NEXAAI DIRECTORY
中
Written for AI · readable by people

Where to find AI resources

AI resources NEXA picked and checked one by one. Each says how to connect, whether you need an account or a key, and when not to use it.

Try:browser MCP toolcheap GPUmeeting transcriptlogo designer

3 matches for “浏览器 MCP 工具”

Playwright MCP Official

Lets your AI drive a browser: click, fill forms, take screenshots

Connect
MCPnpx -y @playwright/mcp@0.0.83
Sign-up & keys
None
Not for
Only reading page text → Jina Reader
What your AI readschecked 2026-11-04 
- Playwright MCP — Lets your AI drive a browser: click, fill forms, take screenshots — mcp: npx -y @playwright/mcp@0.0.83 — https://github.com/microsoft/playwright-mcp [official · 2026-11-04] · sign-up & keys: None · not for: Only reading page text → Jina Reader
MCP Registry Official Recommended

The official list of MCP servers: tools you can plug into an AI app

Connect
APIregistry.modelcontextprotocol.io/…/servers?…
Sign-up & keys
None to search; each server has its own requirements
Not for
Ratings and usage → Glama
What your AI readschecked 2026-11-04 
- MCP Registry — The official list of MCP servers: tools you can plug into an AI app — api: https://registry.modelcontextprotocol.io/v0/servers?search=<terms> — https://registry.modelcontextprotocol.io [recommended · official · 2026-11-04] · sign-up & keys: None to search; each server has its own requirements · not for: Ratings and usage → Glama
Glama MCP Alternative

A large MCP server directory with categories, scores and install notes

Connect
Webglama.ai/mcp/servers
Sign-up & keys
None to browse
Not for
Only officially listed servers → MCP Registry
What your AI readschecked 2026-11-04 
- Glama MCP — A large MCP server directory with categories, scores and install notes — web: https://glama.ai/mcp/servers [alternative · 2026-11-04] · sign-up & keys: None to browse · not for: Only officially listed servers → MCP Registry

What you search is sent to the NEXA server and used for this answer only; NEXA does not store it (the web server's access log is kept as usual). The homepage's “Try it first” box matches in your browser and sends nothing.

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01

Tools and services

MCP servers, skill libraries, APIs

MCP Registry Official Recommended

The official list of MCP servers: tools you can plug into an AI app

Connect
APIregistry.modelcontextprotocol.io/…/servers?…
Sign-up & keys
None to search; each server has its own requirements
Not for
Ratings and usage → Glama
What your AI readschecked 2026-11-04 
- MCP Registry — The official list of MCP servers: tools you can plug into an AI app — api: https://registry.modelcontextprotocol.io/v0/servers?search=<terms> — https://registry.modelcontextprotocol.io [recommended · official · 2026-11-04] · sign-up & keys: None to search; each server has its own requirements · not for: Ratings and usage → Glama
Glama MCP Alternative

