Microsoft Learn MCP
Search Microsoft documentation with original source links.
Technical documentation / 技术文档
Microsoft documentation only. Retrieved passages still require source and date checks.
Documentation: 2026-10-22 · none26 ways to move
your task forward.
26 source-backed candidates across 11 task types. Documentation is checked separately from task execution. Select a task to compare its exact input and output requirements.
Cloudflare Documentation MCP
Retrieve Cloudflare product and API documentation.
Technical documentation / 技术文档
Cloudflare documentation only. Inspect the current tool schema before calling.
Documentation: 2026-10-22 · noneDeepWiki MCP
Explore documentation and structure of public code repositories.
Generated documentation and repository coverage vary. Validate claims against the code.
Documentation: 2026-10-22 · noneExa Search MCP
Search public web sources for research.
Hosted access has provider limits. Confirm current authentication, quotas and charges; search is not source verification.
Documentation: 2026-10-22 · limited_public_or_oauthTavily MCP
Search the web and extract content from supplied URLs.
Public web research / 网页资料搜索 · Web page extraction / 网页正文提取
Search and extraction access differs from research/crawl features. Check the account plan and page access rights.
Documentation: 2026-10-22 · limited_public_or_oauthFirecrawl MCP
Search and extract web pages with an authenticated MCP connection.
Public web research / 网页资料搜索 · Web page extraction / 网页正文提取
Keyless features use a separate limited setup. This connection plan uses OAuth. Crawl scope, page permissions and usage credits apply.
Documentation: 2026-10-22 · oauth_or_api_keyBrave Search API
Search the web with freshness filters and source URLs.
Public web research / 网页资料搜索 · Recent news research / 新闻检索
A fresh web search is not exhaustive news coverage. Current subscription quotas and pricing must be checked.
Documentation: 2026-10-22 · api_keyJina Reader API
Turn an accessible public page URL into text suitable for an Agent.
Free access is rate limited. This profile covers URL reading, not structured schema extraction or unlimited crawling.
Documentation: 2026-10-22 · optional_api_keyPerplexity MCP
Search web sources through the Perplexity API MCP service.
API calls may incur charges. Source support and relevance must be checked for each result.
Documentation: 2026-10-22 · oauth_or_api_keyContext7 MCP
Resolve a library and retrieve its documentation for a specific coding task.
Technical documentation / 技术文档
Library/version coverage varies. A similarly named package is not necessarily the intended package.
Documentation: 2026-10-22 · optional_api_keySemantic Scholar Graph API
Find research papers and citation metadata.
Metadata is not full text or proof of research quality. Coverage and rate limits vary.
Documentation: 2026-10-22 · optional_api_keyOpenAlex API
Search scholarly works, authors and linked publication metadata.
Work records describe scholarly outputs; they do not guarantee open full text. Use stable OpenAlex/DOI identifiers.
Documentation: 2026-10-22 · optional_api_keyCrossref REST API
Retrieve DOI and publication metadata deposited with Crossref.
Metadata and DOI lookup, not article full-text extraction or a quality ranking.
Documentation: 2026-10-22 · nonearXiv API
Search arXiv preprints and retrieve Atom metadata with source links.
Preprints are not necessarily peer reviewed. The metadata API does not perform PDF extraction.
Documentation: 2026-10-22 · noneEvident local PDF text extractor
Extract text, fixed-column tables and exact labelled fields locally using PDF.js.
PDF text / PDF 文本提取 · Text PDF tables / 文字型 PDF 表格 · Document fields / 文档字段提取
No OCR. Scans, handwriting, merged cells and arbitrary layouts are unsupported. Field extraction matches explicit labels; it is not semantic invoice understanding. No XLSX export.
Documentation: 2026-10-22 · noneMistral OCR API
Extract PDF or image text and table structure with OCR.
