes": 0,
"removedFiles": 0,
"runs": 0
}
],
"predicate": {
"exitCode": 1,
"stderrPattern": "ZeroDivisionError"
},
"prunedFiles": [
"README.md"
],
"reduced": {
"bytes": 887,
"entryBytes": 573,
"entryLines": 19,
"files": 3,
"run": {
"durationMs": 44,
"exitCode": 1,
"failing": true,
"signal": null,
"stderrBytes": 417,
"stdoutBytes": 0,
"timedOut": false
}
},
"reductionRatio": 0.4629803186504217,
"runs": {
"budgetExhausted": false,
"failing": 35,
"passing": 364,
"timedOut": 0,
"total": 399
},
"status": "passed",
"tools": {
"reducer": "reduce/1.0",
"runner": "628ms"
},
"truncated": false,
"warnings": []
},
"type": "json"
}
},
"schema": {
"$schema": "https://json-schema.org/draft/2020-12/schema",
"properties": {
"input": {
"additionalProperties": false,
"properties": {
"body": {
"$defs": {
"predicate": {
"additionalProperties": false,
"anyOf": [
{
"properties": {
"exitCode": true
},
"required": [
"exitCode"
]
},
{
"properties": {
"stdoutPattern": true
},
"required": [
"stdoutPattern"
]
},
{
"properties": {
"stderrPattern": true
},
"required": [
"stderrPattern"
]
},
{
"properties": {
"timeoutIsFailure": true
},
"required": [
"timeoutIsFailure"
]
}
],
"properties": {
"exitCode": {
"description": "Exact exit code, or \"nonzero\" to match any non-zero code including signals and timeouts.",
"oneOf": [
{
"maximum": 255,
"minimum": 0,
"type": "integer"
},
{
"const": "nonzero"
}
]
},
"stderrPattern": {
"description": "ECMAScript regular expression (compiled with the \"u\" flag) tested against the captured, capped stderr.",
"maxLength": 256,
"minLength": 1,
"type": "string"
},
"stdoutPattern": {
"description": "ECMAScript regular expression (compiled with the \"u\" flag) tested against the captured, capped stdout.",
"maxLength": 256,
"minLength": 1,
"type": "string"
},
"timeoutIsFailure": {
"description": "Treat a run that exceeds timeoutMs as satisfying the predicate.",
"type": "boolean"
}
},
"type": "object"
}
},
"$schema": "https://json-schema.org/draft/2020-12/schema",
"additionalProperties": false,
"properties": {
"bundle": {
"contentEncoding": "base64",
"description": "Base64 .zip of the bundle: source files and inputs (<= 2097152 bytes decoded), no symlinks, no absolute paths, no \"..\" entries.",
"maxLength": 2796204,
"type": "string"
},
"command": {
"description": "Command run from the bundle root; argv[0] must be one of node, python3, sh.",
"items": {
"maxLength": 512,
"minLength": 1,
"type": "string"
},
"maxItems": 16,
"minItems": 1,
"type": "array"
},
"entry": {
"description": "Relative forward-slash path inside the bundle of the file to reduce textually (<= 524288 bytes, UTF-8 text).",
"maxLength": 1024,
"minLength": 1,
"type": "string"
},
"language": {
"default": "auto",
"description": "Language hint for structure-aware passes; \"auto\" sniffs from the entry's extension.",
"enum": [
"auto",
"text",
"json",
"javascript",
"typescript",
"python",
"c-like"
],
"type": "string"
},
"maxRuns": {
"default": 400,
"description": "Upper bound on candidate executions.",
"maximum": 600,
"minimum": 1,
"type": "integer"
},
"predicate": {
"$ref": "#/properties/input/properties/body/$defs/predicate"
},
"pruneFiles": {
"default": true,
"description": "Whether files other than the entry may be deleted when the failure survives without them.",
"type": "boolean"
},
"timeoutMs": {
"description": "Per-run wall-clock limit in milliseconds.",
"maximum": 5000,
"minimum": 100,
"type": "integer"
}
},
"required": [
"bundle",
"entry",
"command",
"predicate",
"timeoutMs"
],
"type": "object"
},
"bodyType": {
"enum": [
"json",
"form-data",
"text"
],
"type": "string"
},
"method": {
"enum": [
"POST"
],