A large MCP server directory with categories, scores and install notes

Connect
Webglama.ai/mcp/servers
Sign-up & keys
None to browse
Not for
Only officially listed servers → MCP Registry
What your AI readschecked 2026-11-04 
- Glama MCP — A large MCP server directory with categories, scores and install notes — web: https://glama.ai/mcp/servers [alternative · 2026-11-04] · sign-up & keys: None to browse · not for: Only officially listed servers → MCP Registry
SmitheryAn MCP server marketplace that installs into Claude and other apps with one command CLInpx -y @smithery/cli@4.11.1 install <server> --client claude Some servers need a Smithery account or the vendor's key
What for
An MCP server marketplace that installs into Claude and other apps with one command
Connect
CLInpx -y @smithery/cli@4.11.1 install <server> --client claude
Address
https://smithery.ai
Sign-up & keys
Some servers need a Smithery account or the vendor's key
Not for
Official listings only → MCP Registry
Checked
2026-11-04
What your AI reads
- Smithery — An MCP server marketplace that installs into Claude and other apps with one command — cli: npx -y @smithery/cli@4.11.1 install <server> --client claude — https://smithery.ai [2026-11-04] · sign-up & keys: Some servers need a Smithery account or the vendor's key · not for: Official listings only → MCP Registry
Anthropic SkillsOfficialAnthropic's official skill library; the entries below are its most used ones Skillgithub.com/anthropics/skills None; the examples are Apache 2.0, the four document skills have their own terms
What for
Anthropic's official skill library; the entries below are its most used ones
Connect
Skillhttps://github.com/anthropics/skills/tree/dbd4588f9e1033efb41dad4bef2f7947c8993d44
Address
https://github.com/anthropics/skills
Sign-up & keys
None; the examples are Apache 2.0, the four document skills have their own terms
Not for
Skills others listed on NEXA → NEXA skills
Checked
2026-11-04
What your AI reads
- Anthropic Skills — Anthropic's official skill library; the entries below are its most used ones — skill: https://github.com/anthropics/skills/tree/dbd4588f9e1033efb41dad4bef2f7947c8993d44 — https://github.com/anthropics/skills [official · 2026-11-04] · sign-up & keys: None; the examples are Apache 2.0, the four document skills have their own terms · not for: Skills others listed on NEXA → NEXA skills
Anthropic document skills (docx · pdf · pptx · xlsx)OfficialLets an AI read and write Word, PDF, PowerPoint and Excel files; built into Claude.ai and Claude Code Skillgithub.com/…/skills None; its terms allow use only inside Anthropic's services, not copying into other AI apps
What for
Lets an AI read and write Word, PDF, PowerPoint and Excel files; built into Claude.ai and Claude Code
Connect
Skillhttps://github.com/anthropics/skills/tree/dbd4588f9e1033efb41dad4bef2f7947c8993d44/skills
Address
https://github.com/anthropics/skills
Sign-up & keys
None; its terms allow use only inside Anthropic's services, not copying into other AI apps
Not for
Not using Claude → another document tool
Checked
2026-11-04
What your AI reads
- Anthropic document skills (docx · pdf · pptx · xlsx) — Lets an AI read and write Word, PDF, PowerPoint and Excel files; built into Claude.ai and Claude Code — skill: https://github.com/anthropics/skills/tree/dbd4588f9e1033efb41dad4bef2f7947c8993d44/skills — https://github.com/anthropics/skills [official · 2026-11-04] · sign-up & keys: None; its terms allow use only inside Anthropic's services, not copying into other AI apps · not for: Not using Claude → another document tool
skill-creatorOfficialHelps write a new skill or improve one, and test how reliably it triggers Skillgithub.com/…/skill-creator None; includes Python scripts, the evals need Claude Code
What for
Helps write a new skill or improve one, and test how reliably it triggers
Connect
Skillhttps://github.com/anthropics/skills/tree/dbd4588f9e1033efb41dad4bef2f7947c8993d44/skills/skill-creator
Address
https://github.com/anthropics/skills
Sign-up & keys
None; includes Python scripts, the evals need Claude Code
Not for
Skills others listed on NEXA → NEXA skills
Checked
2026-11-04
What your AI reads
- skill-creator — Helps write a new skill or improve one, and test how reliably it triggers — skill: https://github.com/anthropics/skills/tree/dbd4588f9e1033efb41dad4bef2f7947c8993d44/skills/skill-creator — https://github.com/anthropics/skills [official · 2026-11-04] · sign-up & keys: None; includes Python scripts, the evals need Claude Code · not for: Skills others listed on NEXA → NEXA skills
mcp-builderOfficialGuides an AI in building an MCP server that connects a service or API Skillgithub.com/…/mcp-builder None; needs Python or Node.js
What for
Guides an AI in building an MCP server that connects a service or API
Connect
Skillhttps://github.com/anthropics/skills/tree/dbd4588f9e1033efb41dad4bef2f7947c8993d44/skills/mcp-builder
Address
https://github.com/anthropics/skills
Sign-up & keys
None; needs Python or Node.js
Not for
A ready-made MCP server → MCP Registry
Checked
2026-11-04
What your AI reads
- mcp-builder — Guides an AI in building an MCP server that connects a service or API — skill: https://github.com/anthropics/skills/tree/dbd4588f9e1033efb41dad4bef2f7947c8993d44/skills/mcp-builder — https://github.com/anthropics/skills [official · 2026-11-04] · sign-up & keys: None; needs Python or Node.js · not for: A ready-made MCP server → MCP Registry
Show the other 44
webapp-testingOfficialLets an AI drive a local web app with Playwright: click, screenshot, read console errors Skillgithub.com/…/webapp-testing None; needs Python and Playwright
What for
Lets an AI drive a local web app with Playwright: click, screenshot, read console errors
Connect
Skillhttps://github.com/anthropics/skills/tree/dbd4588f9e1033efb41dad4bef2f7947c8993d44/skills/webapp-testing
Address
https://github.com/anthropics/skills
Sign-up & keys
None; needs Python and Playwright
Not for
Other people's live sites or long-running automation → Playwright MCP
Checked
2026-11-04
What your AI reads
- webapp-testing — Lets an AI drive a local web app with Playwright: click, screenshot, read console errors — skill: https://github.com/anthropics/skills/tree/dbd4588f9e1033efb41dad4bef2f7947c8993d44/skills/webapp-testing — https://github.com/anthropics/skills [official · 2026-11-04] · sign-up & keys: None; needs Python and Playwright · not for: Other people's live sites or long-running automation → Playwright MCP
frontend-designOfficialPushes an AI toward deliberate, non-template visual design for UI Skillgithub.com/…/frontend-design None; a single instruction file
What for
Pushes an AI toward deliberate, non-template visual design for UI
Connect
Skillhttps://github.com/anthropics/skills/tree/dbd4588f9e1033efb41dad4bef2f7947c8993d44/skills/frontend-design
Address
https://github.com/anthropics/skills
Sign-up & keys
None; a single instruction file
Not for
A human designer → post a request
Checked
2026-11-04
What your AI reads
- frontend-design — Pushes an AI toward deliberate, non-template visual design for UI — skill: https://github.com/anthropics/skills/tree/dbd4588f9e1033efb41dad4bef2f7947c8993d44/skills/frontend-design — https://github.com/anthropics/skills [official · 2026-11-04] · sign-up & keys: None; a single instruction file · not for: A human designer → post a request
Superpowers · test-driven-developmentMakes an AI write the failing test first, then the code Skillgithub.com/…/test-driven-development None. Or the whole set: /plugin install superpowers@claude-plugins-official
What for
Makes an AI write the failing test first, then the code
Connect
Skillhttps://github.com/obra/superpowers/tree/bb92a77741419a4ab5f06e711a283343f1ada0c3/skills/test-driven-development
Address
https://github.com/obra/superpowers
Sign-up & keys
None. Or the whole set: /plugin install superpowers@claude-plugins-official
Not for
Skills others listed on NEXA → NEXA skills
Checked
2026-11-04
What your AI reads
- Superpowers · test-driven-development — Makes an AI write the failing test first, then the code — skill: https://github.com/obra/superpowers/tree/bb92a77741419a4ab5f06e711a283343f1ada0c3/skills/test-driven-development — https://github.com/obra/superpowers [2026-11-04] · sign-up & keys: None. Or the whole set: /plugin install superpowers@claude-plugins-official · not for: Skills others listed on NEXA → NEXA skills
Superpowers · systematic-debuggingMakes an AI find the root cause before proposing a fix Skillgithub.com/…/systematic-debugging None. Or the whole set: /plugin install superpowers@claude-plugins-official
What for
Makes an AI find the root cause before proposing a fix
Connect
Skillhttps://github.com/obra/superpowers/tree/bb92a77741419a4ab5f06e711a283343f1ada0c3/skills/systematic-debugging
Address
https://github.com/obra/superpowers
Sign-up & keys
None. Or the whole set: /plugin install superpowers@claude-plugins-official
Not for
Skills others listed on NEXA → NEXA skills
Checked
2026-11-04
What your AI reads
- Superpowers · systematic-debugging — Makes an AI find the root cause before proposing a fix — skill: https://github.com/obra/superpowers/tree/bb92a77741419a4ab5f06e711a283343f1ada0c3/skills/systematic-debugging — https://github.com/obra/superpowers [2026-11-04] · sign-up & keys: None. Or the whole set: /plugin install superpowers@claude-plugins-official · not for: Skills others listed on NEXA → NEXA skills
Superpowers · brainstormingBefore building something new, the AI asks questions one at a time and turns the idea into a design Skillgithub.com/…/brainstorming None. Or the whole set: /plugin install superpowers@claude-plugins-official
What for
Before building something new, the AI asks questions one at a time and turns the idea into a design
Connect
Skillhttps://github.com/obra/superpowers/tree/bb92a77741419a4ab5f06e711a283343f1ada0c3/skills/brainstorming
Address
https://github.com/obra/superpowers
Sign-up & keys
None. Or the whole set: /plugin install superpowers@claude-plugins-official
Not for
Skills others listed on NEXA → NEXA skills
Checked
2026-11-04
What your AI reads
- Superpowers · brainstorming — Before building something new, the AI asks questions one at a time and turns the idea into a design — skill: https://github.com/obra/superpowers/tree/bb92a77741419a4ab5f06e711a283343f1ada0c3/skills/brainstorming — https://github.com/obra/superpowers [2026-11-04] · sign-up & keys: None. Or the whole set: /plugin install superpowers@claude-plugins-official · not for: Skills others listed on NEXA → NEXA skills
Superpowers · writing-plansTurns a spec into a step-by-step, checkable implementation plan Skillgithub.com/…/writing-plans None. Or the whole set: /plugin install superpowers@claude-plugins-official
What for
Turns a spec into a step-by-step, checkable implementation plan
Connect
Skillhttps://github.com/obra/superpowers/tree/bb92a77741419a4ab5f06e711a283343f1ada0c3/skills/writing-plans
Address
https://github.com/obra/superpowers
Sign-up & keys
None. Or the whole set: /plugin install superpowers@claude-plugins-official
Not for
Skills others listed on NEXA → NEXA skills
Checked
2026-11-04
What your AI reads
- Superpowers · writing-plans — Turns a spec into a step-by-step, checkable implementation plan — skill: https://github.com/obra/superpowers/tree/bb92a77741419a4ab5f06e711a283343f1ada0c3/skills/writing-plans — https://github.com/obra/superpowers [2026-11-04] · sign-up & keys: None. Or the whole set: /plugin install superpowers@claude-plugins-official · not for: Skills others listed on NEXA → NEXA skills
algorithmic-artOfficialHas an AI make generative art in p5.js: flow fields, particles, seeded patterns, with knobs to tune Skillgithub.com/…/algorithmic-art None; the pages it makes load p5.js from a public CDN
What for
Has an AI make generative art in p5.js: flow fields, particles, seeded patterns, with knobs to tune
Connect
Skillhttps://github.com/anthropics/skills/tree/dbd4588f9e1033efb41dad4bef2f7947c8993d44/skills/algorithmic-art
Address
https://github.com/anthropics/skills
Sign-up & keys
None; the pages it makes load p5.js from a public CDN
Not for
Commercial illustration or a human artist → post a request
Checked
2026-11-04
What your AI reads
- algorithmic-art — Has an AI make generative art in p5.js: flow fields, particles, seeded patterns, with knobs to tune — skill: https://github.com/anthropics/skills/tree/dbd4588f9e1033efb41dad4bef2f7947c8993d44/skills/algorithmic-art — https://github.com/anthropics/skills [official · 2026-11-04] · sign-up & keys: None; the pages it makes load p5.js from a public CDN · not for: Commercial illustration or a human artist → post a request
internal-commsOfficialHelps write internal comms: status reports, leadership updates, newsletters, FAQs, incident reports Skillgithub.com/…/internal-comms None; instructions and a few examples only
What for
Helps write internal comms: status reports, leadership updates, newsletters, FAQs, incident reports
Connect
Skillhttps://github.com/anthropics/skills/tree/dbd4588f9e1033efb41dad4bef2f7947c8993d44/skills/internal-comms
Address
https://github.com/anthropics/skills
Sign-up & keys
None; instructions and a few examples only
Not for
Public PR or ad copy → a copywriter, or post a request
Checked
2026-11-04
What your AI reads
- internal-comms — Helps write internal comms: status reports, leadership updates, newsletters, FAQs, incident reports — skill: https://github.com/anthropics/skills/tree/dbd4588f9e1033efb41dad4bef2f7947c8993d44/skills/internal-comms — https://github.com/anthropics/skills [official · 2026-11-04] · sign-up & keys: None; instructions and a few examples only · not for: Public PR or ad copy → a copywriter, or post a request
doc-coauthoringOfficialCo-write a document with an AI: proposals, technical specs, decision docs, step by step Skillgithub.com/…/doc-coauthoring None; a single instruction file
What for
Co-write a document with an AI: proposals, technical specs, decision docs, step by step
Connect
Skillhttps://github.com/anthropics/skills/tree/dbd4588f9e1033efb41dad4bef2f7947c8993d44/skills/doc-coauthoring
Address
https://github.com/anthropics/skills
Sign-up & keys
None; a single instruction file
Not for
A formatted Word file → the document skills
Checked
2026-11-04
What your AI reads
- doc-coauthoring — Co-write a document with an AI: proposals, technical specs, decision docs, step by step — skill: https://github.com/anthropics/skills/tree/dbd4588f9e1033efb41dad4bef2f7947c8993d44/skills/doc-coauthoring — https://github.com/anthropics/skills [official · 2026-11-04] · sign-up & keys: None; a single instruction file · not for: A formatted Word file → the document skills
slack-gif-creatorOfficialHas an AI make small animated GIFs that fit Slack's size limits Skillgithub.com/…/slack-gif-creator None; needs Python and imaging packages from pip
What for
Has an AI make small animated GIFs that fit Slack's size limits
Connect
Skillhttps://github.com/anthropics/skills/tree/dbd4588f9e1033efb41dad4bef2f7947c8993d44/skills/slack-gif-creator
Address
https://github.com/anthropics/skills
Sign-up & keys
None; needs Python and imaging packages from pip
Not for
Professional animation or video → post a request
Checked
2026-11-04
What your AI reads
- slack-gif-creator — Has an AI make small animated GIFs that fit Slack's size limits — skill: https://github.com/anthropics/skills/tree/dbd4588f9e1033efb41dad4bef2f7947c8993d44/skills/slack-gif-creator — https://github.com/anthropics/skills [official · 2026-11-04] · sign-up & keys: None; needs Python and imaging packages from pip · not for: Professional animation or video → post a request
