{"id":"d16529ae-ced0-4f75-b8c5-d4f14170bd7c","entityType":"agent","slug":"clawhub-runapi-ai-runapi-flux-2","name":"flux-2","canonicalUrl":"https://www.xpersona.co/agent/clawhub-runapi-ai-runapi-flux-2","canonicalPath":"/agent/clawhub-runapi-ai-runapi-flux-2","generatedAt":"2026-10-11T10:50:17.903Z","source":"CLAWHUB","claimStatus":"UNCLAIMED","verificationTier":"NONE","summary":{"evidence":{"source":"editorial-content","verified":true,"confidence":"high","updatedAt":"2026-10-11T07:56:37.872Z","emptyReason":null},"description":"Generate and remix images with Flux 2 through RunAPI. Use when the user asks an agent to create or transform images with Flux 2. Default to the RunAPI CLI for one-off generation; use SDKs only when the user is integrating RunAPI into an app or backend. Skill: flux-2 Owner: runapi-ai Summary: Generate and remix images with Flux 2 through RunAPI. Use when the user asks an agent to create or transform images with Flux 2. Default to the RunAPI CLI for one-off generation; use SDKs only when the user is integrating RunAPI into an app or backend. Tags: latest:0.3.2 Version history: v0.3.2 | 2026-08-12T06:04:37.674Z | user Changed - Generate the flux-2 skill from the share","descriptionLabel":"Technical summary","evidenceSummary":"Capability contract not published. No trust telemetry is available yet. 1.1K downloads reported by the source. 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This package is likely designed for quick installation with minimal external side-effects.","Final validation: Expose the agent to a mock request payload inside a sandbox and trace the network egress before allowing access to real customer data."],"contract":{"contractStatus":"missing","authModes":[],"requires":[],"forbidden":[],"supportsMcp":false,"supportsA2a":false,"supportsStreaming":false,"inputSchemaRef":null,"outputSchemaRef":null,"dataRegion":null,"contractUpdatedAt":null,"sourceUpdatedAt":null,"freshnessSeconds":null},"invocationGuide":{"preferredApi":{"snapshotUrl":"https://www.xpersona.co/api/v1/agents/clawhub-runapi-ai-runapi-flux-2/snapshot","contractUrl":"https://www.xpersona.co/api/v1/agents/clawhub-runapi-ai-runapi-flux-2/contract","trustUrl":"https://www.xpersona.co/api/v1/agents/clawhub-runapi-ai-runapi-flux-2/trust"},"curlExamples":["curl -s \"https://www.xpersona.co/api/v1/agents/clawhub-runapi-ai-runapi-flux-2/snapshot\"","curl -s \"https://www.xpersona.co/api/v1/agents/clawhub-runapi-ai-runapi-flux-2/contract\"","curl -s \"https://www.xpersona.co/api/v1/agents/clawhub-runapi-ai-runapi-flux-2/trust\""],"jsonRequestTemplate":{"query":"summarize this repo","constraints":{"maxLatencyMs":2000,"protocolPreference":["OPENCLEW"]}},"jsonResponseTemplate":{"ok":true,"result":{"summary":"...","confidence":0.9},"meta":{"source":"CLAWHUB","generatedAt":"2026-10-11T10:50:17.902Z"}},"retryPolicy":{"maxAttempts":3,"backoffMs":[500,1500,3500],"retryableConditions":["HTTP_429","HTTP_503","NETWORK_TIMEOUT"]}},"endpoints":{"dossierUrl":"https://www.xpersona.co/api/v1/agents/clawhub-runapi-ai-runapi-flux-2/dossier","snapshotUrl":"https://www.xpersona.co/api/v1/agents/clawhub-runapi-ai-runapi-flux-2/snapshot","contractUrl":"https://www.xpersona.co/api/v1/agents/clawhub-runapi-ai-runapi-flux-2/contract","trustUrl":"https://www.xpersona.co/api/v1/agents/clawhub-runapi-ai-runapi-flux-2/trust"}},"reliability":{"evidence":{"source":"runtime-metrics","verified":false,"confidence":"low","updatedAt":null,"emptyReason":"No trust, reliability, or runtime telemetry is available."},"trust":{"status":"unavailable","handshakeStatus":"UNKNOWN","verificationFreshnessHours":null,"reputationScore":null,"p95LatencyMs":null,"successRate30d":null,"fallbackRate":null,"attempts30d":null,"trustUpdatedAt":null,"trustConfidence":"unknown","sourceUpdatedAt":null,"freshnessSeconds":null},"decisionGuardrails":{"doNotUseIf":["Contract metadata is missing or unavailable for deterministic execution."],"safeUseWhen":[],"riskFlags":["missing_or_unavailable_contract","trust_data_unavailable","schema_references_missing"],"operationalConfidence":"low"},"executionMetrics":{"observedLatencyMsP50":null,"observedLatencyMsP95":null,"estimatedCostUsd":null,"uptime30d":null,"rateLimitRpm":null,"rateLimitBurst":null,"lastVerifiedAt":null,"verificationSource":null},"runtimeMetrics":{"successRate":null,"avgLatencyMs":null,"avgCostUsd":null,"hallucinationRate":null,"retryRate":null,"disputeRate":null,"p50Latency":null,"p95Latency":null,"lastUpdated":null}},"benchmarks":{"evidence":{"source":"no-benchmark-data","verified":false,"confidence":"low","updatedAt":null,"emptyReason":"No benchmark suites or observed failure patterns are available."},"suites":[],"failurePatterns":[]},"artifacts":{"evidence":{"source":"CLAWHUB","verified":false,"confidence":"high","updatedAt":"2026-10-11T07:56:37.872Z","emptyReason":null},"readme":"Skill: flux-2\n\nOwner: runapi-ai\n\nSummary: Generate and remix images with Flux 2 through RunAPI. Use when the user asks an agent to create or transform images with Flux 2. Default to the RunAPI CLI for one-off generation; use SDKs only when the user is integrating RunAPI into an app or backend.\n\nTags: latest:0.3.2\n\nVersion history:\n\nv0.3.2 | 2026-08-12T06:04:37.674Z | user\n\n## Changed\n- Generate the flux-2 skill from the shared RunAPI recipe with contract-discovered request rules and task behavior, direct local media inputs, complete result verification, and bounded recovery.\n\nv0.3.1 | 2026-08-10T14:03:18.934Z | user\n\n## Changed\n- Complete marketplace distribution for the RunAPI Flux 2 skill.