"type": "string"
},
"type": {
"const": "http",
"type": "string"
}
},
"required": [
"type",
"method",
"bodyType",
"body"
],
"type": "object"
},
"output": {
"properties": {
"example": {
"$defs": {
"artifact": {
"additionalProperties": false,
"properties": {
"href": {
"format": "uri",
"type": "string"
},
"mediaType": {
"type": "string"
},
"name": {
"enum": [
"reduced.zip",
"entry.txt",
"replay.sh",
"runs.jsonl",
"report.json"
],
"type": "string"
},
"sha256": {
"pattern": "^[a-f0-9]{64}$",
"type": "string"
},
"sizeBytes": {
"minimum": 0,
"type": "integer"
}
},
"required": [
"name",
"mediaType",
"sizeBytes",
"sha256",
"href"
],
"type": "object"
},
"check": {
"additionalProperties": false,
"properties": {
"code": {
"type": "string"
},
"detail": {
"type": "string"
},
"status": {
"enum": [
"passed",
"failed",
"not_checked"
],
"type": "string"
}
},
"required": [
"code",
"status",
"detail"
],
"type": "object"
},
"predicate": {
"additionalProperties": false,
"anyOf": [
{
"properties": {
"exitCode": true
},
"required": [
"exitCode"
]
},
{
"properties": {
"stdoutPattern": true
},
"required": [
"stdoutPattern"
]
},
{
"properties": {
"stderrPattern": true
},
"required": [
"stderrPattern"
]
},
{
"properties": {
"timeoutIsFailure": true
},
"required": [
"timeoutIsFailure"
]
}
],
"properties": {
"exitCode": {
"description": "Exact exit code, or \"nonzero\" to match any non-zero code including signals and timeouts.",
"oneOf": [
{
"maximum": 255,
"minimum": 0,
"type": "integer"
},
{
"const": "nonzero"
}
]
},
"stderrPattern": {
"description": "ECMAScript regular expression (compiled with the \"u\" flag) tested against the captured, capped stderr.",
"maxLength": 256,
"minLength": 1,
"type": "string"
},
"stdoutPattern": {
"description": "ECMAScript regular expression (compiled with the \"u\" flag) tested against the captured, capped stdout.",
"maxLength": 256,
"minLength": 1,
"type": "string"
},
"timeoutIsFailure": {
"description": "Treat a run that exceeds timeoutMs as satisfying the predicate.",
"type": "boolean"
}
},
"type": "object"
},
"runOutcome": {
"additionalProperties": false,
"properties": {
"durationMs": {
"minimum": 0,
"type": "number"
},
"exitCode": {
"type": [
"integer",
"null"
]
},
"failing": {
"type": "boolean"
},
"signal": {
"type": [
"string",
"null"
]
},
"stderrBytes": {
"minimum": 0,
"type": "integer"
},
"stdoutBytes": {
"minimum": 0,
"type": "integer"
},
"timedOut": {
"type": "boolean"
}
},
"required": [
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"signal",
"timedOut",
"durationMs",
"stdoutBytes",
"stderrBytes",
"failing"
],
"type": "object"
},
"runSummary": {
"additionalProperties": false,
"properties": {
"bytes": {
"minimum": 0,
"type": "integer"
},
"entryBytes": {
"minimum": 0,
"type": "integer"
},
"entryLines": {
"minimum": 0,
"type": "integer"
},
"files": {
"minimum": 0,
"type": "integer"
},
"run": {
"$ref": "#/properties/output/properties/example/$defs/runOutcome"
}
},
"required": [
"files",
"bytes",
"entryBytes",
"entryLines",
"run"
],
"type": "object"
}
},
"$schema": "https://json-schema.org/draft/2020-12/schema",
"additionalProperties": false,
"properties": {
"artifacts": {
"items": {
"$ref": "#/properties/output/properties/example/$defs/artifact"
},
"maxItems": 5,
"type": "array"
},
"checks": {
"items": {
"$ref": "#/properties/output/properties/example/$defs/check"
},
"type": "array"
},
"command": {
"items": {
"type": "string"
},
"type": "array"
},
"entry": {
"type": "string"
},
"expiresAt": {
"format": "date-time",
"type": "string"
},
"limitations": {
"items": {
"type": "string"
},
"maxItems": 100,
"type": "array"
},
"original": {