Superpowers · verification-before-completionMakes an AI run the checks before it says something is done or fixed Skillgithub.com/…/verification-before-completion None. Or the whole set: /plugin install superpowers@claude-plugins-official
What for
Makes an AI run the checks before it says something is done or fixed
Connect
Skillhttps://github.com/obra/superpowers/tree/bb92a77741419a4ab5f06e711a283343f1ada0c3/skills/verification-before-completion
Address
https://github.com/obra/superpowers
Sign-up & keys
None. Or the whole set: /plugin install superpowers@claude-plugins-official
Not for
Skills others listed on NEXA → NEXA skills
Checked
2026-11-04
What your AI reads
- Superpowers · verification-before-completion — Makes an AI run the checks before it says something is done or fixed — skill: https://github.com/obra/superpowers/tree/bb92a77741419a4ab5f06e711a283343f1ada0c3/skills/verification-before-completion — https://github.com/obra/superpowers [2026-11-04] · sign-up & keys: None. Or the whole set: /plugin install superpowers@claude-plugins-official · not for: Skills others listed on NEXA → NEXA skills
Superpowers · requesting-code-reviewHas an AI review its own work against the requirements before merging Skillgithub.com/…/requesting-code-review None. Or the whole set: /plugin install superpowers@claude-plugins-official
What for
Has an AI review its own work against the requirements before merging
Connect
Skillhttps://github.com/obra/superpowers/tree/bb92a77741419a4ab5f06e711a283343f1ada0c3/skills/requesting-code-review
Address
https://github.com/obra/superpowers
Sign-up & keys
None. Or the whole set: /plugin install superpowers@claude-plugins-official
Not for
Skills others listed on NEXA → NEXA skills
Checked
2026-11-04
What your AI reads
- Superpowers · requesting-code-review — Has an AI review its own work against the requirements before merging — skill: https://github.com/obra/superpowers/tree/bb92a77741419a4ab5f06e711a283343f1ada0c3/skills/requesting-code-review — https://github.com/obra/superpowers [2026-11-04] · sign-up & keys: None. Or the whole set: /plugin install superpowers@claude-plugins-official · not for: Skills others listed on NEXA → NEXA skills
Superpowers · receiving-code-reviewWhen review comments come in, the AI checks them before changing code, not blindly Skillgithub.com/…/receiving-code-review None. Or the whole set: /plugin install superpowers@claude-plugins-official
What for
When review comments come in, the AI checks them before changing code, not blindly
Connect
Skillhttps://github.com/obra/superpowers/tree/bb92a77741419a4ab5f06e711a283343f1ada0c3/skills/receiving-code-review
Address
https://github.com/obra/superpowers
Sign-up & keys
None. Or the whole set: /plugin install superpowers@claude-plugins-official
Not for
Skills others listed on NEXA → NEXA skills
Checked
2026-11-04
What your AI reads
- Superpowers · receiving-code-review — When review comments come in, the AI checks them before changing code, not blindly — skill: https://github.com/obra/superpowers/tree/bb92a77741419a4ab5f06e711a283343f1ada0c3/skills/receiving-code-review — https://github.com/obra/superpowers [2026-11-04] · sign-up & keys: None. Or the whole set: /plugin install superpowers@claude-plugins-official · not for: Skills others listed on NEXA → NEXA skills
Superpowers · using-git-worktreesHas an AI start new work in its own git worktree, away from the current folder Skillgithub.com/…/using-git-worktrees None. Or the whole set: /plugin install superpowers@claude-plugins-official
What for
Has an AI start new work in its own git worktree, away from the current folder
Connect
Skillhttps://github.com/obra/superpowers/tree/bb92a77741419a4ab5f06e711a283343f1ada0c3/skills/using-git-worktrees
Address
https://github.com/obra/superpowers
Sign-up & keys
None. Or the whole set: /plugin install superpowers@claude-plugins-official
Not for
Skills others listed on NEXA → NEXA skills
Checked
2026-11-04
What your AI reads
- Superpowers · using-git-worktrees — Has an AI start new work in its own git worktree, away from the current folder — skill: https://github.com/obra/superpowers/tree/bb92a77741419a4ab5f06e711a283343f1ada0c3/skills/using-git-worktrees — https://github.com/obra/superpowers [2026-11-04] · sign-up & keys: None. Or the whole set: /plugin install superpowers@claude-plugins-official · not for: Skills others listed on NEXA → NEXA skills
Superpowers · dispatching-parallel-agentsSplits independent tasks across several sub-agents working at once Skillgithub.com/…/dispatching-parallel-agents None. Or the whole set: /plugin install superpowers@claude-plugins-official
What for
Splits independent tasks across several sub-agents working at once
Connect
Skillhttps://github.com/obra/superpowers/tree/bb92a77741419a4ab5f06e711a283343f1ada0c3/skills/dispatching-parallel-agents
Address
https://github.com/obra/superpowers
Sign-up & keys
None. Or the whole set: /plugin install superpowers@claude-plugins-official
Not for
Skills others listed on NEXA → NEXA skills
Checked
2026-11-04
What your AI reads
- Superpowers · dispatching-parallel-agents — Splits independent tasks across several sub-agents working at once — skill: https://github.com/obra/superpowers/tree/bb92a77741419a4ab5f06e711a283343f1ada0c3/skills/dispatching-parallel-agents — https://github.com/obra/superpowers [2026-11-04] · sign-up & keys: None. Or the whole set: /plugin install superpowers@claude-plugins-official · not for: Skills others listed on NEXA → NEXA skills
Superpowers · finishing-a-development-branchWhen the work passes its tests, helps decide how to merge, open a PR or clean up the branch Skillgithub.com/…/finishing-a-development-branch None. Or the whole set: /plugin install superpowers@claude-plugins-official
What for
When the work passes its tests, helps decide how to merge, open a PR or clean up the branch
Connect
Skillhttps://github.com/obra/superpowers/tree/bb92a77741419a4ab5f06e711a283343f1ada0c3/skills/finishing-a-development-branch
Address
https://github.com/obra/superpowers
Sign-up & keys
None. Or the whole set: /plugin install superpowers@claude-plugins-official
Not for
Skills others listed on NEXA → NEXA skills
Checked
2026-11-04
What your AI reads
- Superpowers · finishing-a-development-branch — When the work passes its tests, helps decide how to merge, open a PR or clean up the branch — skill: https://github.com/obra/superpowers/tree/bb92a77741419a4ab5f06e711a283343f1ada0c3/skills/finishing-a-development-branch — https://github.com/obra/superpowers [2026-11-04] · sign-up & keys: None. Or the whole set: /plugin install superpowers@claude-plugins-official · not for: Skills others listed on NEXA → NEXA skills
Matt Pocock · code-reviewReviews a change two ways: the repo's own standards, and what the issue or spec asked for Skillgithub.com/…/code-review None; it runs the two reviews in parallel sub-agents
What for
Reviews a change two ways: the repo's own standards, and what the issue or spec asked for
Connect
Skillhttps://github.com/mattpocock/skills/tree/49dd158d1076134a641b33efb035946536778336/skills/engineering/code-review
Address
https://github.com/mattpocock/skills
Sign-up & keys
None; it runs the two reviews in parallel sub-agents
Not for
Skills others listed on NEXA → NEXA skills
Checked
2026-11-04
What your AI reads
- Matt Pocock · code-review — Reviews a change two ways: the repo's own standards, and what the issue or spec asked for — skill: https://github.com/mattpocock/skills/tree/49dd158d1076134a641b33efb035946536778336/skills/engineering/code-review — https://github.com/mattpocock/skills [2026-11-04] · sign-up & keys: None; it runs the two reviews in parallel sub-agents · not for: Skills others listed on NEXA → NEXA skills
Matt Pocock · diagnosing-bugsA loop for hard bugs and slowdowns: reproduce, narrow down, find the cause Skillgithub.com/…/diagnosing-bugs None
What for
A loop for hard bugs and slowdowns: reproduce, narrow down, find the cause
Connect
Skillhttps://github.com/mattpocock/skills/tree/49dd158d1076134a641b33efb035946536778336/skills/engineering/diagnosing-bugs
Address
https://github.com/mattpocock/skills
Sign-up & keys
None
Not for
Skills others listed on NEXA → NEXA skills
Checked
2026-11-04
What your AI reads
- Matt Pocock · diagnosing-bugs — A loop for hard bugs and slowdowns: reproduce, narrow down, find the cause — skill: https://github.com/mattpocock/skills/tree/49dd158d1076134a641b33efb035946536778336/skills/engineering/diagnosing-bugs — https://github.com/mattpocock/skills [2026-11-04] · sign-up & keys: None · not for: Skills others listed on NEXA → NEXA skills
Matt Pocock · tddTest-driven development: red, green, refactor, leaning on integration tests Skillgithub.com/…/tdd None; the STRIPE_KEY in its sample code is only an example, nothing to provide
What for
Test-driven development: red, green, refactor, leaning on integration tests
Connect
Skillhttps://github.com/mattpocock/skills/tree/49dd158d1076134a641b33efb035946536778336/skills/engineering/tdd
Address
https://github.com/mattpocock/skills
Sign-up & keys
None; the STRIPE_KEY in its sample code is only an example, nothing to provide
Not for
Skills others listed on NEXA → NEXA skills
Checked
2026-11-04
What your AI reads
- Matt Pocock · tdd — Test-driven development: red, green, refactor, leaning on integration tests — skill: https://github.com/mattpocock/skills/tree/49dd158d1076134a641b33efb035946536778336/skills/engineering/tdd — https://github.com/mattpocock/skills [2026-11-04] · sign-up & keys: None; the STRIPE_KEY in its sample code is only an example, nothing to provide · not for: Skills others listed on NEXA → NEXA skills
Matt Pocock · domain-modelingSharpens a project's domain model: shared terms, a glossary, architecture decision records Skillgithub.com/…/domain-modeling None
What for
Sharpens a project's domain model: shared terms, a glossary, architecture decision records
Connect
Skillhttps://github.com/mattpocock/skills/tree/49dd158d1076134a641b33efb035946536778336/skills/engineering/domain-modeling
Address
https://github.com/mattpocock/skills
Sign-up & keys
None
Not for
Skills others listed on NEXA → NEXA skills
Checked
2026-11-04
What your AI reads
- Matt Pocock · domain-modeling — Sharpens a project's domain model: shared terms, a glossary, architecture decision records — skill: https://github.com/mattpocock/skills/tree/49dd158d1076134a641b33efb035946536778336/skills/engineering/domain-modeling — https://github.com/mattpocock/skills [2026-11-04] · sign-up & keys: None · not for: Skills others listed on NEXA → NEXA skills
Matt Pocock · prototypeBuilds a throwaway prototype to check a state model or what a UI should feel like Skillgithub.com/…/prototype None
What for
Builds a throwaway prototype to check a state model or what a UI should feel like
Connect
Skillhttps://github.com/mattpocock/skills/tree/49dd158d1076134a641b33efb035946536778336/skills/engineering/prototype
Address
https://github.com/mattpocock/skills
Sign-up & keys
None
Not for
Skills others listed on NEXA → NEXA skills
Checked
2026-11-04
What your AI reads
- Matt Pocock · prototype — Builds a throwaway prototype to check a state model or what a UI should feel like — skill: https://github.com/mattpocock/skills/tree/49dd158d1076134a641b33efb035946536778336/skills/engineering/prototype — https://github.com/mattpocock/skills [2026-11-04] · sign-up & keys: None · not for: Skills others listed on NEXA → NEXA skills
Matt Pocock · codebase-designVocabulary for designing modules: deep modules, where seams go, code that is easy to test and navigate Skillgithub.com/…/codebase-design None
What for
Vocabulary for designing modules: deep modules, where seams go, code that is easy to test and navigate
Connect
Skillhttps://github.com/mattpocock/skills/tree/49dd158d1076134a641b33efb035946536778336/skills/engineering/codebase-design
Address
https://github.com/mattpocock/skills
Sign-up & keys
None
Not for
Skills others listed on NEXA → NEXA skills
Checked
2026-11-04
What your AI reads
- Matt Pocock · codebase-design — Vocabulary for designing modules: deep modules, where seams go, code that is easy to test and navigate — skill: https://github.com/mattpocock/skills/tree/49dd158d1076134a641b33efb035946536778336/skills/engineering/codebase-design — https://github.com/mattpocock/skills [2026-11-04] · sign-up & keys: None · not for: Skills others listed on NEXA → NEXA skills
Matt Pocock · grillingHas an AI question your plan or idea round after round until the gaps show Skillgithub.com/…/grilling None; grill-me in the same repo is just a shortcut to it
What for
Has an AI question your plan or idea round after round until the gaps show
Connect
Skillhttps://github.com/mattpocock/skills/tree/49dd158d1076134a641b33efb035946536778336/skills/productivity/grilling
Address
https://github.com/mattpocock/skills
Sign-up & keys
None; grill-me in the same repo is just a shortcut to it
Not for
Skills others listed on NEXA → NEXA skills
Checked
2026-11-04
What your AI reads
- Matt Pocock · grilling — Has an AI question your plan or idea round after round until the gaps show — skill: https://github.com/mattpocock/skills/tree/49dd158d1076134a641b33efb035946536778336/skills/productivity/grilling — https://github.com/mattpocock/skills [2026-11-04] · sign-up & keys: None; grill-me in the same repo is just a shortcut to it · not for: Skills others listed on NEXA → NEXA skills
Lark official skills (lark-cli)OfficialLets an AI work in Lark/Feishu: messages, docs, Base, calendar, meetings, approvals Skillgithub.com/…/skills Needs a Lark/Feishu account and sign-in; install Node.js and lark-cli first
What for
Lets an AI work in Lark/Feishu: messages, docs, Base, calendar, meetings, approvals
Connect
Skillhttps://github.com/larksuite/cli/tree/017b19a793ad71794a02887ede04757f3d82e10d/skills
Address
https://github.com/larksuite/cli
Sign-up & keys
Needs a Lark/Feishu account and sign-in; install Node.js and lark-cli first
Not for
Not on Lark/Feishu → your own office suite's tools
Checked
2026-11-04
What your AI reads
- Lark official skills (lark-cli) — Lets an AI work in Lark/Feishu: messages, docs, Base, calendar, meetings, approvals — skill: https://github.com/larksuite/cli/tree/017b19a793ad71794a02887ede04757f3d82e10d/skills — https://github.com/larksuite/cli [official · 2026-11-04] · sign-up & keys: Needs a Lark/Feishu account and sign-in; install Node.js and lark-cli first · not for: Not on Lark/Feishu → your own office suite's tools
Context7OfficialUp-to-date library and framework docs for your AI to read MCPmcp.context7.com/mcp Works without a key; a key raises the limits
What for
Up-to-date library and framework docs for your AI to read
Connect
MCPhttps://mcp.context7.com/mcp
Address
https://context7.com
Sign-up & keys
Works without a key; a key raises the limits
Not for
Anything other than code docs → ordinary search
Checked
2026-11-04
What your AI reads
- Context7 — Up-to-date library and framework docs for your AI to read — mcp: https://mcp.context7.com/mcp — https://context7.com [official · 2026-11-04] · sign-up & keys: Works without a key; a key raises the limits · not for: Anything other than code docs → ordinary search
Playwright MCPOfficialLets your AI drive a browser: click, fill forms, take screenshots MCPnpx -y @playwright/mcp@0.0.83 None
What for
Lets your AI drive a browser: click, fill forms, take screenshots
Connect
MCPnpx -y @playwright/mcp@0.0.83
Address
https://github.com/microsoft/playwright-mcp
Sign-up & keys
None
Not for
Only reading page text → Jina Reader
Checked
2026-11-04
What your AI reads
- Playwright MCP — Lets your AI drive a browser: click, fill forms, take screenshots — mcp: npx -y @playwright/mcp@0.0.83 — https://github.com/microsoft/playwright-mcp [official · 2026-11-04] · sign-up & keys: None · not for: Only reading page text → Jina Reader
