Mem0 Platform SDK
mem0ai/mem0
Adds persistent memory to AI apps with the Mem0 Python and TypeScript SDKs: store, search, update and delete user memories, with framework integrations.
Build or debug stateful applications that specifically use Cloudflare's agents package, including Agent classes, routing, callable methods, synchronized state, scheduling, AIChatAgent, durable…
MITAuto-check passed
Install Agents SDK
$ npx skills add swyxio/skills --skill agents-sdk -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install swyxio/skills agents-sdk --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/swyxio/skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/agents-sdk .claude/skills/agents-sdk && rm -rf skills-srcUse ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.
Claude Code skills documentation · loads skills from .claude/skills/
Install the "agents-sdk" agent skill from https://github.com/swyxio/skills/tree/main/agents-sdk into .claude/skills/agents-sdk/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "agents-sdk", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/swyxio/skills/tree/main/agents-sdkType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add swyxio/skills --skill agents-sdk -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install swyxio/skills agents-sdk --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/swyxio/skills.git skills-src && mkdir -p .agents/skills && cp -r skills-src/agents-sdk .agents/skills/agents-sdk && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "agents-sdk" agent skill from https://github.com/swyxio/skills/tree/main/agents-sdk into .agents/skills/agents-sdk/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "agents-sdk", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add swyxio/skills --skill agents-sdk -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install swyxio/skills agents-sdk --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/swyxio/skills.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/agents-sdk .cursor/skills/agents-sdk && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "agents-sdk" agent skill from https://github.com/swyxio/skills/tree/main/agents-sdk into .cursor/skills/agents-sdk/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "agents-sdk", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/swyxio/skills.git --path agents-sdk--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add swyxio/skills --skill agents-sdk -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install swyxio/skills agents-sdk --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/swyxio/skills.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/agents-sdk .gemini/skills/agents-sdk && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "agents-sdk" agent skill from https://github.com/swyxio/skills/tree/main/agents-sdk into .gemini/skills/agents-sdk/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "agents-sdk", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install swyxio/skills agents-sdkInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add swyxio/skills --skill agents-sdk -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/swyxio/skills.git skills-src && mkdir -p .github/skills && cp -r skills-src/agents-sdk .github/skills/agents-sdk && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "agents-sdk" agent skill from https://github.com/swyxio/skills/tree/main/agents-sdk into .github/skills/agents-sdk/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "agents-sdk", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add swyxio/skills --skill agents-sdk -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install swyxio/skills agents-sdk --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/swyxio/skills.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/agents-sdk .opencode/skills/agents-sdk && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "agents-sdk" agent skill from https://github.com/swyxio/skills/tree/main/agents-sdk into .opencode/skills/agents-sdk/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "agents-sdk", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
Facts
- Skill name
agents-sdk- GitHub stars
- 175
- Token cost
- ~982 tokens
- SKILL.md length
- 375 words
- Files
- 20 (incl. references)
- Skills in repo
- 89
- Repo updated
- First seen
- Licence
- MIT
At a glance
Build or debug stateful applications that specifically use Cloudflare's agents package, including Agent classes, routing, callable methods, synchronized state, scheduling, AIChatAgent, durable…
- Works in 4 steps: Read the project's package version,… → Retrieve the current docs for the… → Inspect installed exports and .d.ts… → …
- Generic AI-agent design
- SKILL.md covers Inspect first, Preserve the runtime contract, Load only the relevant reference and Verify proportionally
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
What it does
Agents SDK is an agent skill from swyxio/skills. Build or debug stateful applications that specifically use Cloudflare's agents package, including Agent classes, routing, callable methods, synchronized state, scheduling, AIChatAgent, durable execution, or Agents SDK client hooks. Do not trigger for generic AI-agent design, the OpenAI Agents SDK, or ordinary Durable Object work that does not use the Cloudflare Agents SDK.
Its SKILL.md is about 980 tokens, which your agent loads only when the skill is triggered. The skill folder holds 20 other files, including reference files (for example `references/browse-the-web.md`, `references/callable.md` and `references/client-sdk.md`).
It works with Cloudflare and OpenAI Agents SDK. The repository describes itself as: Agent skills for Claude Code and other AI agents. The licence is MIT.