\n\nv0.3.0 | 2026-07-28T04:44:54.443Z | user\n\n## Added\n- Document Flux 2 Max text-to-image and remix-image workflows with their supported request shapes.\n\nv0.2.4 | 2026-05-22T09:14:35.106Z | user\n\nAgent-facing CLI-first redesign\n\nv0.2.3 | 2026-05-22T07:06:33.011Z | user\n\nPublish RunAPI skill README install prompt updates.\n\nArchive index:\n\nArchive v0.3.2: 3 files, 4656 bytes\n\nFiles: skill-card.md (2508b), SKILL.md (7358b), _meta.json (132b)\n\nFile v0.3.2:SKILL.md\n\n---\nname: flux-2\ndescription: \"Generate and remix images with Flux 2 through RunAPI. Use when the user asks an agent to create or transform images with Flux 2. Default to the RunAPI CLI for one-off generation; use SDKs only when the user is integrating RunAPI into an app or backend.\"\ndocumentation: https://runapi.ai/models/flux-2.md\nprovider_page: https://runapi.ai/providers/black-forest-labs.md\ncatalog: https://runapi.ai/models.md\nmetadata:\n openclaw:\n homepage: https://runapi.ai/models/flux-2\n requires:\n bins:\n - runapi\n install:\n - kind: brew\n formula: runapi-ai/tap/runapi\n bins:\n - runapi\n envVars:\n - name: RUNAPI_API_KEY\n required: false\n description: Optional RunAPI API key; agents should prefer environment auth or saved CLI config. Browser login is interactive fallback only.\n---\n\n# Flux 2 on RunAPI\n\n## Choose route\n\n- For a one-off artifact or result, use the registered `flux-2` service in the `runapi` CLI. If the installed command catalog does not list it, stop and report the missing service instead of inventing a command.\n- For an app, backend, worker, library, webhook pipeline, or production codebase, go directly to **Integrate with SDK**. Never shell out to the CLI as the production runtime.\n\n## Discover contract\n\nAuthenticate, then inspect the installed command catalog and the selected operation's current contract:\n\n```shell\nrunapi auth status > auth.json\njq -e '.authenticated == true' auth.json\nrunapi flux-2 --help\nrunapi flux-2 --help\ncurl --fail --location https://runapi.ai/docs/api/flux-2/.md --output contract.md\n```\n\nIf authentication is false, stop before submitting. Ask the user to provide a valid `RUNAPI_API_KEY`, or import a user-provided key from stdin with `runapi auth import-token --token -`; use interactive browser login only when the user explicitly requests it. Choose `` only from service help. Treat command help as authoritative for the installed operation, model, and top-level field roster. Treat its API Reference as authoritative for the complete request schema, nested fields, conditional rules, task behavior, and response variants. If the two surfaces disagree, stop and report the contract mismatch instead of guessing.\n\n## Build request\n\nCreate `request.json` as valid JSON using only fields accepted by the discovered operation contract. For the chosen model and values, evaluate every applicable conditional rule as a set: satisfy every required field, omit every forbidden field, and stop on unresolved contradictions.\n\nTraverse nested objects and arrays before execution. Close every relationship stated by the discovered contract, including uniqueness constraints and cross-references between nested values.\n\nFor a discovered local media input, including file-typed fields and top-level media URL fields, put an agent-readable local file path directly in `request.json`. The CLI consumes file fields as declared and uploads local paths in top-level media URL fields. Use `runapi files create` only when the user needs a reusable URL, provides Base64, or the discovered contract explicitly requires a separate upload.\n\nValidate the file before sending it:\n\n```shell\njq empty request.json\n```\n\n## Execute\n\nSubmit exactly once and persist the task response before waiting:\n\n```shell\nrunapi flux-2 --async --input-file request.json > task.json\ntask_id=\"$(jq -er '.id' task.json)\"\n```\n\nFor a one-off result, immediately wait for that same task and save the complete JSON response. This blocking wait is the default:\n\n```shell\nrunapi wait \"$task_id\" --service flux-2 --action > result.json\n```\n\nOnly when the user explicitly asks for background execution, polling, or webhook integration may you stop after validating `task.json`. Report the task id and do not claim that the deliverable is complete.\n\n## Verify\n\nA success status is not the deliverable. Read and validate the complete response according to the discovered result contract. Preserve the complete non-media result in the exact requested format, including JSON, text, SRT, or VTT.\n\nFor every requested media deliverable listed anywhere in the response, download all of them rather than returning only the first URL. Before downloading, derive its expected MIME type or family from response metadata when present, then the selected output format, then an unambiguous result field such as `videos`, `images`, or `audios` in the API Reference. The Catalog-declared fallback families for this skill are `image/*`. Stop only when no single expected type or family can be established from those sources.\n\nFor every downloaded file, require both a non-empty file and the expected MIME type or family:\n\n```shell\ncurl --fail --location --output \nfor file in ; do\n expected_mime=\n test -s \"$file\"\n [[ \"$(file --brief --mime-type \"$file\")\" == $expected_mime ]]\ndone\n```\n\nDo not report completion when any requested deliverable is missing, empty, or has an unexpected MIME type. Record `Skill Conformance` separately from `Task Outcome` so a service failure does not hide whether this recipe was followed.