GitHub MCP ServerOfficialLets your AI work with GitHub: repositories, issues, pull requests MCPapi.githubcopilot.com/mcp/ GitHub sign-in or token
What for
Lets your AI work with GitHub: repositories, issues, pull requests
Connect
MCPhttps://api.githubcopilot.com/mcp/
Address
https://github.com/github/github-mcp-server
Sign-up & keys
GitHub sign-in or token
Not for
Finding projects and peers → GitHub search
Checked
2026-11-04
What your AI reads
- GitHub MCP Server — Lets your AI work with GitHub: repositories, issues, pull requests — mcp: https://api.githubcopilot.com/mcp/ — https://github.com/github/github-mcp-server [official · 2026-11-04] · sign-up & keys: GitHub sign-in or token · not for: Finding projects and peers → GitHub search
Jina ReaderOfficialTurns a web page into clean text for an AI to read APIr.jina.ai/<url> Works without a key; a key raises the limits
What for
Turns a web page into clean text for an AI to read
Connect
APIhttps://r.jina.ai/<url>
Address
https://jina.ai/reader
Sign-up & keys
Works without a key; a key raises the limits
Not for
Pages that need sign-in or clicks → Playwright MCP
Checked
2026-11-04
What your AI reads
- Jina Reader — Turns a web page into clean text for an AI to read — api: https://r.jina.ai/<url> — https://jina.ai/reader [official · 2026-11-04] · sign-up & keys: Works without a key; a key raises the limits · not for: Pages that need sign-in or clicks → Playwright MCP
DeepL APIOfficialMachine translation API for text and whole documents (Word, PDF, PowerPoint) in 30+ languages, with natural wording APIPOST api-free.deepl.com/…/translate DeepL account and API key; the free plan covers 500,000 characters a month, paid plans use api.deepl.com
What for
Machine translation API for text and whole documents (Word, PDF, PowerPoint) in 30+ languages, with natural wording
Connect
APIPOST https://api-free.deepl.com/v2/translate
Address
https://developers.deepl.com/docs
Sign-up & keys
DeepL account and API key; the free plan covers 500,000 characters a month, paid plans use api.deepl.com
Not for
Human translation, proofreading or certified translations → Upwork, or post a request on NEXA
Checked
2026-11-04
What your AI reads
- DeepL API — Machine translation API for text and whole documents (Word, PDF, PowerPoint) in 30+ languages, with natural wording — api: POST https://api-free.deepl.com/v2/translate — https://developers.deepl.com/docs [official · 2026-11-04] · sign-up & keys: DeepL account and API key; the free plan covers 500,000 characters a month, paid plans use api.deepl.com · not for: Human translation, proofreading or certified translations → Upwork, or post a request on NEXA
Google Cloud TranslationOfficialGoogle's machine translation API: 100+ languages, suited to large volumes and less common languages APIPOST translation.googleapis.com/…/v2 A Google Cloud project with billing and an API key; the first 500,000 characters a month are free
What for
Google's machine translation API: 100+ languages, suited to large volumes and less common languages
Connect
APIPOST https://translation.googleapis.com/language/translate/v2
Address
https://cloud.google.com/translate
Sign-up & keys
A Google Cloud project with billing and an API key; the first 500,000 characters a month are free
Not for
Human translation, proofreading or certified translations → Upwork, or post a request on NEXA
Checked
2026-11-04
What your AI reads
- Google Cloud Translation — Google's machine translation API: 100+ languages, suited to large volumes and less common languages — api: POST https://translation.googleapis.com/language/translate/v2 — https://cloud.google.com/translate [official · 2026-11-04] · sign-up & keys: A Google Cloud project with billing and an API key; the first 500,000 characters a month are free · not for: Human translation, proofreading or certified translations → Upwork, or post a request on NEXA
Baidu Translate APIOfficialBaidu's machine translation API: Chinese to and from many languages, reliable from mainland China APIfanyi-api.baidu.com/…/translate Baidu account with an APP ID and secret key; requests are signed; a free quota applies (see the site)
What for
Baidu's machine translation API: Chinese to and from many languages, reliable from mainland China
Connect
APIhttps://fanyi-api.baidu.com/api/trans/vip/translate
Address
https://fanyi-api.baidu.com
Sign-up & keys
Baidu account with an APP ID and secret key; requests are signed; a free quota applies (see the site)
Not for
Human translation, proofreading or certified translations → Upwork, or post a request on NEXA
Checked
2026-11-04
What your AI reads
- Baidu Translate API — Baidu's machine translation API: Chinese to and from many languages, reliable from mainland China — api: https://fanyi-api.baidu.com/api/trans/vip/translate — https://fanyi-api.baidu.com [official · 2026-11-04] · sign-up & keys: Baidu account with an APP ID and secret key; requests are signed; a free quota applies (see the site) · not for: Human translation, proofreading or certified translations → Upwork, or post a request on NEXA
Youdao Translation APIOfficialNetEase Youdao's machine translation API: Chinese, English and many other languages APIopenapi.youdao.com/api Youdao AI Cloud account with an app ID and key; requests are signed; billed per character
What for
NetEase Youdao's machine translation API: Chinese, English and many other languages
Connect
APIhttps://openapi.youdao.com/api
Address
https://ai.youdao.com
Sign-up & keys
Youdao AI Cloud account with an app ID and key; requests are signed; billed per character
Not for
Human translation, proofreading or certified translations → Upwork, or post a request on NEXA
Checked
2026-11-04
What your AI reads
- Youdao Translation API — NetEase Youdao's machine translation API: Chinese, English and many other languages — api: https://openapi.youdao.com/api — https://ai.youdao.com [official · 2026-11-04] · sign-up & keys: Youdao AI Cloud account with an app ID and key; requests are signed; billed per character · not for: Human translation, proofreading or certified translations → Upwork, or post a request on NEXA
FirecrawlOfficialAPI for crawling whole sites and extracting structured data APIPOST api.firecrawl.dev/v1/scrape API key needed
What for
API for crawling whole sites and extracting structured data
Connect
APIPOST https://api.firecrawl.dev/v1/scrape
Address
https://www.firecrawl.dev
Sign-up & keys
API key needed
Not for
Reading a single page → Jina Reader
Checked
2026-11-04
What your AI reads
- Firecrawl — API for crawling whole sites and extracting structured data — api: POST https://api.firecrawl.dev/v1/scrape — https://www.firecrawl.dev [official · 2026-11-04] · sign-up & keys: API key needed · not for: Reading a single page → Jina Reader
ExaOfficialA web search API built for AI APIPOST api.exa.ai/search API key needed
What for
A web search API built for AI
Connect
APIPOST https://api.exa.ai/search
Address
https://exa.ai
Sign-up & keys
API key needed
Not for
Finding a person who must agree → NEXA
Checked
2026-11-04
What your AI reads
- Exa — A web search API built for AI — api: POST https://api.exa.ai/search — https://exa.ai [official · 2026-11-04] · sign-up & keys: API key needed · not for: Finding a person who must agree → NEXA
TavilyOfficialSearch and page extraction API built for AI APIPOST api.tavily.com/search API key needed
What for
Search and page extraction API built for AI
Connect
APIPOST https://api.tavily.com/search
Address
https://tavily.com
Sign-up & keys
API key needed
Not for
Scholarly literature → OpenAlex
Checked
2026-11-04
What your AI reads
- Tavily — Search and page extraction API built for AI — api: POST https://api.tavily.com/search — https://tavily.com [official · 2026-11-04] · sign-up & keys: API key needed · not for: Scholarly literature → OpenAlex
Zapier MCPOfficialLets your AI act in thousands of apps through Zapier: sheets, email, calendars MCPmcp.zapier.com Zapier account; make your own MCP address at mcp.zapier.com; billed per action
What for
Lets your AI act in thousands of apps through Zapier: sheets, email, calendars
Connect
MCPhttps://mcp.zapier.com
Address
https://zapier.com/mcp
Sign-up & keys
Zapier account; make your own MCP address at mcp.zapier.com; billed per action
Not for
Want to host it yourself → n8n
Checked
2026-11-04
What your AI reads
- Zapier MCP — Lets your AI act in thousands of apps through Zapier: sheets, email, calendars — mcp: https://mcp.zapier.com — https://zapier.com/mcp [official · 2026-11-04] · sign-up & keys: Zapier account; make your own MCP address at mcp.zapier.com; billed per action · not for: Want to host it yourself → n8n
Notion MCPOfficialNotion's official MCP: lets your AI search, read and write your Notion pages and databases MCPmcp.notion.com/mcp Notion account; authorise on first connection
What for
Notion's official MCP: lets your AI search, read and write your Notion pages and databases
Connect
MCPhttps://mcp.notion.com/mcp
Address
https://developers.notion.com/docs/mcp
Sign-up & keys
Notion account; authorise on first connection
Not for
Team editing in Lark → Lark official skills
Checked
2026-11-04
What your AI reads
- Notion MCP — Notion's official MCP: lets your AI search, read and write your Notion pages and databases — mcp: https://mcp.notion.com/mcp — https://developers.notion.com/docs/mcp [official · 2026-11-04] · sign-up & keys: Notion account; authorise on first connection · not for: Team editing in Lark → Lark official skills
Stripe MCPOfficialStripe's official MCP: lets your AI look up and create customers, payment links, subscriptions, refunds MCPmcp.stripe.com Stripe account and a restricted key
What for
Stripe's official MCP: lets your AI look up and create customers, payment links, subscriptions, refunds
Connect
MCPhttps://mcp.stripe.com
Address
https://docs.stripe.com/mcp
Sign-up & keys
Stripe account and a restricted key
Not for
Payments in China → WeChat Pay or Alipay merchant platforms
Checked
2026-11-04
What your AI reads
- Stripe MCP — Stripe's official MCP: lets your AI look up and create customers, payment links, subscriptions, refunds — mcp: https://mcp.stripe.com — https://docs.stripe.com/mcp [official · 2026-11-04] · sign-up & keys: Stripe account and a restricted key · not for: Payments in China → WeChat Pay or Alipay merchant platforms
Cloudflare MCPOfficialCloudflare's official MCP servers: let your AI manage Workers, storage, DNS and more, or search the docs MCPbindings.mcp.cloudflare.com/mcp Cloudflare account; authorise on first connection
What for
Cloudflare's official MCP servers: let your AI manage Workers, storage, DNS and more, or search the docs
Connect
MCPhttps://bindings.mcp.cloudflare.com/mcp
Address
https://developers.cloudflare.com/agents/model-context-protocol/
Sign-up & keys
Cloudflare account; authorise on first connection
Not for
Not on Cloudflare → your cloud provider's own tools
Checked
2026-11-04
What your AI reads
- Cloudflare MCP — Cloudflare's official MCP servers: let your AI manage Workers, storage, DNS and more, or search the docs — mcp: https://bindings.mcp.cloudflare.com/mcp — https://developers.cloudflare.com/agents/model-context-protocol/ [official · 2026-11-04] · sign-up & keys: Cloudflare account; authorise on first connection · not for: Not on Cloudflare → your cloud provider's own tools
Sentry MCPOfficialSentry's official MCP: lets your AI look into production errors, stack traces and performance issues MCPmcp.sentry.dev/mcp Sentry account; authorise on first connection
What for
Sentry's official MCP: lets your AI look into production errors, stack traces and performance issues
Connect
MCPhttps://mcp.sentry.dev/mcp
Address
https://docs.sentry.io/product/sentry-mcp/
Sign-up & keys
Sentry account; authorise on first connection
Not for
Local debugging → Playwright MCP
Checked
2026-11-04
What your AI reads
- Sentry MCP — Sentry's official MCP: lets your AI look into production errors, stack traces and performance issues — mcp: https://mcp.sentry.dev/mcp — https://docs.sentry.io/product/sentry-mcp/ [official · 2026-11-04] · sign-up & keys: Sentry account; authorise on first connection · not for: Local debugging → Playwright MCP
Figma MCPOfficialFigma's official MCP: lets your AI read a design's structure, styles and variables to write front-end code from it MCPmcp.figma.com/mcp Figma account; some features need a paid seat
What for
Figma's official MCP: lets your AI read a design's structure, styles and variables to write front-end code from it
Connect
MCPhttps://mcp.figma.com/mcp
Address
https://help.figma.com/hc/en-us/articles/32132100833559
Sign-up & keys
Figma account; some features need a paid seat
Not for
A person to do the design → 99designs
Checked
2026-11-04
What your AI reads
- Figma MCP — Figma's official MCP: lets your AI read a design's structure, styles and variables to write front-end code from it — mcp: https://mcp.figma.com/mcp — https://help.figma.com/hc/en-us/articles/32132100833559 [official · 2026-11-04] · sign-up & keys: Figma account; some features need a paid seat · not for: A person to do the design → 99designs
Atlassian Remote MCPOfficialAtlassian's official MCP: lets your AI read and update Jira issues and Confluence pages MCPmcp.atlassian.com/v1/mcp Atlassian Cloud account; authorise on first connection
What for
Atlassian's official MCP: lets your AI read and update Jira issues and Confluence pages
Connect
MCPhttps://mcp.atlassian.com/v1/mcp
Address
https://www.atlassian.com/platform/remote-mcp-server
Sign-up & keys
Atlassian Cloud account; authorise on first connection
Not for
Code and PRs → GitHub MCP Server
Checked
2026-11-04
What your AI reads
- Atlassian Remote MCP — Atlassian's official MCP: lets your AI read and update Jira issues and Confluence pages — mcp: https://mcp.atlassian.com/v1/mcp — https://www.atlassian.com/platform/remote-mcp-server [official · 2026-11-04] · sign-up & keys: Atlassian Cloud account; authorise on first connection · not for: Code and PRs → GitHub MCP Server
Amap MCPOfficialAmap's official MCP: lets your AI look up places, routes, distances and weather with map data for China MCPmcp.amap.com/mcp?key=<key> An Amap open-platform key (free for individuals)
What for
Amap's official MCP: lets your AI look up places, routes, distances and weather with map data for China
Connect
MCPhttps://mcp.amap.com/mcp?key=<key>
Address
https://lbs.amap.com/api/mcp-server/summary
Sign-up & keys
An Amap open-platform key (free for individuals)
Not for
Places outside China → Google Maps
Checked
2026-11-04
What your AI reads
- Amap MCP — Amap's official MCP: lets your AI look up places, routes, distances and weather with map data for China — mcp: https://mcp.amap.com/mcp?key=<key> — https://lbs.amap.com/api/mcp-server/summary [official · 2026-11-04] · sign-up & keys: An Amap open-platform key (free for individuals) · not for: Places outside China → Google Maps
Baidu Maps MCPOfficialBaidu Maps' official MCP: lets your AI search places, plan routes and geocode with map data for China MCPmcp.map.baidu.com/mcp?ak=<ak> A Baidu Maps open-platform AK
What for
Baidu Maps' official MCP: lets your AI search places, plan routes and geocode with map data for China
Connect
MCPhttps://mcp.map.baidu.com/mcp?ak=<ak>
Address
https://lbsyun.baidu.com/faq/api?title=mcpserver/base
Sign-up & keys
A Baidu Maps open-platform AK
Not for
Places outside China → Google Maps
Checked
2026-11-04
What your AI reads
- Baidu Maps MCP — Baidu Maps' official MCP: lets your AI search places, plan routes and geocode with map data for China — mcp: https://mcp.map.baidu.com/mcp?ak=<ak> — https://lbsyun.baidu.com/faq/api?title=mcpserver/base [official · 2026-11-04] · sign-up & keys: A Baidu Maps open-platform AK · not for: Places outside China → Google Maps
02