"$ref": "#/properties/output/properties/example/$defs/runSummary"
},
"passes": {
"items": {
"additionalProperties": false,
"properties": {
"name": {
"type": "string"
},
"removedBytes": {
"type": "integer"
},
"removedFiles": {
"minimum": 0,
"type": "integer"
},
"runs": {
"minimum": 0,
"type": "integer"
}
},
"required": [
"name",
"runs",
"removedBytes",
"removedFiles"
],
"type": "object"
},
"type": "array"
},
"predicate": {
"$ref": "#/properties/output/properties/example/$defs/predicate"
},
"prunedFiles": {
"items": {
"type": "string"
},
"maxItems": 100,
"type": "array"
},
"reduced": {
"$ref": "#/properties/output/properties/example/$defs/runSummary"
},
"reductionRatio": {
"maximum": 1,
"minimum": 0,
"type": "number"
},
"runs": {
"additionalProperties": false,
"properties": {
"budgetExhausted": {
"type": "boolean"
},
"failing": {
"minimum": 0,
"type": "integer"
},
"passing": {
"minimum": 0,
"type": "integer"
},
"timedOut": {
"minimum": 0,
"type": "integer"
},
"total": {
"minimum": 0,
"type": "integer"
}
},
"required": [
"total",
"failing",
"passing",
"timedOut",
"budgetExhausted"
],
"type": "object"
},
"status": {
"enum": [
"passed",
"failed"
],
"type": "string"
},
"tools": {
"additionalProperties": false,
"properties": {
"reducer": {
"type": "string"
},
"runner": {
"type": "string"
}
},
"required": [
"reducer",
"runner"
],
"type": "object"
},
"truncated": {
"type": "boolean"
},
"warnings": {
"items": {
"type": "string"
},
"maxItems": 100,
"type": "array"
}
},
"required": [
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"tools",
"entry",
"command",
"predicate",
"original",
"reduced",
"reductionRatio",
"passes",
"runs",
"prunedFiles",
"checks",
"warnings",
"limitations",
"truncated",
"expiresAt",
"artifacts"
],
"type": "object"
},
"type": {
"type": "string"
}
},
"required": [
"type"
],
"type": "object"
}
},
"required": [
"input"
],
"type": "object"
}
},
"builder-code": {
"info": {
"s": [
"cdp_sdk_server"
]
},
"schema": {
"$schema": "https://json-schema.org/draft/2020-12/schema",
"additionalProperties": false,
"properties": {
"a": {
"description": "App builder code",
"pattern": "^[a-z0-9_]{1,32}$",
"type": "string"
},
"s": {
"description": "Service builder codes",
"items": {
"pattern": "^[a-z0-9_]{1,32}$",
"type": "string"
},
"maxItems": 11,
"type": "array"
},
"w": {
"description": "Wallet builder code",
"pattern": "^[a-z0-9_]{1,32}$",
"type": "string"
}
},
"type": "object"
}
},
"eip2612GasSponsoring": {},
"erc20ApprovalGasSponsoring": {},
"payment-identifier": {
"info": {
"required": true
},
"schema": {
"$schema": "https://json-schema.org/draft/2020-12/schema",
"properties": {
"id": {
"maxLength": 128,
"minLength": 16,
"pattern": "^[a-zA-Z0-9_-]+$",
"type": "string"
},
"required": {
"type": "boolean"
}
},
"required": [
"required"
],
"type": "object"
}
}
}Use it
curl
curl "https://reduce.api.williamrobinson.dev/v1/reduce/minimize" # -> 402 Payment Required, accepts[] lists how to pay # retry with a PAYMENT-SIGNATURE (or PAYMENT header) once paid
JavaScript
const res = await fetch("https://reduce.api.williamrobinson.dev/v1/reduce/minimize");
if (res.status === 402) {
const { accepts } = await res.json();
// pay one of accepts[] via an x402 client, then retry with the payment header
}Python
import httpx
res = httpx.get("https://reduce.api.williamrobinson.dev/v1/reduce/minimize")
if res.status_code == 402:
accepts = res.json()["accepts"]
# pay one of accepts[] via an x402 client, then retry with the payment headerMachine-readable
Everything on this page is also available as clean JSON at /resources/8203.json, and this resource appears in /discovery/resources and /discovery/search.