\n\n## Recover or stop\n\n- Correct a request shape at most once, and only when the discovered contract or returned validation error identifies the correction.\n- Retry a transient transport failure at most once, and only when evidence confirms that no task was created, no billing occurred, and retrying is safe.\n- If waiting times out or loses transport after `task.json` exists, preserve the error and rerun `runapi wait` for that same task at most once. Never submit a replacement task.\n- On a terminal RunAPI or service failure, preserve the task/error evidence and stop. Keep the selected model and capability, and do not submit another paid request without user authorization.\n- If the contract is missing a fact required to build or verify the request, stop and report the contract gap. Do not turn a product defect into a permanent skill workaround.\n\n## Integrate with SDK\n\nUse this route only for application or production-code integration. Open the current RunAPI SDK reference below, select the package for the target language and `Flux 2`, and confirm its install command, client methods, request types, response types, and error classes before coding. Build the request from the same discovered product contract and apply the same deliverable verification and stop rules. Do not invoke `runapi` as a subprocess from production code.\n\n## References\n\n- Model overview, pricing, and rate limits: https://runapi.ai/models/flux-2.md\n- Provider overview: https://runapi.ai/providers/black-forest-labs.md\n- Full model catalog: https://runapi.ai/models.md\n- SDK integration: https://github.com/runapi-ai/flux-2-sdk\n\n## Variants\n- `flux-2-flex-remix-image`: https://runapi.ai/models/flux-2/flex-remix-image.md\n- `flux-2-flex-text-to-image`: https://runapi.ai/models/flux-2/flex-text-to-image.md\n- `flux-2-max-remix-image`: https://runapi.ai/models/flux-2/max-remix-image.md\n- `flux-2-max-text-to-image`: https://runapi.ai/models/flux-2/max-text-to-image.md\n- `flux-2-pro-remix-image`: https://runapi.ai/models/flux-2/pro-remix-image.md\n- `flux-2-pro-text-to-image`: https://runapi.ai/models/flux-2/pro-text-to-image.md\n\nFile v0.3.2:_meta.json\n\n{\n \"ownerId\": \"kn70me4rk7jqjt92evshjeb5z18768g7\",\n \"slug\": \"runapi-flux-2\",\n \"version\": \"0.3.2\",\n \"publishedAt\": 1786514677674\n}\n\nFile v0.3.2:skill-card.md\n\n## Description:\n\nGenerate and remix images with Flux 2 through RunAPI for one-off CLI workflows or SDK-based application integrations.\n\nThis skill is ready for commercial/non-commercial use.\n\n## Publisher:\n\n[runapi-ai](https://clawhub.ai/user/runapi-ai)\n\n### License/Terms of Use:\n\nMIT-0\n\n## Use Case:\n\nExternal users and developers use this skill to guide agents through Flux 2 image generation and image remixing on RunAPI, including contract discovery, request construction, task execution, and deliverable verification.\n\n### Deployment Geography for Use:\n\nGlobal\n\n## Known Risks and Mitigations:\n\nRisk: The skill may submit paid image-generation requests through a user's RunAPI account or API key.\n\nMitigation: Authenticate intentionally, inspect the generated request, and submit only when the user has approved the RunAPI action.\n\nRisk: Prompts or local media included in a request may be uploaded to RunAPI.\n\nMitigation: Use only media intended for RunAPI processing and review request.json before submission when inputs are sensitive.\n\nRisk: A stale CLI catalog or mismatched API contract can produce invalid requests or unverifiable outputs.\n\nMitigation: Use the installed CLI help and current API reference as the contract sources, then stop and report mismatches instead of guessing.\n\n## Reference(s):\n\n- [ClawHub Skill Page](https://clawhub.ai/runapi-ai/skills/runapi-flux-2)\n- [RunAPI Flux 2 Homepage](https://runapi.ai/models/flux-2)\n- [Flux 2 Model Overview, Pricing, and Rate Limits](https://runapi.ai/models/flux-2.md)\n- [Black Forest Labs Provider Overview](https://runapi.ai/providers/black-forest-labs.md)\n- [RunAPI Model Catalog](https://runapi.ai/models.md)\n- [Flux 2 SDK Integration](https://github.com/runapi-ai/flux-2-sdk)\n\n## Skill Output:\n\n**Output Type(s):** [guidance, shell commands, configuration, code, JSON, files]\n\n**Output Format:** [Markdown guidance with shell commands, JSON request and response files, SDK code guidance, and downloaded image deliverables]\n\n**Output Parameters:** [1D]\n\n**Other Properties Related to Output:** [Requires the RunAPI CLI for one-off generation and may use RUNAPI_API_KEY or saved RunAPI CLI authentication.]\n\n## Skill Version(s):\n\n0.3.2 (source: server release evidence)\n\n## Ethical Considerations:\n\nUsers should evaluate whether this skill is appropriate for their environment, review any generated or modified files before relying on them, and apply their organization's safety, security, and compliance requirements before deployment.\n\nArchive v0.3.1: 3 files, 3180 bytes\n\nFiles: skill-card.md (2342b), SKILL.md (4223b), _meta.json (132b)\n\nFile v0.3.1:SKILL.md\n\n---\nname: flux-2\ndescription: Generate and remix images with Flux 2 through RunAPI. Use when the user asks an agent to create or transform images with Flux 2. Default to the RunAPI CLI for one-off generation; use SDKs only when the user is integrating RunAPI into an app or backend.