Information and data

Datasets, papers, statistics

Hugging Face Datasets Official Recommended

Open machine-learning datasets you can load straight from a library

Connect
APIpip install datasets; datasets.load_dataset("<name>")
Sign-up & keys
None for public data; private or gated data needs an HF token
Not for
Official statistics → World Bank and other official sources
What your AI readschecked 2026-11-04 
- Hugging Face Datasets — Open machine-learning datasets you can load straight from a library — api: pip install datasets; datasets.load_dataset("<name>") — https://huggingface.co/datasets [recommended · official · 2026-11-04] · sign-up & keys: None for public data; private or gated data needs an HF token · not for: Official statistics → World Bank and other official sources
Kaggle Datasets Official Alternative

Community datasets of every kind, with notebooks that analyse them

Connect
CLIpip install kaggle; kaggle datasets download -d <owner/name>
Sign-up & keys
Kaggle account and API token
Not for
Data with a traceable official source → official statistics
What your AI readschecked 2026-11-04 
- Kaggle Datasets — Community datasets of every kind, with notebooks that analyse them — cli: pip install kaggle; kaggle datasets download -d <owner/name> — https://www.kaggle.com/datasets [alternative · official · 2026-11-04] · sign-up & keys: Kaggle account and API token · not for: Data with a traceable official source → official statistics
Google Dataset SearchOfficialSearch public datasets across the web Webdatasetsearch.research.google.com None
What for
Search public datasets across the web
Connect
Webhttps://datasetsearch.research.google.com
Address
https://datasetsearch.research.google.com
Sign-up & keys
None
Not for
Loading straight into code → Hugging Face Datasets
Checked
2026-11-04
What your AI reads
- Google Dataset Search — Search public datasets across the web — web: https://datasetsearch.research.google.com [official · 2026-11-04] · sign-up & keys: None · not for: Loading straight into code → Hugging Face Datasets
arXivOfficialPreprints in physics, mathematics, computer science and more APIexport.arxiv.org/…/query?… None; keep requests slow
What for
Preprints in physics, mathematics, computer science and more
Connect
APIhttps://export.arxiv.org/api/query?search_query=<terms>
Address
https://arxiv.org
Sign-up & keys
None; keep requests slow
Not for
Citations and search across sources → OpenAlex
Checked
2026-11-04
What your AI reads
- arXiv — Preprints in physics, mathematics, computer science and more — api: https://export.arxiv.org/api/query?search_query=<terms> — https://arxiv.org [official · 2026-11-04] · sign-up & keys: None; keep requests slow · not for: Citations and search across sources → OpenAlex
OpenAlexOfficialOpen catalogue of scholarly works, authors, institutions and citations APIapi.openalex.org/works?… None; adding your email to requests gets faster service
What for
Open catalogue of scholarly works, authors, institutions and citations
Connect
APIhttps://api.openalex.org/works?search=<terms>
Address
https://openalex.org
Sign-up & keys
None; adding your email to requests gets faster service
Not for
Full text → the publisher or arXiv
Checked
2026-11-04
What your AI reads
- OpenAlex — Open catalogue of scholarly works, authors, institutions and citations — api: https://api.openalex.org/works?search=<terms> — https://openalex.org [official · 2026-11-04] · sign-up & keys: None; adding your email to requests gets faster service · not for: Full text → the publisher or arXiv
Semantic Scholar APIOfficialAPI for paper search, abstracts and citation graphs APIapi.semanticscholar.org/…/search?… Works without a key; a key raises the limits
What for
API for paper search, abstracts and citation graphs
Connect
APIhttps://api.semanticscholar.org/graph/v1/paper/search?query=<terms>
Address
https://www.semanticscholar.org/product/api
Sign-up & keys
Works without a key; a key raises the limits
Not for
Non-academic material → ordinary web search
Checked
2026-11-04
What your AI reads
- Semantic Scholar API — API for paper search, abstracts and citation graphs — api: https://api.semanticscholar.org/graph/v1/paper/search?query=<terms> — https://www.semanticscholar.org/product/api [official · 2026-11-04] · sign-up & keys: Works without a key; a key raises the limits · not for: Non-academic material → ordinary web search
World Bank Open DataOfficialEconomic, population and development indicators by country APIapi.worldbank.org/…/<id>?… None
What for
Economic, population and development indicators by country
Connect
APIhttps://api.worldbank.org/v2/country/<code>/indicator/<id>?format=json
Address
https://data.worldbank.org
Sign-up & keys
None
Not for
Detailed statistics for China → National Bureau of Statistics
Checked
2026-11-04
What your AI reads
- World Bank Open Data — Economic, population and development indicators by country — api: https://api.worldbank.org/v2/country/<code>/indicator/<id>?format=json — https://data.worldbank.org [official · 2026-11-04] · sign-up & keys: None · not for: Detailed statistics for China → National Bureau of Statistics
Show the other 9
National Bureau of Statistics of ChinaOfficialOfficial statistics for China: economy, population, prices, regions Webdata.stats.gov.cn None
What for
Official statistics for China: economy, population, prices, regions
Connect
Webhttps://data.stats.gov.cn
Address
https://data.stats.gov.cn
Sign-up & keys
None
Not for
Comparing countries → World Bank Open Data
Checked
2026-11-04
What your AI reads
- National Bureau of Statistics of China — Official statistics for China: economy, population, prices, regions — web: https://data.stats.gov.cn [official · 2026-11-04] · sign-up & keys: None · not for: Comparing countries → World Bank Open Data
OECD Data ExplorerOfficialOfficial OECD statistics on economy, education, jobs and taxes, with an SDMX API APIsdmx.oecd.org/…/<dataflow> None
What for
Official OECD statistics on economy, education, jobs and taxes, with an SDMX API
Connect
APIhttps://sdmx.oecd.org/public/rest/data/<dataflow>
Address
https://data-explorer.oecd.org
Sign-up & keys
None
Not for
Data on mainland China → National Bureau of Statistics
Checked
2026-11-04
What your AI reads
- OECD Data Explorer — Official OECD statistics on economy, education, jobs and taxes, with an SDMX API — api: https://sdmx.oecd.org/public/rest/data/<dataflow> — https://data-explorer.oecd.org [official · 2026-11-04] · sign-up & keys: None · not for: Data on mainland China → National Bureau of Statistics
EurostatOfficialThe EU's official statistics office: population, economy, trade and energy data for EU countries, with an API APIec.europa.eu/…/<dataset> None
What for
The EU's official statistics office: population, economy, trade and energy data for EU countries, with an API
Connect
APIhttps://ec.europa.eu/eurostat/api/dissemination/statistics/1.0/data/<dataset>
Address
https://ec.europa.eu/eurostat/data/database
Sign-up & keys
None
Not for
Comparing countries worldwide → World Bank Open Data
Checked
2026-11-04
What your AI reads
- Eurostat — The EU's official statistics office: population, economy, trade and energy data for EU countries, with an API — api: https://ec.europa.eu/eurostat/api/dissemination/statistics/1.0/data/<dataset> — https://ec.europa.eu/eurostat/data/database [official · 2026-11-04] · sign-up & keys: None · not for: Comparing countries worldwide → World Bank Open Data
Data.govOfficialThe US government's open data catalog: datasets from federal and state agencies Webcatalog.data.gov/dataset?… None to browse; some APIs need an api.data.gov key
What for
The US government's open data catalog: datasets from federal and state agencies
Connect
Webhttps://catalog.data.gov/dataset?q=<terms>
Address
https://data.gov
Sign-up & keys
None to browse; some APIs need an api.data.gov key
Not for
Data outside the US → World Bank Open Data
Checked
2026-11-04
What your AI reads
- Data.gov — The US government's open data catalog: datasets from federal and state agencies — web: https://catalog.data.gov/dataset?q=<terms> — https://data.gov [official · 2026-11-04] · sign-up & keys: None to browse; some APIs need an api.data.gov key · not for: Data outside the US → World Bank Open Data
PubMedOfficialThe US National Library of Medicine's biomedical literature database, over 30 million abstracts, with an API APIeutils.ncbi.nlm.nih.gov/…/esearch.fcgi?… None; a key raises the limits
What for
The US National Library of Medicine's biomedical literature database, over 30 million abstracts, with an API
Connect
APIhttps://eutils.ncbi.nlm.nih.gov/entrez/eutils/esearch.fcgi?db=pubmed&term=<terms>
Address
https://pubmed.ncbi.nlm.nih.gov
Sign-up & keys
None; a key raises the limits
Not for
Seeing a doctor → find a doctor, not papers
Checked
2026-11-04
What your AI reads
- PubMed — The US National Library of Medicine's biomedical literature database, over 30 million abstracts, with an API — api: https://eutils.ncbi.nlm.nih.gov/entrez/eutils/esearch.fcgi?db=pubmed&term=<terms> — https://pubmed.ncbi.nlm.nih.gov [official · 2026-11-04] · sign-up & keys: None; a key raises the limits · not for: Seeing a doctor → find a doctor, not papers
WikidataOfficialWikimedia's structured knowledge base: facts about people, places and organisations, queryable with SPARQL APIquery.wikidata.org/sparql None
What for
Wikimedia's structured knowledge base: facts about people, places and organisations, queryable with SPARQL
Connect
APIhttps://query.wikidata.org/sparql
Address
https://www.wikidata.org
Sign-up & keys
None
Not for
Latest news → ordinary web search
Checked
2026-11-04
What your AI reads
- Wikidata — Wikimedia's structured knowledge base: facts about people, places and organisations, queryable with SPARQL — api: https://query.wikidata.org/sparql — https://www.wikidata.org [official · 2026-11-04] · sign-up & keys: None · not for: Latest news → ordinary web search
Our World in DataOfficialGlobal data and charts maintained by an Oxford-based team: health, population, energy, climate, poverty; every chart downloads as CSV APIourworldindata.org/…/<chart>.csv None
What for
Global data and charts maintained by an Oxford-based team: health, population, energy, climate, poverty; every chart downloads as CSV
Connect
APIhttps://ourworldindata.org/grapher/<chart>.csv
Address
https://ourworldindata.org
Sign-up & keys
None
Not for
Need the original statistical definitions → national statistics offices or the World Bank
Checked
2026-11-04
What your AI reads
- Our World in Data — Global data and charts maintained by an Oxford-based team: health, population, energy, climate, poverty; every chart downloads as CSV — api: https://ourworldindata.org/grapher/<chart>.csv — https://ourworldindata.org [official · 2026-11-04] · sign-up & keys: None · not for: Need the original statistical definitions → national statistics offices or the World Bank
UNdataOfficialCountry statistics compiled by the UN Statistics Division: population, economy, society, environment Webdata.un.org None
What for
Country statistics compiled by the UN Statistics Division: population, economy, society, environment
Connect
Webhttps://data.un.org
Address
https://data.un.org
Sign-up & keys
None
Not for
An easy API and charts → Our World in Data
Checked
2026-11-04
What your AI reads
- UNdata — Country statistics compiled by the UN Statistics Division: population, economy, society, environment — web: https://data.un.org [official · 2026-11-04] · sign-up & keys: None · not for: An easy API and charts → Our World in Data
CNKIOfficialThe largest Chinese academic literature database: journals, theses, conference papers Webcnki.net None to search; full text needs an institutional or paid account
What for
The largest Chinese academic literature database: journals, theses, conference papers
Connect
Webhttps://www.cnki.net
Address
https://www.cnki.net
Sign-up & keys
None to search; full text needs an institutional or paid account
Not for
English-language papers → OpenAlex or Semantic Scholar
Checked
2026-11-04
What your AI reads
- CNKI — The largest Chinese academic literature database: journals, theses, conference papers — web: https://www.cnki.net [official · 2026-11-04] · sign-up & keys: None to search; full text needs an institutional or paid account · not for: English-language papers → OpenAlex or Semantic Scholar
03

Models and compute

Model APIs, local models, GPUs

OpenRouter Official Recommended

One OpenAI-compatible API for models from many providers, pay as you go

Connect
APIopenrouter.ai/api/v1
Sign-up & keys
API key and credit needed
Not for
Fully local, data never leaves the computer → Ollama
What your AI readschecked 2026-11-04 
- OpenRouter — One OpenAI-compatible API for models from many providers, pay as you go — api: https://openrouter.ai/api/v1 — https://openrouter.ai [recommended · official · 2026-11-04] · sign-up & keys: API key and credit needed · not for: Fully local, data never leaves the computer → Ollama
Ollama Official Alternative