When your agent uses it
- Generic AI-agent design
- The OpenAI Agents SDK
- Ordinary Durable Object work that does not use the Cloudflare Agents SDK
Example prompts
- “/agents-sdk”
Workflow steps
4 steps, taken from the first numbered list in SKILL.md.
- Read the project's package version, Wrangler configuration, Agent exports,
- Retrieve the current docs for the feature being changed.
- Inspect installed exports and .d.ts files before adding casts or adapters.
- Identify the Agent instance name and who is authorized to select it. Instance
What it can do on your machine
Read from SKILL.md and the folder at commit 038ef34. It shows what the files ask for, not the result of running them.
Tool permissions
Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.
From allowed-tools in the SKILL.md frontmatter.
Runs code
No scripts in the folder and no shell commands in SKILL.md.
From the folder's file list and the shell code blocks in SKILL.md.
Network
No URLs in SKILL.md.
From URLs in SKILL.md, links to its own repository left out.
Credentials
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Context cost
Agents SDK loads about 982 tokens when it runs, and up to ~13k if it reads all its reference files. Until then it costs about 97 tokens; SKILL.md has 375 words of instructions outside code blocks.
Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.
Safety
Auto-check passed
The automated check found no risky patterns in SKILL.md.
Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.
SKILL.md
The full file from swyxio/skills at commit 038ef34, republished under its MIT licence (© swyxio). 375 words, ~982 tokens.
Download SKILL.mdSave it as
.claude/skills/agents-sdk/SKILL.md (or your agent's skills folder). This skill also uses 19 other files; get the full folder from GitHub.- name
- agents-sdk
- description
- Build or debug stateful applications that specifically use Cloudflare's `agents` package, including Agent classes, routing, callable methods, synchronized state, scheduling, AIChatAgent, durable execution, or Agents SDK client hooks. Do not trigger for generic AI-agent design, the OpenAI Agents SDK, or ordinary Durable Object work that does not use the Cloudflare Agents SDK.
Cloudflare Agents SDK
Use current Cloudflare documentation and the installed agents package as the
contract. APIs in this SDK evolve quickly; do not trust remembered signatures or
examples without checking the relevant version.
Inspect first
- Read the project's package version, Wrangler configuration, Agent exports, routing entrypoint, and generated binding types.
- Retrieve the current docs for the feature being changed.
- Inspect installed exports and
.d.tsfiles before adding casts or adapters. - Identify the Agent instance name and who is authorized to select it. Instance naming is a state-partition and access-control decision, not just a URL detail.
Agents require Durable Objects. Verify the exact class export, binding, and lifecycle declaration used by the target environment. Do not copy a migration or configuration example without checking the current lifecycle model.
Preserve the runtime contract
- Treat persisted Agent state, connection state, scheduled work, and client UI state as separate surfaces.
- Validate client-originated state and callable methods at the server boundary; a callable method is not authorization by itself.
- Use stable operation identities for work that may be retried or resumed.
- Distinguish ordinary request work from SDK durable-execution primitives. Use the latter only when work must survive Durable Object eviction or restart.
- Expect the Agent constructor and in-memory state to be recreated. Persist anything required after eviction.
- Keep routing and client naming consistent. Test the actual route through
routeAgentRequestor the project's custom router. - Treat experimental integrations as version-specific. Pin and test the seam rather than spreading preview types through domain code.
Show full SKILL.md (124 more words)Show less
Load only the relevant reference
| Need | Reference |
|---|---|
| State, SQL, schedules, or alarms | state-scheduling.md |
| Callable RPC, streaming, or timeouts | callable.md |
| Routing, bindings, or project setup | routing.md, configuration.md |
| React/browser clients or chat streaming | client-sdk.md, streaming-chat.md |
| Server-driven turns or approval flows | server-driven-messages.md, human-in-the-loop.md |
| Workflows, fibers, queues, or retries | workflows.md, durable-execution.md, queue-retries.md |
| MCP, email, webhooks, push, or observability | mcp.md, email.md, webhooks-push.md, observability.md |
| Preview features | think.md, voice.md, codemode.md, browse-the-web.md |
Read current first-party docs before relying on limits, package names, configuration fields, or experimental availability.