\ndocumentation: https://runapi.ai/models/flux-2.md\nprovider_page: https://runapi.ai/providers/black-forest-labs.md\ncatalog: https://runapi.ai/models.md\nmetadata:\n openclaw:\n homepage: https://runapi.ai/models/flux-2\n requires:\n bins:\n - runapi\n install:\n - kind: brew\n formula: runapi-ai/tap/runapi\n bins:\n - runapi\n envVars:\n - name: RUNAPI_API_KEY\n required: false\n description: Optional RunAPI API key; agents should prefer environment auth or saved CLI config. Browser login is interactive fallback only.\n---\n\n# Flux 2 on RunAPI\n\nGenerate and remix images with Flux 2 through RunAPI. The default path for one-off agent tasks is the `runapi` CLI; SDKs are for application integration.\n\n## Critical: Integration Runtime\n\n- Integration work (app, backend, worker, library, Rails service, Node service, Go service, webhook pipeline, or production codebase) uses the **SDK integration path** for the target language.\n- One-off generation, editing, transformation, manual smoke tests, debugging, or user-requested CLI runs use the **CLI path** with the `runapi` binary. For full CLI-specific agent guidance, see https://github.com/runapi-ai/cli-skill.\n- Never shell out to the `runapi` CLI as the production runtime integration layer.\n\n## SDK integration path\n\nWhen integrating Flux 2 into an app, backend, worker, library, Rails service, Node service, Go service, webhook pipeline, or production workflow, start by checking the current SDK package and official usage. Confirm install commands, client methods (`create`, `get`, `run`), request fields, response shape, and error classes before using CLI help or raw HTTP examples. Use a RunAPI SDK package:\n\n- JavaScript / TypeScript: `@runapi.ai/flux-2`\n- Ruby: `runapi-flux-2`\n- Go: `github.com/runapi-ai/flux-2-sdk/go`\n\n## CLI path\n\nThe `runapi` binary is the one-off and manual testing runtime dependency. For full CLI-specific agent guidance, see https://github.com/runapi-ai/cli-skill. Run `runapi auth status` first. For agents and headless runs, prefer `RUNAPI_API_KEY` or import it into saved config with `printf '%s' \"$RUNAPI_API_KEY\" | runapi auth import-token --token -`. Use `runapi login` only when the user explicitly wants interactive browser auth.\n\nInspect the available commands and request fields with CLI help:\n\n```shell\nrunapi flux-2 --help\nrunapi flux-2 text-to-image --help\nrunapi flux-2 remix-image --help\n```\n\nRun a one-off task (synchronous — polls until the task completes):\n\n```shell\nrunapi flux-2 text-to-image --input-file request.json\nrunapi flux-2 remix-image --input-file remix-request.json\n```\n\nSubmit asynchronously and poll separately:\n\n```shell\nrunapi flux-2 text-to-image --async --input-file request.json\nrunapi wait --service flux-2 --action text-to-image\nrunapi flux-2 remix-image --async --input-file remix-request.json\nrunapi wait --service flux-2 --action remix-image\n```\n\nAvailable commands: `text-to-image`, `remix-image`.\n\n## Generated file storage\n\nRunAPI-generated file URLs are temporary. Download and store generated images, videos, audio, or other files in your own durable storage within 7 days; do not treat returned URLs as long-term assets.\n\n## References\n\n- Model overview, pricing, and rate limits: https://runapi.ai/models/flux-2.md\n- Provider comparison: https://runapi.ai/providers/black-forest-labs.md\n- Full model catalog: https://runapi.ai/models.md\n\n## Variants\n\n- [Flux 2 Pro text to image](https://runapi.ai/models/flux-2/pro-text-to-image.md)\n- [Flux 2 Pro remix image](https://runapi.ai/models/flux-2/pro-remix-image.md)\n- [Flux 2 Flex text to image](https://runapi.ai/models/flux-2/flex-text-to-image.md)\n- [Flux 2 Flex remix image](https://runapi.ai/models/flux-2/flex-remix-image.md)\n- [Flux 2 Max text to image](https://runapi.ai/models/flux-2/max-text-to-image.md)\n- [Flux 2 Max remix image](https://runapi.ai/models/flux-2/max-remix-image.md)\n\nFile v0.3.1:_meta.json\n\n{\n \"ownerId\": \"kn70me4rk7jqjt92evshjeb5z18768g7\",\n \"slug\": \"runapi-flux-2\",\n \"version\": \"0.3.1\",\n \"publishedAt\": 1786370598934\n}\n\nFile v0.3.1:skill-card.md\n\n## Description:\n\nGenerate and remix images with Flux 2 through RunAPI for one-off CLI tasks or SDK-based application integrations.\n\nThis skill is ready for commercial/non-commercial use.\n\n## Publisher:\n\n[runapi-ai](https://clawhub.ai/user/runapi-ai)\n\n### License/Terms of Use:\n\nMIT-0\n\n## Use Case:\n\nDevelopers and agents use this skill to generate or remix images with Flux 2 through RunAPI. It supports one-off CLI workflows and SDK guidance for application or backend integrations.\n\n### Deployment Geography for Use:\n\nGlobal\n\n## Known Risks and Mitigations:\n\nRisk: The runapi CLI may store imported tokens in saved configuration.\n\nMitigation: Review CLI token storage behavior before deployment and prefer RUNAPI_API_KEY for headless or temporary use.\n\nRisk: Interactive browser login can block headless agent runs.\n\nMitigation: Use RUNAPI_API_KEY or import the token from the environment for non-interactive execution.\n\nRisk: RunAPI-generated file URLs are temporary.\n\nMitigation: Download and move generated files to durable storage within 7 days.\n\nRisk: Using the CLI as a production integration layer can create brittle application behavior.\n\nMitigation: Use the language-specific RunAPI SDK path for app, backend, worker, library, service, or webhook integrations.