Run open models on your own computer

Connect
CLIollama run <model>
Sign-up & keys
None
Not for
Computer too small or need the strongest models → OpenRouter
What your AI readschecked 2026-11-04 
- Ollama — Run open models on your own computer — cli: ollama run <model> — https://ollama.com [alternative · official · 2026-11-04] · sign-up & keys: None · not for: Computer too small or need the strongest models → OpenRouter
SiliconFlowOfficialA model API platform in China for open models, OpenAI-compatible APIapi.siliconflow.cn/v1 API key needed
What for
A model API platform in China for open models, OpenAI-compatible
Connect
APIhttps://api.siliconflow.cn/v1
Address
https://siliconflow.cn
Sign-up & keys
API key needed
Not for
Outside China → OpenRouter
Checked
2026-11-04
What your AI reads
- SiliconFlow — A model API platform in China for open models, OpenAI-compatible — api: https://api.siliconflow.cn/v1 — https://siliconflow.cn [official · 2026-11-04] · sign-up & keys: API key needed · not for: Outside China → OpenRouter
ReplicateOfficialRun image, video, speech and other open models per call APIapi.replicate.com/v1 API token needed
What for
Run image, video, speech and other open models per call
Connect
APIhttps://api.replicate.com/v1
Address
https://replicate.com
Sign-up & keys
API token needed
Not for
Text LLMs only → OpenRouter
Checked
2026-11-04
What your AI reads
- Replicate — Run image, video, speech and other open models per call — api: https://api.replicate.com/v1 — https://replicate.com [official · 2026-11-04] · sign-up & keys: API token needed · not for: Text LLMs only → OpenRouter
RunPodOfficialRent GPUs by the hour for training or inference Webrunpod.io Account and credit needed
What for
Rent GPUs by the hour for training or inference
Connect
Webhttps://www.runpod.io
Address
https://www.runpod.io
Sign-up & keys
Account and credit needed
Not for
Only calling ready models → OpenRouter
Checked
2026-11-04
What your AI reads
- RunPod — Rent GPUs by the hour for training or inference — web: https://www.runpod.io [official · 2026-11-04] · sign-up & keys: Account and credit needed · not for: Only calling ready models → OpenRouter
Vast.aiOfficialA GPU rental marketplace, usually cheaper Webvast.ai Account and credit needed
What for
A GPU rental marketplace, usually cheaper
Connect
Webhttps://vast.ai
Address
https://vast.ai
Sign-up & keys
Account and credit needed
Not for
Need a steadier managed service → RunPod
Checked
2026-11-04
What your AI reads
- Vast.ai — A GPU rental marketplace, usually cheaper — web: https://vast.ai [official · 2026-11-04] · sign-up & keys: Account and credit needed · not for: Need a steadier managed service → RunPod
OpenAI APIOfficialOpenAI's official API: GPT models, images, speech and embeddings APIapi.openai.com/v1 API key and credit needed
What for
OpenAI's official API: GPT models, images, speech and embeddings
Connect
APIhttps://api.openai.com/v1
Address
https://platform.openai.com
Sign-up & keys
API key and credit needed
Not for
One API for many providers → OpenRouter
Checked
2026-11-04
What your AI reads
- OpenAI API — OpenAI's official API: GPT models, images, speech and embeddings — api: https://api.openai.com/v1 — https://platform.openai.com [official · 2026-11-04] · sign-up & keys: API key and credit needed · not for: One API for many providers → OpenRouter
Show the other 11
Claude APIOfficialAnthropic's official API for the Claude models APIapi.anthropic.com/v1 API key and credit needed
What for
Anthropic's official API for the Claude models
Connect
APIhttps://api.anthropic.com/v1
Address
https://console.anthropic.com
Sign-up & keys
API key and credit needed
Not for
One API for many providers → OpenRouter
Checked
2026-11-04
What your AI reads
- Claude API — Anthropic's official API for the Claude models — api: https://api.anthropic.com/v1 — https://console.anthropic.com [official · 2026-11-04] · sign-up & keys: API key and credit needed · not for: One API for many providers → OpenRouter
Gemini APIOfficialGoogle's official API for the Gemini models, multimodal and long-context, with a free tier APIgenerativelanguage.googleapis.com/v1beta An API key from Google AI Studio
What for
Google's official API for the Gemini models, multimodal and long-context, with a free tier
Connect
APIhttps://generativelanguage.googleapis.com/v1beta
Address
https://ai.google.dev
Sign-up & keys
An API key from Google AI Studio
Not for
One API for many providers → OpenRouter
Checked
2026-11-04
What your AI reads
- Gemini API — Google's official API for the Gemini models, multimodal and long-context, with a free tier — api: https://generativelanguage.googleapis.com/v1beta — https://ai.google.dev [official · 2026-11-04] · sign-up & keys: An API key from Google AI Studio · not for: One API for many providers → OpenRouter
DeepSeek PlatformOfficialDeepSeek's official API: chat and reasoning models, OpenAI-compatible, low prices APIapi.deepseek.com API key and credit needed
What for
DeepSeek's official API: chat and reasoning models, OpenAI-compatible, low prices
Connect
APIhttps://api.deepseek.com
Address
https://platform.deepseek.com
Sign-up & keys
API key and credit needed
Not for
Fully local → Ollama
Checked
2026-11-04
What your AI reads
- DeepSeek Platform — DeepSeek's official API: chat and reasoning models, OpenAI-compatible, low prices — api: https://api.deepseek.com — https://platform.deepseek.com [official · 2026-11-04] · sign-up & keys: API key and credit needed · not for: Fully local → Ollama
Kimi PlatformOfficialMoonshot AI's official API: Kimi models, long context, OpenAI-compatible APIapi.moonshot.cn/v1 API key and credit needed
What for
Moonshot AI's official API: Kimi models, long context, OpenAI-compatible
Connect
APIhttps://api.moonshot.cn/v1
Address
https://platform.moonshot.cn
Sign-up & keys
API key and credit needed
Not for
One API for many providers → OpenRouter
Checked
2026-11-04
What your AI reads
- Kimi Platform — Moonshot AI's official API: Kimi models, long context, OpenAI-compatible — api: https://api.moonshot.cn/v1 — https://platform.moonshot.cn [official · 2026-11-04] · sign-up & keys: API key and credit needed · not for: One API for many providers → OpenRouter
Zhipu AI Open PlatformOfficialZhipu AI's official API: GLM models, including vision and embeddings APIopen.bigmodel.cn/api/paas/v4 API key; new users get a free quota
What for
Zhipu AI's official API: GLM models, including vision and embeddings
Connect
APIhttps://open.bigmodel.cn/api/paas/v4
Address
https://open.bigmodel.cn
Sign-up & keys
API key; new users get a free quota
Not for
Fully local → Ollama
Checked
2026-11-04
What your AI reads
- Zhipu AI Open Platform — Zhipu AI's official API: GLM models, including vision and embeddings — api: https://open.bigmodel.cn/api/paas/v4 — https://open.bigmodel.cn [official · 2026-11-04] · sign-up & keys: API key; new users get a free quota · not for: Fully local → Ollama
Volcano Engine ArkOfficialByteDance Volcano Engine's model platform: APIs and inference for Doubao and other models APIark.cn-beijing.volces.com/api/v3 Volcano Engine account and API key
What for
ByteDance Volcano Engine's model platform: APIs and inference for Doubao and other models
Connect
APIhttps://ark.cn-beijing.volces.com/api/v3
Address
https://www.volcengine.com/product/ark
Sign-up & keys
Volcano Engine account and API key
Not for
Servers outside China → OpenRouter
Checked
2026-11-04
What your AI reads
- Volcano Engine Ark — ByteDance Volcano Engine's model platform: APIs and inference for Doubao and other models — api: https://ark.cn-beijing.volces.com/api/v3 — https://www.volcengine.com/product/ark [official · 2026-11-04] · sign-up & keys: Volcano Engine account and API key · not for: Servers outside China → OpenRouter
Amazon BedrockOfficialAWS's managed model service: Claude, Llama, Mistral and more from one account, data stays in AWS APIpip install boto3 AWS account; paid by usage
What for
AWS's managed model service: Claude, Llama, Mistral and more from one account, data stays in AWS
Connect
APIpip install boto3
Address
https://aws.amazon.com/bedrock/
Sign-up & keys
AWS account; paid by usage
Not for
Small personal projects → OpenRouter
Checked
2026-11-04
What your AI reads
- Amazon Bedrock — AWS's managed model service: Claude, Llama, Mistral and more from one account, data stays in AWS — api: pip install boto3 — https://aws.amazon.com/bedrock/ [official · 2026-11-04] · sign-up & keys: AWS account; paid by usage · not for: Small personal projects → OpenRouter
Azure AI FoundryOfficialMicrosoft Azure's model platform: enterprise deployment of OpenAI and other models, evaluation and Agent services Webai.azure.com Azure account; paid by usage
What for
Microsoft Azure's model platform: enterprise deployment of OpenAI and other models, evaluation and Agent services
Connect
Webhttps://ai.azure.com
Address
https://ai.azure.com
Sign-up & keys
Azure account; paid by usage
Not for
Small personal projects → OpenRouter
Checked
2026-11-04
What your AI reads
- Azure AI Foundry — Microsoft Azure's model platform: enterprise deployment of OpenAI and other models, evaluation and Agent services — web: https://ai.azure.com [official · 2026-11-04] · sign-up & keys: Azure account; paid by usage · not for: Small personal projects → OpenRouter
Mistral AIOfficialMistral AI's official API for its models, several also with open weights APIapi.mistral.ai/v1 API key needed
What for
Mistral AI's official API for its models, several also with open weights
Connect
APIhttps://api.mistral.ai/v1
Address
https://console.mistral.ai
Sign-up & keys
API key needed
Not for
Fully local → Ollama
Checked
2026-11-04
What your AI reads
- Mistral AI — Mistral AI's official API for its models, several also with open weights — api: https://api.mistral.ai/v1 — https://console.mistral.ai [official · 2026-11-04] · sign-up & keys: API key needed · not for: Fully local → Ollama
LM StudioOfficialA desktop app to download and run open models on your own computer, with a local OpenAI-compatible API APIhttp://localhost:1234/v1 None
What for
A desktop app to download and run open models on your own computer, with a local OpenAI-compatible API
Connect
APIhttp://localhost:1234/v1
Address
https://lmstudio.ai
Sign-up & keys
None
Not for
Prefer the command line and lighter → Ollama
Checked
2026-11-04
What your AI reads
- LM Studio — A desktop app to download and run open models on your own computer, with a local OpenAI-compatible API — api: http://localhost:1234/v1 — https://lmstudio.ai [official · 2026-11-04] · sign-up & keys: None · not for: Prefer the command line and lighter → Ollama
Together AIOfficialInference and fine-tuning cloud for open models: Llama, Qwen, DeepSeek and more, OpenAI-compatible APIapi.together.xyz/v1 API key and credit needed
What for
Inference and fine-tuning cloud for open models: Llama, Qwen, DeepSeek and more, OpenAI-compatible
Connect
APIhttps://api.together.xyz/v1
Address
https://www.together.ai
Sign-up & keys
API key and credit needed
Not for
Just renting a GPU → RunPod
Checked
2026-11-04
What your AI reads
- Together AI — Inference and fine-tuning cloud for open models: Llama, Qwen, DeepSeek and more, OpenAI-compatible — api: https://api.together.xyz/v1 — https://www.together.ai [official · 2026-11-04] · sign-up & keys: API key and credit needed · not for: Just renting a GPU → RunPod
04

People and experts

Freelancers, hiring, experts

Upwork Official Recommended

Hire freelancers by the project or by the hour: development, design, writing, translation

Connect
Webupwork.com
Sign-up & keys
Account needed; payment goes through the platform
Not for
Want a referral or the hard conditions settled first → post a request on NEXA
What your AI readschecked 2026-11-04 
- Upwork — Hire freelancers by the project or by the hour: development, design, writing, translation — web: https://www.upwork.com [recommended · official · 2026-11-04] · sign-up & keys: Account needed; payment goes through the platform · not for: Want a referral or the hard conditions settled first → post a request on NEXA
Fiverr Official Alternative

Buy small fixed-price jobs: graphics, video editing, voice-over, copywriting

Connect
Webfiverr.com
Sign-up & keys
Account needed
Not for
Long-term work or conditions to check first → Upwork or NEXA
What your AI readschecked 2026-11-04 
- Fiverr — Buy small fixed-price jobs: graphics, video editing, voice-over, copywriting — web: https://www.fiverr.com [alternative · official · 2026-11-04] · sign-up & keys: Account needed · not for: Long-term work or conditions to check first → Upwork or NEXA
ToptalOfficialVetted senior developers, designers and finance experts Webtoptal.com Submit a request; the platform matches
What for
Vetted senior developers, designers and finance experts
Connect
Webhttps://www.toptal.com
Address
https://www.toptal.com
Sign-up & keys
Submit a request; the platform matches
Not for
Small jobs on a tight budget → Fiverr
Checked
2026-11-04
What your AI reads
- Toptal — Vetted senior developers, designers and finance experts — web: https://www.toptal.com [official · 2026-11-04] · sign-up & keys: Submit a request; the platform matches · not for: Small jobs on a tight budget → Fiverr
LinkedInOfficialFind people by company, title and experience; post jobs Weblinkedin.com Account needed; no public people-search API
What for
Find people by company, title and experience; post jobs
Connect
Webhttps://www.linkedin.com
Address
https://www.linkedin.com
Sign-up & keys
Account needed; no public people-search API
Not for
Want the other side's Agent to check conditions first → NEXA
Checked
2026-11-04
What your AI reads
- LinkedIn — Find people by company, title and experience; post jobs — web: https://www.linkedin.com [official · 2026-11-04] · sign-up & keys: Account needed; no public people-search API · not for: Want the other side's Agent to check conditions first → NEXA
BOSS ZhipinOfficialHiring and job hunting in mainland China, chatting with the hiring side directly Webzhipin.com Sign up with a phone number
What for
Hiring and job hunting in mainland China, chatting with the hiring side directly
Connect
Webhttps://www.zhipin.com
Address
https://www.zhipin.com
Sign-up & keys
Sign up with a phone number
Not for
Jobs outside China → LinkedIn
Checked
2026-11-04
What your AI reads
- BOSS Zhipin — Hiring and job hunting in mainland China, chatting with the hiring side directly — web: https://www.zhipin.com [official · 2026-11-04] · sign-up & keys: Sign up with a phone number · not for: Jobs outside China → LinkedIn
IndeedOfficialOne of the largest job sites worldwide: post jobs, search resumes Webindeed.com Account needed; posting jobs may be paid
What for
One of the largest job sites worldwide: post jobs, search resumes
Connect
Webhttps://www.indeed.com
Address
https://www.indeed.com
Sign-up & keys
Account needed; posting jobs may be paid
Not for
Hiring in China → BOSS Zhipin or Liepin
Checked
2026-11-04
What your AI reads
- Indeed — One of the largest job sites worldwide: post jobs, search resumes — web: https://www.indeed.com [official · 2026-11-04] · sign-up & keys: Account needed; posting jobs may be paid · not for: Hiring in China → BOSS Zhipin or Liepin
LiepinOfficialA mid-to-senior hiring platform in China, used by headhunters and companies Webliepin.com Sign up with a phone number
What for
A mid-to-senior hiring platform in China, used by headhunters and companies
Connect
Webhttps://www.liepin.com
Address
https://www.liepin.com
Sign-up & keys
Sign up with a phone number
Not for
Jobs outside China → LinkedIn
Checked
2026-11-04
What your AI reads
- Liepin — A mid-to-senior hiring platform in China, used by headhunters and companies — web: https://www.liepin.com [official · 2026-11-04] · sign-up & keys: Sign up with a phone number · not for: Jobs outside China → LinkedIn
Show the other 6
ZBJOfficialA Chinese services marketplace: design, development, marketing, IP filings; find providers by project Webzbj.com Account needed; payment goes through the platform
What for
A Chinese services marketplace: design, development, marketing, IP filings; find providers by project
Connect
Webhttps://www.zbj.com
Address
https://www.zbj.com
Sign-up & keys
Account needed; payment goes through the platform
Not for
Freelancers outside China → Upwork
Checked
2026-11-04
What your AI reads
- ZBJ — A Chinese services marketplace: design, development, marketing, IP filings; find providers by project — web: https://www.zbj.com [official · 2026-11-04] · sign-up & keys: Account needed; payment goes through the platform · not for: Freelancers outside China → Upwork
ProginnOfficialA freelance platform for developers in China: hire by the project or by the month Webproginn.com Account needed
What for
A freelance platform for developers in China: hire by the project or by the month
Connect
Webhttps://www.proginn.com
Address
https://www.proginn.com
Sign-up & keys
Account needed
Not for
Full-time hiring → BOSS Zhipin
Checked
2026-11-04
What your AI reads
- Proginn — A freelance platform for developers in China: hire by the project or by the month — web: https://www.proginn.com [official · 2026-11-04] · sign-up & keys: Account needed · not for: Full-time hiring → BOSS Zhipin
Freelancer.comOfficialPost a project and let freelancers worldwide bid, from small jobs to large projects Webfreelancer.com Account needed; payment goes through the platform
What for
Post a project and let freelancers worldwide bid, from small jobs to large projects
Connect
Webhttps://www.freelancer.com
Address
https://www.freelancer.com
Sign-up & keys
Account needed; payment goes through the platform
Not for
Vetted senior talent → Toptal
Checked
2026-11-04
What your AI reads
- Freelancer.com — Post a project and let freelancers worldwide bid, from small jobs to large projects — web: https://www.freelancer.com [official · 2026-11-04] · sign-up & keys: Account needed; payment goes through the platform · not for: Vetted senior talent → Toptal
99designsOfficialVista's design platform: run a design contest or hire a designer for logos, packaging, web pages Web99designs.com Account needed; paid per project
What for
Vista's design platform: run a design contest or hire a designer for logos, packaging, web pages
Connect
Webhttps://99designs.com
Address
https://99designs.com
Sign-up & keys
Account needed; paid per project
Not for
Cheap small design jobs → Fiverr
Checked
2026-11-04
What your AI reads
- 99designs — Vista's design platform: run a design contest or hire a designer for logos, packaging, web pages — web: https://99designs.com [official · 2026-11-04] · sign-up & keys: Account needed; paid per project · not for: Cheap small design jobs → Fiverr
GLGOfficialAn expert network: book industry experts by the hour for calls, research and due diligence Webglginsights.com Business account; expensive
What for
An expert network: book industry experts by the hour for calls, research and due diligence
Connect
Webhttps://glginsights.com
Address
https://glginsights.com
Sign-up & keys
Business account; expensive
Not for
Ordinary advice or a cheaper expert → post a request on NEXA
Checked
2026-11-04
What your AI reads
- GLG — An expert network: book industry experts by the hour for calls, research and due diligence — web: https://glginsights.com [official · 2026-11-04] · sign-up & keys: Business account; expensive · not for: Ordinary advice or a cheaper expert → post a request on NEXA
WellfoundOfficialStartup hiring (formerly AngelList Talent): find startup teams and early employees Webwellfound.com Account needed
What for
Startup hiring (formerly AngelList Talent): find startup teams and early employees
Connect
Webhttps://wellfound.com
Address
https://wellfound.com
Sign-up & keys
Account needed
Not for
Jobs at large companies → LinkedIn
Checked
2026-11-04
What your AI reads
- Wellfound — Startup hiring (formerly AngelList Talent): find startup teams and early employees — web: https://wellfound.com [official · 2026-11-04] · sign-up & keys: Account needed · not for: Jobs at large companies → LinkedIn
05

