How 到 Choose a Secure 在线 文件 工具 Before You 上传
Seven practical 问题 for evaluating 文件 processing, retention, providers, access controls, and output handling before submitting sensitive material.
Read 文章Swarme resources
Guidance for
practical workflows.
Product updates and operational guidance for 文档, media, 数据, development, accessibility, 安全, and AI-assisted work.
AI 工具 Routing: From a Plain-Language Request 到 a Reliable Workflow
A practical model for turning an outcome such as “提取 these 页面 and 翻译 them” into a reviewable sequence of 工具 operations.
Read 文章How 到 Prepare a PDF for Accurate OCR, Extraction, and Automation
Improve OCR and 文档 extraction by checking 页面 quality, orientation, 文本 layers, structure, and validation requirements before processing.
Read 文章How Many Languages Swarme Tools Ship In
Swarme's 工具 catalog is 1940 unique slugs. The public sitemap lists 17460 localized URLs. 17460 ÷ 9 = 1940. That is the language count: nine prefixes over the same 1940 tools, not 17460 different products.
Read 文章Lifetime on Swarme Does Not Fund the API Wallet
Dashboard Lifetime is not a funded API wallet. The observed account was signed in as Admin, 套餐 Lifetime, member since Jul 2026, with 4 payments on the dashboard. GET /api/account/balance still returned $0.00 credits. billing_mode was metered_observe. wallet_policy was observe. spend_limit_minor was 0.
Read 文章How 到 Read Swarme API 422 Errors
HTTP 422 on a Swarme run is usually a 字段 rule, not an auth failure and not a broken quote. Four observed bodies, each after a successful quote on a supported 工具, are enough 到 read the pattern.
Read 文章How 到 创建 a Swarme API Key
A Swarme API key is created in the dashboard, not by guessing a REST path. The URL that works is https://swarme.io/dashboard?tab=developers. https://swarme.io/dashboard/developers returns 404. Bookmark the tab query. Do not 文档 the 404 path as the developers portal.
Read 文章How 到 Fix Swarme's Expired Login 表单 Token
The toast on Swarme's login 表单 is a CSRF failure, not a catalog outage. The exact copy is Your secure 表单 token expired. Please go back and try again. That sentence is the product's instruction. Follow it. Do not treat it as a 422 字段 rule, a describe_only block, or a missing 工具.
Read 文章How 到 List All Swarme Tools When the API Stops at 500
GET /api/capabilities?limit=500 does not mean the catalog has 500 tools. It means one response will not return more than 500. The catalog currently holds 1940 unique tools. An unfiltered call with limit=500 returns 500.
Read 文章Why Most Swarme Tools Will Not Run From an API Key
Most of the Swarme catalog is visible 到 an API key and still refuses 到 execute. That is not an auth bug. It is execution.machine_run_status.
Read 文章Which Swarme PDF Tools Stay in the Browser
A PDF slug on Swarme is not a promise that the 文件 stays on your machine. Two tools in the same PDF category can disagree on 隐私.server_receives_文件_bytes. Read describe. Then decide.
Read 文章How 到 List Swarme MCP 工具
An MCP client that skips initialize and tools/list will guess the wrong surface. Swarme's catalog has 1940 tools. The MCP server does not expose 1940 MCP tools. It exposes a small, named set that searches, describes, quotes, and runs capabilities through the same contract as REST.
Read 文章Why Swarme Quotes a 工具 Before It Will Run
The quote step is not a receipt written after work finishes. It is a lock on price, input, and permission that must exist before Swarme will accept run. That rule held on a completed uuid-generator call priced $0.00 included. The lock lasted 900 seconds. Run still required quote_id.
Read 文章How Many Swarme Tools Are Pro
Pro on Swarme is access_level 高级. It is not execution.machine_run_status. Count them on different axes or you will overstate what an API key can run.
Read 文章How 到 Generate a UUID With Swarme's API
A UUID is a small output, but Swarme's API treats it as a full capability run. You describe the slug, lock a quote, then run. Skipping a step is not a shortcut. It is a rejected request.
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