\n\n## Reference(s):\n\n- [ClawHub skill page](https://clawhub.ai/runapi-ai/skills/runapi-flux-2)\n- [RunAPI Flux 2 model overview](https://runapi.ai/models/flux-2.md)\n- [RunAPI Flux 2 homepage](https://runapi.ai/models/flux-2)\n- [Black Forest Labs provider page](https://runapi.ai/providers/black-forest-labs.md)\n- [RunAPI model catalog](https://runapi.ai/models.md)\n- [RunAPI CLI skill](https://github.com/runapi-ai/cli-skill)\n\n## Skill Output:\n\n**Output Type(s):** [Guidance, Shell commands, Code, Configuration]\n\n**Output Format:** [Markdown with inline shell commands and SDK package names]\n\n**Output Parameters:** [1D]\n\n**Other Properties Related to Output:** [May guide agents to produce or retrieve generated image files through RunAPI.]\n\n## Skill Version(s):\n\n0.3.1 (source: server release evidence)\n\n## Ethical Considerations:\n\nUsers should evaluate whether this skill is appropriate for their environment, review any generated or modified files before relying on them, and apply their organization's safety, security, and compliance requirements before deployment.\n\nArchive v0.3.0: 3 files, 3106 bytes\n\nFiles: skill-card.md (2275b), SKILL.md (4223b), _meta.json (132b)\n\nFile v0.3.0:SKILL.md\n\n---\nname: flux-2\ndescription: Generate and remix images with Flux 2 through RunAPI. Use when the user asks an agent to create or transform images with Flux 2. Default to the RunAPI CLI for one-off generation; use SDKs only when the user is integrating RunAPI into an app or backend.\ndocumentation: https://runapi.ai/models/flux-2.md\nprovider_page: https://runapi.ai/providers/black-forest-labs.md\ncatalog: https://runapi.ai/models.md\nmetadata:\n openclaw:\n homepage: https://runapi.ai/models/flux-2\n requires:\n bins:\n - runapi\n install:\n - kind: brew\n formula: runapi-ai/tap/runapi\n bins:\n - runapi\n envVars:\n - name: RUNAPI_API_KEY\n required: false\n description: Optional RunAPI API key; agents should prefer environment auth or saved CLI config. Browser login is interactive fallback only.\n---\n\n# Flux 2 on RunAPI\n\nGenerate and remix images with Flux 2 through RunAPI. The default path for one-off agent tasks is the `runapi` CLI; SDKs are for application integration.\n\n## Critical: Integration Runtime\n\n- Integration work (app, backend, worker, library, Rails service, Node service, Go service, webhook pipeline, or production codebase) uses the **SDK integration path** for the target language.\n- One-off generation, editing, transformation, manual smoke tests, debugging, or user-requested CLI runs use the **CLI path** with the `runapi` binary. For full CLI-specific agent guidance, see https://github.com/runapi-ai/cli-skill.\n- Never shell out to the `runapi` CLI as the production runtime integration layer.\n\n## SDK integration path\n\nWhen integrating Flux 2 into an app, backend, worker, library, Rails service, Node service, Go service, webhook pipeline, or production workflow, start by checking the current SDK package and official usage. Confirm install commands, client methods (`create`, `get`, `run`), request fields, response shape, and error classes before using CLI help or raw HTTP examples. Use a RunAPI SDK package:\n\n- JavaScript / TypeScript: `@runapi.ai/flux-2`\n- Ruby: `runapi-flux-2`\n- Go: `github.com/runapi-ai/flux-2-sdk/go`\n\n## CLI path\n\nThe `runapi` binary is the one-off and manual testing runtime dependency. For full CLI-specific agent guidance, see https://github.com/runapi-ai/cli-skill. Run `runapi auth status` first. For agents and headless runs, prefer `RUNAPI_API_KEY` or import it into saved config with `printf '%s' \"$RUNAPI_API_KEY\" | runapi auth import-token --token -`. Use `runapi login` only when the user explicitly wants interactive browser auth.\n\nInspect the available commands and request fields with CLI help:\n\n```shell\nrunapi flux-2 --help\nrunapi flux-2 text-to-image --help\nrunapi flux-2 remix-image --help\n```\n\nRun a one-off task (synchronous — polls until the task completes):\n\n```shell\nrunapi flux-2 text-to-image --input-file request.json\nrunapi flux-2 remix-image --input-file remix-request.json\n```\n\nSubmit asynchronously and poll separately:\n\n```shell\nrunapi flux-2 text-to-image --async --input-file request.json\nrunapi wait --service flux-2 --action text-to-image\nrunapi flux-2 remix-image --async --input-file remix-request.json\nrunapi wait --service flux-2 --action remix-image\n```\n\nAvailable commands: `text-to-image`, `remix-image`.\n\n## Generated file storage\n\nRunAPI-generated file URLs are temporary. Download and store generated images, videos, audio, or other files in your own durable storage within 7 days; do not treat returned URLs as long-term assets.\n\n## References\n\n- Model overview, pricing, and rate limits: https://runapi.ai/models/flux-2.md\n- Provider comparison: https://runapi.ai/providers/black-forest-labs.md\n- Full model catalog: https://runapi.ai/models.md\n\n## Variants\n\n- [Flux 2 Pro text to image](https://runapi.ai/models/flux-2/pro-text-to-image.md)\n- [Flux 2 Pro remix image](https://runapi.ai/models/flux-2/pro-remix-image.md)\n- [Flux 2 Flex text to image](https://runapi.ai/models/flux-2/flex-text-to-image.md)\n- [Flux 2 Flex remix image](https://runapi.ai/models/flux-2/flex-remix-image.md)\n- [Flux 2 Max text to image](https://runapi.ai/models/flux-2/max-text-to-image.md)\n- [Flux 2 Max remix image](https://runapi.ai/models/flux-2/max-remix-image.md)\n\nFile v0.3.0:_meta.json\n\n{\n \"ownerId\": \"kn70me4rk7jqjt92evshjeb5z18768g7\",\n \"slug\": \"runapi-flux-2\",\n \"version\": \"0.3.0\",\n \"publishedAt\": 1785213894443\n}\n\nFile v0.3.0:skill-card.md\n\n## Description:
\nGenerate and remix images with Flux 2 through RunAPI.