Peers and partners

Open source, communities, events

GitHub Official Recommended

Find open-source projects and the people maintaining them

Connect
APIapi.github.com/…/repositories?…
Sign-up & keys
Works without a token; a token raises the limits
Not for
Someone to do it with, who must agree → NEXA (peers)
What your AI readschecked 2026-11-04 
- GitHub — Find open-source projects and the people maintaining them — api: https://api.github.com/search/repositories?q=<terms> — https://github.com/search [recommended · official · 2026-11-04] · sign-up & keys: Works without a token; a token raises the limits · not for: Someone to do it with, who must agree → NEXA (peers)
Meetup Official Alternative

Find local interest groups and in-person events

Connect
Webmeetup.com
Sign-up & keys
Account needed to join
Not for
One specific partner to practise or build with → NEXA (peers)
What your AI readschecked 2026-11-04 
- Meetup — Find local interest groups and in-person events — web: https://www.meetup.com [alternative · official · 2026-11-04] · sign-up & keys: Account needed to join · not for: One specific partner to practise or build with → NEXA (peers)
Hacker NewsOfficialTech and startup discussion, with monthly hiring and seeking threads APIhn.algolia.com/…/search?… None to read
What for
Tech and startup discussion, with monthly hiring and seeking threads
Connect
APIhttps://hn.algolia.com/api/v1/search?query=<terms>
Address
https://news.ycombinator.com
Sign-up & keys
None to read
Not for
Chinese-language community → V2EX
Checked
2026-11-04
What your AI reads
- Hacker News — Tech and startup discussion, with monthly hiring and seeking threads — api: https://hn.algolia.com/api/v1/search?query=<terms> — https://news.ycombinator.com [official · 2026-11-04] · sign-up & keys: None to read · not for: Chinese-language community → V2EX
V2EXOfficialA Chinese-language community of programmers and creatives Webv2ex.com Account needed to post
What for
A Chinese-language community of programmers and creatives
Connect
Webhttps://www.v2ex.com
Address
https://www.v2ex.com
Sign-up & keys
Account needed to post
Not for
English-language community → Hacker News
Checked
2026-11-04
What your AI reads
- V2EX — A Chinese-language community of programmers and creatives — web: https://www.v2ex.com [official · 2026-11-04] · sign-up & keys: Account needed to post · not for: English-language community → Hacker News
RedditOfficialTopic communities for asking about experience and finding like-minded people Webreddit.com Account needed to post
What for
Topic communities for asking about experience and finding like-minded people
Connect
Webhttps://www.reddit.com
Address
https://www.reddit.com
Sign-up & keys
Account needed to post
Not for
First-hand facts someone stands behind → post a request on NEXA
Checked
2026-11-04
What your AI reads
- Reddit — Topic communities for asking about experience and finding like-minded people — web: https://www.reddit.com [official · 2026-11-04] · sign-up & keys: Account needed to post · not for: First-hand facts someone stands behind → post a request on NEXA
Stack OverflowOfficialThe programmers' Q&A community: search questions others asked, or ask your own APIapi.stackexchange.com/…/advanced?… None to search; asking needs an account
What for
The programmers' Q&A community: search questions others asked, or ask your own
Connect
APIhttps://api.stackexchange.com/2.3/search/advanced?q=<terms>&site=stackoverflow
Address
https://stackoverflow.com
Sign-up & keys
None to search; asking needs an account
Not for
Someone to do the work → People and experts
Checked
2026-11-04
What your AI reads
- Stack Overflow — The programmers' Q&A community: search questions others asked, or ask your own — api: https://api.stackexchange.com/2.3/search/advanced?q=<terms>&site=stackoverflow — https://stackoverflow.com [official · 2026-11-04] · sign-up & keys: None to search; asking needs an account · not for: Someone to do the work → People and experts
Product HuntOfficialA daily launch community for new tech products: find new tools or launch your own Webproducthunt.com None to browse; launching needs an account
What for
A daily launch community for new tech products: find new tools or launch your own
Connect
Webhttps://www.producthunt.com
Address
https://www.producthunt.com
Sign-up & keys
None to browse; launching needs an account
Not for
Open-source code → GitHub
Checked
2026-11-04
What your AI reads
- Product Hunt — A daily launch community for new tech products: find new tools or launch your own — web: https://www.producthunt.com [official · 2026-11-04] · sign-up & keys: None to browse; launching needs an account · not for: Open-source code → GitHub
Show the other 7
GiteeOfficialA code hosting and open-source community in China, run by OSChina Webgitee.com None to browse; hosting needs an account
What for
A code hosting and open-source community in China, run by OSChina
Connect
Webhttps://gitee.com
Address
https://gitee.com
Sign-up & keys
None to browse; hosting needs an account
Not for
Open source outside China → GitHub
Checked
2026-11-04
What your AI reads
- Gitee — A code hosting and open-source community in China, run by OSChina — web: https://gitee.com [official · 2026-11-04] · sign-up & keys: None to browse; hosting needs an account · not for: Open source outside China → GitHub
JuejinOfficialA developer community in China: technical articles, experience sharing, discussions Webjuejin.cn None to browse; posting needs an account
What for
A developer community in China: technical articles, experience sharing, discussions
Connect
Webhttps://juejin.cn
Address
https://juejin.cn
Sign-up & keys
None to browse; posting needs an account
Not for
A specific error → Stack Overflow
Checked
2026-11-04
What your AI reads
- Juejin — A developer community in China: technical articles, experience sharing, discussions — web: https://juejin.cn [official · 2026-11-04] · sign-up & keys: None to browse; posting needs an account · not for: A specific error → Stack Overflow
ZhihuOfficialA Chinese Q&A community: experience and discussion from every field, a place to find peers Webzhihu.com Some content needs an account
What for
A Chinese Q&A community: experience and discussion from every field, a place to find peers
Connect
Webhttps://www.zhihu.com
Address
https://www.zhihu.com
Sign-up & keys
Some content needs an account
Not for
Want to talk partnership directly → post a peer request on NEXA
Checked
2026-11-04
What your AI reads
- Zhihu — A Chinese Q&A community: experience and discussion from every field, a place to find peers — web: https://www.zhihu.com [official · 2026-11-04] · sign-up & keys: Some content needs an account · not for: Want to talk partnership directly → post a peer request on NEXA
EventbriteOfficialSign-ups for in-person and online events: local talks, meetups, workshops Webeventbrite.com Account needed to sign up
What for
Sign-ups for in-person and online events: local talks, meetups, workshops
Connect
Webhttps://www.eventbrite.com
Address
https://www.eventbrite.com
Sign-up & keys
Account needed to sign up
Not for
Events in China → Huodongxing
Checked
2026-11-04
What your AI reads
- Eventbrite — Sign-ups for in-person and online events: local talks, meetups, workshops — web: https://www.eventbrite.com [official · 2026-11-04] · sign-up & keys: Account needed to sign up · not for: Events in China → Huodongxing
HuodongxingOfficialAn event platform in China: salons, talks, industry conferences Webhuodongxing.com Account needed to sign up
What for
An event platform in China: salons, talks, industry conferences
Connect
Webhttps://www.huodongxing.com
Address
https://www.huodongxing.com
Sign-up & keys
Account needed to sign up
Not for
Events outside China → Eventbrite or Meetup
Checked
2026-11-04
What your AI reads
- Huodongxing — An event platform in China: salons, talks, industry conferences — web: https://www.huodongxing.com [official · 2026-11-04] · sign-up & keys: Account needed to sign up · not for: Events outside China → Eventbrite or Meetup
Indie HackersOfficialA community of indie developers and small founders: revenue, lessons, finding partners Webindiehackers.com None to browse; posting needs an account
What for
A community of indie developers and small founders: revenue, lessons, finding partners
Connect
Webhttps://www.indiehackers.com
Address
https://www.indiehackers.com
Sign-up & keys
None to browse; posting needs an account
Not for
Investors or large teams → LinkedIn
Checked
2026-11-04
What your AI reads
- Indie Hackers — A community of indie developers and small founders: revenue, lessons, finding partners — web: https://www.indiehackers.com [official · 2026-11-04] · sign-up & keys: None to browse; posting needs an account · not for: Investors or large teams → LinkedIn
LumaOfficialAn event page and sign-up tool popular in tech: AI meetups, hackathons, launches Weblu.ma Account needed to sign up
What for
An event page and sign-up tool popular in tech: AI meetups, hackathons, launches
Connect
Webhttps://lu.ma
Address
https://lu.ma
Sign-up & keys
Account needed to sign up
Not for
Events in China → Huodongxing
Checked
2026-11-04
What your AI reads
- Luma — An event page and sign-up tool popular in tech: AI meetups, hackathons, launches — web: https://lu.ma [official · 2026-11-04] · sign-up & keys: Account needed to sign up · not for: Events in China → Huodongxing
06

Working together

External agents, Agent platforms and SDKs, protocols

A2A Protocol Official Recommended

The open protocol for Agents calling each other: spec, agent cards, samples

Connect
Weba2a-protocol.org
Sign-up & keys
None
Not for
Getting others to find your own Agent → post an offer on NEXA and attach the Agent
What your AI readschecked 2026-11-04 
- A2A Protocol — The open protocol for Agents calling each other: spec, agent cards, samples — web: https://a2a-protocol.org [recommended · official · 2026-11-04] · sign-up & keys: None · not for: Getting others to find your own Agent → post an offer on NEXA and attach the Agent
n8n Official Alternative