Verify proportionally
Run the narrow type, route, and state tests for the changed seam. For connection or recovery behavior, test disconnect/reconnect and a recreated Agent instance. For scheduled or durable work, prove that duplicate delivery converges and that the persisted result—not an in-memory flag—defines completion.
© swyxio, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
Files
SKILL.md and 19 other files (references) in agents-sdk of swyxio/skills.
- SKILL.md
- references/browse-the-web.md
- references/callable.md
- references/client-sdk.md
- references/codemode.md
- references/configuration.md
- references/durable-execution.md
- references/email.md
- references/human-in-the-loop.md
- references/mcp.md
- references/observability.md
- references/queue-retries.md
- references/routing.md
- references/server-driven-messages.md
- references/state-scheduling.md
- references/streaming-chat.md
- references/think.md
- references/voice.md
- references/webhooks-push.md
- references/workflows.md
Open the folder on GitHubat commit 038ef34
Compare with similar skills
Agents SDK next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Agents SDK this skillswyxio/skills | 175 | — | ~982 | Automated safety check: Pass | MIT | |
| Mem0 Platform SDKmem0ai/mem0 | 67k | 2 repos | ~2.2k | Automated safety check: Pass | Apache-2.0 | |
| Cloudflare Browser Renderingcloudflare/moltworker | 9.9k | — | ~742 | Automated safety check: Pass | Apache-2.0 | |
| Turnstile Spincloudflare/skills | 3k | 4 repos | ~7.2k | Automated safety check: Notes | Apache-2.0 | |
| Star Office UI Setupringhyacinth/Star-Office-UI | 7.5k | — | ~1.3k | Automated safety check: Pass | MIT | |
| Cloudflarehodgef/apiker | 127 | 7 repos | ~2.2k | Automated safety check: Pass | MIT |
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Questions about Agents SDK
What does Agents SDK do?
Build or debug stateful applications that specifically use Cloudflare's agents package, including Agent classes, routing, callable methods, synchronized state, scheduling, AIChatAgent, durable…. Agents SDK is an agent skill from swyxio/skills. Build or debug stateful applications that specifically use Cloudflare's agents package, including Agent classes, routing, callable methods, synchronized state, scheduling, AIChatAgent, durable execution, or Agents SDK client hooks.
When should I use Agents SDK?
Agents SDK fits situations like: generic AI-agent design; the OpenAI Agents SDK; ordinary Durable Object work that does not use the Cloudflare Agents SDK.
How do I install Agents SDK in Claude Code?
Run `npx skills add swyxio/skills --skill agents-sdk -a claude-code`. Or copy the skill folder (agents-sdk in swyxio/skills) into .claude/skills/agents-sdk in your project. Claude Code loads it when a task matches its description.
How do I install Agents SDK in Codex?
Run `npx skills add swyxio/skills --skill agents-sdk -a codex`. Or copy the skill folder (agents-sdk in swyxio/skills) into .agents/skills/agents-sdk in your project. Codex loads it when a task matches its description.
Can I use Agents SDK in Cursor, Gemini CLI or GitHub Copilot?
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add swyxio/skills --skill agents-sdk -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/agents-sdk, .gemini/skills/agents-sdk, .github/skills/agents-sdk and .opencode/skills/agents-sdk in your project.
What does Agents SDK need to run?
SKILL.md names no scripts, command-line tools or credentials: Agents SDK is instructions for the agent only.
Does Agents SDK access the network?
SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.
Is Agents SDK safe to install?
Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.
What licence does Agents SDK use?
Agents SDK is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
How many tokens does Agents SDK use?
About 982 tokens (SKILL.md is roughly 3.9k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full. Its references folder adds about 12k tokens, read only when the agent opens those files.
What are the alternatives to Agents SDK?
Skills that share tags, products or a category with Agents SDK: Mem0 Platform SDK (mem0ai/mem0, 67k stars), Cloudflare Browser Rendering (cloudflare/moltworker, 9.9k stars), Turnstile Spin (cloudflare/skills, 3k stars) and Star Office UI Setup (ringhyacinth/Star-Office-UI, 7.5k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Agents SDK?
swyxio (a GitHub user) maintains it in swyxio/skills, which has 175 GitHub stars. The repository holds 89 skills in this directory. The repository was last updated on October 5, 2026.
Source: swyxio/skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.