\n\nThis skill is ready for commercial/non-commercial use.
\n\n## Publisher:
\n[runapi-ai](https://clawhub.ai/user/runapi-ai)
\n\n### License/Terms of Use:
\nMIT-0
\n\n\n## Use Case:
\nDevelopers and agents use this skill to generate or remix Flux 2 images through RunAPI, choosing CLI commands for one-off work and SDK integration guidance for application or backend use.
\n\n### Deployment Geography for Use:
\nGlobal
\n\n## Known Risks and Mitigations:
\nRisk: Prompts, source images, and API credentials are sent to or used with RunAPI services.
\nMitigation: Use the skill only when RunAPI is trusted for the submitted content, and prefer the RUNAPI_API_KEY environment variable for headless or agent use.
\nRisk: Using the CLI as a production integration layer can create fragile service behavior.
\nMitigation: Use RunAPI SDK packages for application, backend, worker, or production integrations.
\nRisk: Generated file URLs are temporary and may expire.
\nMitigation: Download generated images and store them in durable storage within 7 days.
\n\n\n## Reference(s):
\n- [ClawHub skill page](https://clawhub.ai/runapi-ai/skills/runapi-flux-2)
\n- [RunAPI Flux 2 homepage](https://runapi.ai/models/flux-2)
\n- [RunAPI Flux 2 model documentation](https://runapi.ai/models/flux-2.md)
\n- [Black Forest Labs provider page](https://runapi.ai/providers/black-forest-labs.md)
\n- [RunAPI model catalog](https://runapi.ai/models.md)
\n\n\n## Skill Output:
\n**Output Type(s):** [guidance, shell commands, code, configuration]
\n**Output Format:** [Markdown with inline shell commands and SDK package names]
\n**Output Parameters:** [1D]
\n**Other Properties Related to Output:** [May reference temporary generated-file URLs that should be downloaded to durable storage within 7 days.]
\n\n## Skill Version(s):
\n0.3.0 (source: release evidence)
\n\n## Ethical Considerations:
\nUsers should evaluate whether this skill is appropriate for their environment, review any generated or modified files before relying on them, and apply their organization's safety, security, and compliance requirements before deployment.
\n\nArchive v0.2.4: 3 files, 2595 bytes\n\nFiles: skill-card.md (2231b), SKILL.md (2764b), _meta.json (132b)\n\nFile v0.2.4:SKILL.md\n\n---\nname: flux-2\ndescription: Generate and edit images with Flux 2 through RunAPI. Use when the user asks an agent to create, edit, or transform images with Flux 2. Default to the RunAPI CLI for one-off generation; use SDKs only when the user is integrating RunAPI into an app or backend.\ndocumentation: https://runapi.ai/models/flux-2.md\nprovider_page: https://runapi.ai/providers/black-forest-labs.md\ncatalog: https://runapi.ai/models.md\nmetadata:\n openclaw:\n homepage: https://runapi.ai/models/flux-2\n requires:\n bins:\n - runapi\n install:\n - kind: brew\n formula: runapi-ai/tap/runapi\n bins:\n - runapi\n envVars:\n - name: RUNAPI_API_KEY\n required: false\n description: Optional RunAPI API key; runapi login or saved CLI config can also authenticate the runapi binary.\n---\n\n# Flux 2 on RunAPI\n\nGenerate and edit images with Flux 2 through RunAPI. The default path for one-off agent tasks is the `runapi` CLI; SDKs are for application integration.\n\n## Routing decision\n\n- One-off generation, editing, or transformation for the user → use the **CLI path** with the `runapi` binary.\n- Building an app, backend, worker, library, or production codebase → use the **SDK integration path**.\n\n## CLI path\n\nThe `runapi` binary is the runtime dependency. Authenticate with `runapi login` (browser) or set `RUNAPI_API_KEY`; a saved CLI config also works — no required environment variable.\n\nInspect the available actions and request fields with CLI help:\n\n```shell\nrunapi flux-2 --help\nrunapi flux-2 text-to-image --help\n```\n\nRun a one-off task (synchronous — polls until the task completes):\n\n```shell\nrunapi flux-2 text-to-image --input-file request.json\n```\n\nSubmit asynchronously and poll separately:\n\n```shell\nrunapi flux-2 text-to-image --async --input-file request.json\nrunapi wait --service flux-2 --action text-to-image\n```\n\nAvailable actions: `text-to-image`.\n\n## SDK integration path\n\nWhen integrating Flux 2 into an app, backend, worker, or library — not for one-off tasks — use a RunAPI SDK package:\n\n- JavaScript / TypeScript: `@runapi.ai/flux-2`\n- Ruby: `runapi-flux_2`\n- Go: `github.com/runapi-ai/flux-2-sdk/go`\n\n## References\n\n- Model overview, pricing, and rate limits: https://runapi.ai/models/flux-2.md\n- Provider comparison: https://runapi.ai/providers/black-forest-labs.md\n- Full model catalog: https://runapi.ai/models.md\n\n## Variants\n\n- [Flux 2 Pro text to image](https://runapi.ai/models/flux-2/pro-text-to-image.md)\n- [Flux 2 Pro image to image](https://runapi.ai/models/flux-2/pro-image-to-image.md)\n- [Flux 2 Flex text to image](https://runapi.ai/models/flux-2/flex-text-to-image.md)\n- [Flux 2 Flex image to image](https://runapi.ai/models/flux-2/flex-image-to-image.md)\n\nFile v0.2.4:_meta.json\n\n{\n \"ownerId\": \"kn70me4rk7jqjt92evshjeb5z18768g7\",\n \"slug\": \"runapi-flux-2\",\n \"version\": \"0.2.4\",\n \"publishedAt\": 1779441275106\n}\n\nFile v0.2.4:skill-card.md\n\n## Description:
\nGenerate and edit images with Flux 2 through RunAPI.