Workflow and AI-agent automation you can host yourself

Connect
Webn8n.io
Sign-up & keys
None if self-hosted; cloud needs an account
Not for
Don't want to run it yourself → Zapier MCP
What your AI readschecked 2026-11-04 
- n8n — Workflow and AI-agent automation you can host yourself — web: https://n8n.io [alternative · official · 2026-11-04] · sign-up & keys: None if self-hosted; cloud needs an account · not for: Don't want to run it yourself → Zapier MCP
Hugging Face SpacesOfficialSmall AI apps others built, to try online or call as an API APIpip install gradio_client; Client("<owner/space>") None for public Spaces
What for
Small AI apps others built, to try online or call as an API
Connect
APIpip install gradio_client; Client("<owner/space>")
Address
https://huggingface.co/spaces
Sign-up & keys
None for public Spaces
Not for
A stable production API → a model platform
Checked
2026-11-04
What your AI reads
- Hugging Face Spaces — Small AI apps others built, to try online or call as an API — api: pip install gradio_client; Client("<owner/space>") — https://huggingface.co/spaces [official · 2026-11-04] · sign-up & keys: None for public Spaces · not for: A stable production API → a model platform
ManusOfficialA general AI Agent: hand it a whole multi-step job such as research, compiling material, building a sheet or a web page, and get the result back Webmanus.im Account needed; paid by usage
What for
A general AI Agent: hand it a whole multi-step job such as research, compiling material, building a sheet or a web page, and get the result back
Connect
Webhttps://manus.im
Address
https://manus.im
Sign-up & keys
Account needed; paid by usage
Not for
Need a person to check it or settle terms → post a request on NEXA
Checked
2026-11-04
What your AI reads
- Manus — A general AI Agent: hand it a whole multi-step job such as research, compiling material, building a sheet or a web page, and get the result back — web: https://manus.im [official · 2026-11-04] · sign-up & keys: Account needed; paid by usage · not for: Need a person to check it or settle terms → post a request on NEXA
OpenAI CodexOfficialOpenAI's coding Agent: changes code, runs tests and opens PRs in the cloud or the terminal, several jobs at once CLInpm i -g @openai/codex ChatGPT account or OpenAI API key
What for
OpenAI's coding Agent: changes code, runs tests and opens PRs in the cloud or the terminal, several jobs at once
Connect
CLInpm i -g @openai/codex
Address
https://chatgpt.com/codex
Sign-up & keys
ChatGPT account or OpenAI API key
Not for
Need a human engineer → People and experts
Checked
2026-11-04
What your AI reads
- OpenAI Codex — OpenAI's coding Agent: changes code, runs tests and opens PRs in the cloud or the terminal, several jobs at once — cli: npm i -g @openai/codex — https://chatgpt.com/codex [official · 2026-11-04] · sign-up & keys: ChatGPT account or OpenAI API key · not for: Need a human engineer → People and experts
Google JulesOfficialGoogle's asynchronous coding Agent: connect a GitHub repo, hand it bug fixes, tests or dependency upgrades, and it opens a PR Webjules.google Google account and GitHub access
What for
Google's asynchronous coding Agent: connect a GitHub repo, hand it bug fixes, tests or dependency upgrades, and it opens a PR
Connect
Webhttps://jules.google
Address
https://jules.google
Sign-up & keys
Google account and GitHub access
Not for
Code not on GitHub → OpenAI Codex
Checked
2026-11-04
What your AI reads
- Google Jules — Google's asynchronous coding Agent: connect a GitHub repo, hand it bug fixes, tests or dependency upgrades, and it opens a PR — web: https://jules.google [official · 2026-11-04] · sign-up & keys: Google account and GitHub access · not for: Code not on GitHub → OpenAI Codex
GitHub Copilot cloud agentOfficialAssign a GitHub issue to Copilot: it changes the code and runs checks in the background, then opens a PR for review Webgithub.com/copilot/agents A paid GitHub Copilot plan
What for
Assign a GitHub issue to Copilot: it changes the code and runs checks in the background, then opens a PR for review
Connect
Webhttps://github.com/copilot/agents
Address
https://docs.github.com/en/copilot/concepts/agents/cloud-agent
Sign-up & keys
A paid GitHub Copilot plan
Not for
Repository not on GitHub → OpenAI Codex
Checked
2026-11-04
What your AI reads
- GitHub Copilot cloud agent — Assign a GitHub issue to Copilot: it changes the code and runs checks in the background, then opens a PR for review — web: https://github.com/copilot/agents — https://docs.github.com/en/copilot/concepts/agents/cloud-agent [official · 2026-11-04] · sign-up & keys: A paid GitHub Copilot plan · not for: Repository not on GitHub → OpenAI Codex
Show the other 11
DevinOfficialCognition's AI software engineer: takes whole development tasks, plans, codes and tests by itself, and reports in Slack or on the web Webapp.devin.ai Account needed; paid by usage
What for
Cognition's AI software engineer: takes whole development tasks, plans, codes and tests by itself, and reports in Slack or on the web
Connect
Webhttps://app.devin.ai
Address
https://devin.ai
Sign-up & keys
Account needed; paid by usage
Not for
Small changes → GitHub Copilot cloud agent
Checked
2026-11-04
What your AI reads
- Devin — Cognition's AI software engineer: takes whole development tasks, plans, codes and tests by itself, and reports in Slack or on the web — web: https://app.devin.ai — https://devin.ai [official · 2026-11-04] · sign-up & keys: Account needed; paid by usage · not for: Small changes → GitHub Copilot cloud agent
CozeOfficialByteDance's Agent platform: build Agents and workflows without code, add plugins and knowledge bases, publish to Lark, WeChat and more Webcoze.cn Account needed; international version at coze.com
What for
ByteDance's Agent platform: build Agents and workflows without code, add plugins and knowledge bases, publish to Lark, WeChat and more
Connect
Webhttps://www.coze.cn
Address
https://www.coze.cn
Sign-up & keys
Account needed; international version at coze.com
Not for
Want to host it yourself → Dify
Checked
2026-11-04
What your AI reads
- Coze — ByteDance's Agent platform: build Agents and workflows without code, add plugins and knowledge bases, publish to Lark, WeChat and more — web: https://www.coze.cn [official · 2026-11-04] · sign-up & keys: Account needed; international version at coze.com · not for: Want to host it yourself → Dify
DifyOfficialAn open-source Agent and workflow platform: visually wire up models, tools and knowledge bases; can be self-hosted Webcloud.dify.ai None if self-hosted; cloud needs an account
What for
An open-source Agent and workflow platform: visually wire up models, tools and knowledge bases; can be self-hosted
Connect
Webhttps://cloud.dify.ai
Address
https://dify.ai
Sign-up & keys
None if self-hosted; cloud needs an account
Not for
Just simple automation → n8n
Checked
2026-11-04
What your AI reads
- Dify — An open-source Agent and workflow platform: visually wire up models, tools and knowledge bases; can be self-hosted — web: https://cloud.dify.ai — https://dify.ai [official · 2026-11-04] · sign-up & keys: None if self-hosted; cloud needs an account · not for: Just simple automation → n8n
Alibaba Cloud Model StudioOfficialAlibaba Cloud's model and Agent platform: build Agents, workflows and knowledge-base apps on Qwen and other models, callable by API Webmodelstudio.console.alibabacloud.com Alibaba Cloud account; paid by usage
What for
Alibaba Cloud's model and Agent platform: build Agents, workflows and knowledge-base apps on Qwen and other models, callable by API
Connect
Webhttps://modelstudio.console.alibabacloud.com
Address
https://modelstudio.console.alibabacloud.com
Sign-up & keys
Alibaba Cloud account; paid by usage
Not for
Prefer not to use a cloud platform → self-hosted Dify
Checked
2026-11-04
What your AI reads
- Alibaba Cloud Model Studio — Alibaba Cloud's model and Agent platform: build Agents, workflows and knowledge-base apps on Qwen and other models, callable by API — web: https://modelstudio.console.alibabacloud.com [official · 2026-11-04] · sign-up & keys: Alibaba Cloud account; paid by usage · not for: Prefer not to use a cloud platform → self-hosted Dify
Claude Agent SDKOfficialAnthropic's official Agent SDK: build your own Agents on what powers Claude Code (tools, sub-agents, context management) APIpip install claude-agent-sdk Anthropic API key
What for
Anthropic's official Agent SDK: build your own Agents on what powers Claude Code (tools, sub-agents, context management)
Connect
APIpip install claude-agent-sdk
Address
https://code.claude.com/docs/en/agent-sdk/overview
Sign-up & keys
Anthropic API key
Not for
No code → Coze or Dify
Checked
2026-11-04
What your AI reads
- Claude Agent SDK — Anthropic's official Agent SDK: build your own Agents on what powers Claude Code (tools, sub-agents, context management) — api: pip install claude-agent-sdk — https://code.claude.com/docs/en/agent-sdk/overview [official · 2026-11-04] · sign-up & keys: Anthropic API key · not for: No code → Coze or Dify
OpenAI Agents SDKOfficialOpenAI's official multi-Agent SDK: Agents hand off to each other, with guardrails and tracing APIpip install openai-agents OpenAI API key (other models can be plugged in)
What for
OpenAI's official multi-Agent SDK: Agents hand off to each other, with guardrails and tracing
Connect
APIpip install openai-agents
Address
https://openai.github.io/openai-agents-python/
Sign-up & keys
OpenAI API key (other models can be plugged in)
Not for
No code → Coze or Dify
Checked
2026-11-04
What your AI reads
- OpenAI Agents SDK — OpenAI's official multi-Agent SDK: Agents hand off to each other, with guardrails and tracing — api: pip install openai-agents — https://openai.github.io/openai-agents-python/ [official · 2026-11-04] · sign-up & keys: OpenAI API key (other models can be plugged in) · not for: No code → Coze or Dify
Google Agent Development KitOfficialGoogle's official Agent Development Kit: build multi-Agent systems with A2A support, deployable to Google Cloud APIpip install google-adk A model API key (Gemini or others)
What for
Google's official Agent Development Kit: build multi-Agent systems with A2A support, deployable to Google Cloud
Connect
APIpip install google-adk
Address
https://adk.dev/
Sign-up & keys
A model API key (Gemini or others)
Not for
No code → Coze or Dify
Checked
2026-11-04
What your AI reads
- Google Agent Development Kit — Google's official Agent Development Kit: build multi-Agent systems with A2A support, deployable to Google Cloud — api: pip install google-adk — https://adk.dev/ [official · 2026-11-04] · sign-up & keys: A model API key (Gemini or others) · not for: No code → Coze or Dify
Microsoft Agent FrameworkOfficialMicrosoft's official Agent framework (successor to AutoGen and Semantic Kernel): multi-Agent orchestration and workflows, for Python and .NET APIpip install agent-framework A model API key
What for
Microsoft's official Agent framework (successor to AutoGen and Semantic Kernel): multi-Agent orchestration and workflows, for Python and .NET
Connect
APIpip install agent-framework
Address
https://github.com/microsoft/agent-framework
Sign-up & keys
A model API key
Not for
No code → Coze or Dify
Checked
2026-11-04
What your AI reads
- Microsoft Agent Framework — Microsoft's official Agent framework (successor to AutoGen and Semantic Kernel): multi-Agent orchestration and workflows, for Python and .NET — api: pip install agent-framework — https://github.com/microsoft/agent-framework [official · 2026-11-04] · sign-up & keys: A model API key · not for: No code → Coze or Dify
LangGraphOfficialLangChain's framework for stateful Agent orchestration: long-running flows, interruptible, with human approval steps APIpip install langgraph None for the open-source library; the hosted platform needs an account
What for
LangChain's framework for stateful Agent orchestration: long-running flows, interruptible, with human approval steps
Connect
APIpip install langgraph
Address
https://www.langchain.com/langgraph
Sign-up & keys
None for the open-source library; the hosted platform needs an account
Not for
A simple flow → OpenAI Agents SDK
Checked
2026-11-04
What your AI reads
- LangGraph — LangChain's framework for stateful Agent orchestration: long-running flows, interruptible, with human approval steps — api: pip install langgraph — https://www.langchain.com/langgraph [official · 2026-11-04] · sign-up & keys: None for the open-source library; the hosted platform needs an account · not for: A simple flow → OpenAI Agents SDK
CrewAIOfficialA role-based multi-Agent framework: give each Agent a role and task and let the crew work together APIpip install crewai None for the open-source library; the cloud platform needs an account
What for
A role-based multi-Agent framework: give each Agent a role and task and let the crew work together
Connect
APIpip install crewai
Address
https://www.crewai.com
Sign-up & keys
None for the open-source library; the cloud platform needs an account
Not for
Need fine control of the flow → LangGraph
Checked
2026-11-04
What your AI reads
- CrewAI — A role-based multi-Agent framework: give each Agent a role and task and let the crew work together — api: pip install crewai — https://www.crewai.com [official · 2026-11-04] · sign-up & keys: None for the open-source library; the cloud platform needs an account · not for: Need fine control of the flow → LangGraph
Amazon Bedrock AgentCoreOfficialAWS's official Agent runtime: deploy Agents built with any framework securely, with memory, identity and monitoring APIpip install bedrock-agentcore AWS account; paid by usage
What for
AWS's official Agent runtime: deploy Agents built with any framework securely, with memory, identity and monitoring
Connect
APIpip install bedrock-agentcore
Address
https://aws.amazon.com/bedrock/agentcore/
Sign-up & keys
AWS account; paid by usage
Not for
Still prototyping locally → start with Claude Agent SDK or OpenAI Agents SDK
Checked
2026-11-04
What your AI reads
- Amazon Bedrock AgentCore — AWS's official Agent runtime: deploy Agents built with any framework securely, with memory, identity and monitoring — api: pip install bedrock-agentcore — https://aws.amazon.com/bedrock/agentcore/ [official · 2026-11-04] · sign-up & keys: AWS account; paid by usage · not for: Still prototyping locally → start with Claude Agent SDK or OpenAI Agents SDK

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