PDF text / PDF 文本提取 · Text PDF tables / 文字型 PDF 表格 · Scanned document OCR / 扫描件 OCR
JSON contains extracted content; it is not an Excel workbook. OCR accuracy is not measured by this profile.
Documentation: 2026-10-22 · api_keyAzure Document Intelligence Layout
Extract text, layout and tables with a configured Azure resource.
PDF text / PDF 文本提取 · Text PDF tables / 文字型 PDF 表格 · Scanned document OCR / 扫描件 OCR
Endpoint is account-specific. Free tiers have limits; local residency and arbitrary language accuracy are not established here.
Documentation: 2026-10-22 · api_keyGoogle Document AI
Use OCR, Layout Parser or Form Parser processors for document analysis.
PDF text / PDF 文本提取 · Text PDF tables / 文字型 PDF 表格 · Scanned document OCR / 扫描件 OCR · Document fields / 文档字段提取
Processor types have different input, quota and region limits. OCR, layout and form parsing are distinct configurations.
Documentation: 2026-10-22 · google_cloud_iamAmazon Textract
Extract printed text, tables and form fields through AWS Textract.
PDF text / PDF 文本提取 · Text PDF tables / 文字型 PDF 表格 · Scanned document OCR / 扫描件 OCR · Document fields / 文档字段提取
AWS SDK signing is required. Table/form outputs need interpretation; no general XLSX export is promised.
Documentation: 2026-10-22 · aws_iamAdobe PDF Extract API
Extract text, structure and table renditions from native or scanned PDFs.
PDF text / PDF 文本提取 · Text PDF tables / 文字型 PDF 表格 · Scanned document OCR / 扫描件 OCR
PDF input only in this profile. CSV/XLSX are table renditions, not a perfect reconstruction of the entire document. Quotas apply.
Documentation: 2026-10-22 · adobe_client_credentialsLlamaParse
Parse PDF and office documents into text and structured document elements.
PDF text / PDF 文本提取 · Text PDF tables / 文字型 PDF 表格 · Scanned document OCR / 扫描件 OCR · Office document text / Office 文档
Parsing modes differ in price and accuracy. Schema-driven LlamaExtract is a separate product and is not implied by this profile.
Documentation: 2026-10-22 · api_keyUnstructured open source
Partition documents locally into typed text and table elements.
PDF text / PDF 文本提取 · Text PDF tables / 文字型 PDF 表格 · Scanned document OCR / 扫描件 OCR · Office document text / Office 文档
Model downloads and compute cost are separate. Partitioning results vary by strategy; a cloud API or remote enrichment would change the privacy boundary.
Documentation: 2026-10-22 · noneDocling
Convert documents locally with text, layout, OCR and table processing.
PDF text / PDF 文本提取 · Text PDF tables / 文字型 PDF 表格 · Scanned document OCR / 扫描件 OCR · Office document text / Office 文档
OCR and table quality depend on the pipeline and document. Remote VLM configurations are outside this local profile.
Documentation: 2026-10-22 · noneMarker
Convert documents locally to Markdown, JSON or HTML with OCR support.
PDF text / PDF 文本提取 · Text PDF tables / 文字型 PDF 表格 · Scanned document OCR / 扫描件 OCR · Office document text / Office 文档
Code and model weights have different terms. Commercial eligibility is not established here; this is not an unconditional free commercial service.
Documentation: 2026-10-22 · noneApache Tika
Extract text and metadata from PDF and office files locally.
PDF text / PDF 文本提取 · Office document text / Office 文档
This profile covers text and metadata. Structured table reconstruction and OCR require separate configuration and are not claimed.
Documentation: 2026-10-22 · nonepdfplumber
Inspect PDF text positions and extract tables from machine-generated PDFs.
PDF text / PDF 文本提取 · Text PDF tables / 文字型 PDF 表格
No OCR. Table extraction needs layout-specific checks. Nested arrays are not automatically CSV or XLSX.
Documentation: 2026-10-22 · noneFull machine-readable catalog · Refresh and deduplication status