\n\nThis skill is ready for commercial/non-commercial use.
\n\n## Publisher:
\n[runapi-ai](https://clawhub.ai/user/runapi-ai)
\n\n### License/Terms of Use:
\nMIT-0
\n\n\n## Use Case:
\nDevelopers and external users use this skill to ask an agent to generate, edit, or transform images with Flux 2 through RunAPI. The skill is oriented around one-off CLI use, with SDK guidance for application integration.
\n\n### Deployment Geography for Use:
\nGlobal
\n\n## Known Risks and Mitigations:
\nRisk: Prompts, request files, and input images may be sent to a third-party image-generation service.
\nMitigation: Review RunAPI data-handling requirements before using confidential content, and avoid sending sensitive inputs unless approved for that environment.
\nRisk: The skill can use API-key or saved CLI authentication.
\nMitigation: Review how the runapi CLI stores login sessions or API keys and handle RUNAPI_API_KEY as a sensitive credential.
\n\n\n## Reference(s):
\n- [RunAPI Flux 2 model page](https://runapi.ai/models/flux-2)
\n- [RunAPI Flux 2 model documentation](https://runapi.ai/models/flux-2.md)
\n- [Black Forest Labs provider comparison](https://runapi.ai/providers/black-forest-labs.md)
\n- [RunAPI model catalog](https://runapi.ai/models.md)
\n- [ClawHub skill page](https://clawhub.ai/runapi-ai/runapi-flux-2)
\n\n\n## Skill Output:
\n**Output Type(s):** [Guidance, Shell commands, Configuration, Files]
\n**Output Format:** [Markdown with inline shell commands and JSON request-file guidance]
\n**Output Parameters:** [1D]
\n**Other Properties Related to Output:** [May produce or retrieve image-generation outputs through the RunAPI CLI; authentication can use RUNAPI_API_KEY, runapi login, or saved CLI configuration.]
\n\n## Skill Version(s):
\n0.2.4 (source: server release evidence)
\n\n## Ethical Considerations:
\nUsers should evaluate whether this skill is appropriate for their environment, review any generated or modified files before relying on them, and apply their organization's safety, security, and compliance requirements before deployment.
\n\nArchive v0.2.3: 2 files, 940 bytes\n\nFiles: SKILL.md (1165b), _meta.json (132b)\n\nFile v0.2.3:SKILL.md\n\n---\nname: flux-2\ndescription: Generate images with Flux 2 Pro/Flex text-to-image and image-to-image through RunAPI.ai using the @runapi.ai/flux-2 Node/TypeScript SDK. Use when the user asks to add Flux 2 image generation or writes against @runapi.ai/flux-2. Triggers on \"flux2\", \"flux 2\", \"image generation\", \"生成图片\", \"@runapi.ai/flux-2\".\ndocumentation: https://runapi.ai/models/flux-2\nprovider_page: https://runapi.ai/providers/black-forest-labs\ncatalog: https://runapi.ai/models\nmetadata:\n openclaw:\n homepage: https://runapi.ai/models/flux-2\n primaryEnv: RUNAPI_API_KEY\n requires:\n env:\n - RUNAPI_API_KEY\n envVars:\n - name: RUNAPI_API_KEY\n required: true\n description: RunAPI API key from https://runapi.ai/api_keys.\n---\n# @runapi.ai/flux-2 — RunAPI.ai Flux 2 image generation\n\nUse `Flux2Client` for Flux 2 image tasks.\n\n```ts\nimport { Flux2Client } from '@runapi.ai/flux-2';\n\nconst client = new Flux2Client({ apiKey: process.env.RUNAPI_API_KEY });\n\nconst result = await client.textToImage.run({\n model: 'flux-2-pro-text-to-image',\n prompt: 'A cinematic product photo on warm paper',\n aspect_ratio: '1:1',\n});\n```\n\nFile v0.2.3:_meta.json\n\n{\n \"ownerId\": \"kn70me4rk7jqjt92evshjeb5z18768g7\",\n \"slug\": \"runapi-flux-2\",\n \"version\": \"0.2.3\",\n \"publishedAt\": 1779433593011\n}","readmeExcerpt":"Skill: flux-2 Owner: runapi-ai Summary: Generate and remix images with Flux 2 through RunAPI. Use when the user asks an agent to create or transform images with Flux 2. Default to the RunAPI CLI for one-off generation; use SDKs only when the user is integrating RunAPI into an app or backend. Tags: latest:0.3.2 Version history: v0.3.2 | 2026-08-12T06:04:37.674Z | user Changed - Generate the flux-2 skill from the share","codeSnippets":[],"executableExamples":[{"language":"shell","snippet":"curl --fail --location https://runapi.ai/docs/api/flux-2/.md --output contract.md"},{"language":"shell","snippet":"runapi auth status > auth.json\njq -e '.authenticated == true' auth.json\nrunapi flux-2 --help\nrunapi flux-2 --help\ncurl --fail --location https://runapi.ai/docs/api/flux-2/.md --output contract.md"},{"language":"shell","snippet":"jq empty request.json"},{"language":"shell","snippet":"runapi flux-2 --async --input-file request.json > task.json\ntask_id=\"$(jq -er '.id' task.json)\""},{"language":"shell","snippet":"runapi wait \"$task_id\" --service flux-2 --action > result.json"},{"language":"shell","snippet":"curl --fail --location --output "}],"parameters":null,"dependencies":[],"permissions":[],"extractedFiles":[{"path":"SKILL.md","content":"---\nname: flux-2\ndescription: \"Generate and remix images with Flux 2 through RunAPI. Use when the user asks an agent to create or transform images with Flux 2. Default to the RunAPI CLI for one-off generation; use SDKs only when the user is integrating RunAPI into an app or backend.\"\ndocumentation: https://runapi.ai/models/flux-2.md\nprovider_page: https://runapi.ai/providers/black-forest-labs.md\ncatalog: https://runapi.ai/models.md\nmetadata:\n openclaw:\n homepage: https://runapi.ai/models/flux-2\n requires:\n bins:\n - runapi\n install:\n - kind: brew\n formula: runapi-ai/tap/runapi\n bins:\n - runapi\n envVars:\n - name: RUNAPI_API_KEY\n required: false\n description: Optional RunAPI API key; agents should prefer environment auth or saved CLI config. Browser login is interactive fallback only.\n---\n\n# Flux 2 on RunAPI\n\n## Choose route\n\n- For a one-off artifact or result, use the registered `flux-2` service in the `runapi` CLI. If the installed command catalog does not list it, stop and report the missing service instead of inventing a command.\n- For an app, backend, worker, library, webhook pipeline, or production codebase, go directly to **Integrate with SDK**. Never shell out to the CLI as the production runtime.\n\n## Discover contract\n\nAuthenticate, then inspect the installed command catalog and the selected operation's current contract:\n\n```shell\nrunapi auth status > auth.json\njq -e '.authenticated == true' auth.json\nrunapi flux-2 --help\nrunapi flux-2 --help\ncurl --fail --location https://runapi.ai/docs/api/flux-2/.md --output contract.md\n```\n\nIf authentication is false, stop before submitting. Ask the user to provide a valid `RUNAPI_API_KEY`, or import a user-provided key from stdin with `runapi auth import-token --token -`; use interactive browser login only when the user explicitly requests it. Choose `` only from service help. Treat command help as authoritative for the installed operation, model, and top-level field roster. Treat its API Reference as authoritative for the complete request schema, nested fields, conditional rules, task behavior, and response variants. If the two surfaces disagree, stop and report the contract mismatch instead of guessing.\n\n## Build request\n\nCreate `request.json` as valid JSON using only fields accepted by the discovered operation contract. For the chosen model and values, evaluate every applicable conditional rule as a set: satisfy every required field, omit every forbidden field, and stop on unresolved contradictions.\n\nTraverse nested objects and arrays before execution. Close every relationship stated by the discovered contract, including uniqueness constraints and cross-references between nested values.\n\nFor a discovered local media input, including file-typed fields and top-level media URL fields, put an agent-readable local file path directly in `request.json`. The CLI consumes file fields as declared and uploads local paths in"},{"path":"_meta.json","content":"{\n \"ownerId\": \"kn70me4rk7jqjt92evshjeb5z18768g7\",\n \"slug\": \"runapi-flux-2\",\n \"version\": \"0.3.2\",\n \"publishedAt\": 1786514677674\n}"},{"path":"skill-card.md","content":"## Description:\n\nGenerate and remix images with Flux 2 through RunAPI for one-off CLI workflows or SDK-based application integrations.\n\nThis skill is ready for commercial/non-commercial use.\n\n## Publisher:\n\n[runapi-ai](https://clawhub.ai/user/runapi-ai)\n\n### License/Terms of Use:\n\nMIT-0\n\n## Use Case:\n\nExternal users and developers use this skill to guide agents through Flux 2 image generation and image remixing on RunAPI, including contract discovery, request construction, task execution, and deliverable verification.\n\n### Deployment Geography for Use:\n\nGlobal\n\n## Known Risks and Mitigations:\n\nRisk: The skill may submit paid image-generation requests through a user's RunAPI account or API key.\n\nMitigation: Authenticate intentionally, inspect the generated request, and submit only when the user has approved the RunAPI action.\n\nRisk: Prompts or local media included in a request may be uploaded to RunAPI.\n\nMitigation: Use only media intended for RunAPI processing and review request.json before submission when inputs are sensitive.\n\nRisk: A stale CLI catalog or mismatched API contract can produce invalid requests or unverifiable outputs.\n\nMitigation: Use the installed CLI help and current API reference as the contract sources, then stop and report mismatches instead of guessing.\n\n## Reference(s):\n\n- [ClawHub Skill Page](https://clawhub.ai/runapi-ai/skills/runapi-flux-2)\n- [RunAPI Flux 2 Homepage](https://runapi.ai/models/flux-2)\n- [Flux 2 Model Overview, Pricing, and Rate Limits](https://runapi.ai/models/flux-2.md)\n- [Black Forest Labs Provider Overview](https://runapi.ai/providers/black-forest-labs.md)\n- [RunAPI Model Catalog](https://runapi.ai/models.md)\n- [Flux 2 SDK Integration](https://github.com/runapi-ai/flux-2-sdk)\n\n## Skill Output:\n\n**Output Type(s):** [guidance, shell commands, configuration, code, JSON, files]\n\n**Output Format:** [Markdown guidance with shell commands, JSON request and response files, SDK code guidance, and downloaded image deliverables]\n\n**Output Parameters:** [1D]\n\n**Other Properties Related to Output:** [Requires the RunAPI CLI for one-off generation and may use RUNAPI_API_KEY or saved RunAPI CLI authentication.]\n\n## Skill Version(s):\n\n0.3.2 (source: server release evidence)\n\n## Ethical Considerations:\n\nUsers should evaluate whether this skill is appropriate for their environment, review any generated or modified files before relying on them, and apply their organization's safety, security, and compliance requirements before deployment."}],"languages":[],"docsSourceLabel":"CLAWHUB","editorialOverview":"Generate and remix images with Flux 2 through RunAPI. Use when the user asks an agent to create or transform images with Flux 2. Default to the RunAPI CLI for one-off generation; use SDKs only when the user is integrating RunAPI into an app or backend. Skill: flux-2 Owner: runapi-ai Summary: Generate and remix images with Flux 2 through RunAPI. Use when the user asks an agent to create or transform images with Flux 2. Default to the RunAPI CLI for one-off generation; use SDKs only when the user is integrating RunAPI into an app or backend. 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