Agent skill

Memstack Automation API Integration

by cwinvestments in cwinvestments/memstack

A skill your agent uses when the user says 'API integration', 'connect APIs', 'sync data', 'data mapping', 'rate limiting', or needs system-to-system connectors with authentication, rate limit…

ProprietaryAuto-check passedBackend & APIs

Install Memstack Automation API Integration

skills CLI
$ npx skills add cwinvestments/memstack --skill memstack-automation-api-integration -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install cwinvestments/memstack memstack-automation-api-integration --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ git clone --depth 1 https://github.com/cwinvestments/memstack.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/automation/api-integration .claude/skills/memstack-automation-api-integration && rm -rf skills-src

Use ~/.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/

Facts

Skill name
memstack-automation-api-integration
GitHub stars
423
Token cost
~2.8k tokens
SKILL.md length
542 words
Files
1
Skills in repo
87
Repo updated
First seen
Licence
Proprietary

At a glance

A skill your agent uses when the user says 'API integration', 'connect APIs', 'sync data', 'data mapping', 'rate limiting', or needs system-to-system connectors with authentication, rate limit…

  • Works in 7 steps: Gather Integration Requirements → Implement Authentication → Handle Rate Limiting → …
  • The user says API integration
  • SKILL.md covers Activation, Context Guard, Common Mistakes and Protocol, plus 3 more sections
  • Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md

What it does

Memstack Automation API Integration is an agent skill from cwinvestments/memstack. Use this skill when the user says 'API integration', 'connect APIs', 'sync data', 'data mapping', 'rate limiting', or needs system-to-system connectors with authentication, rate limit handling, and error recovery. Generates API integration code with authentication (OAuth, API key, JWT), request/response mapping, rate limit handling, error recovery with circuit breakers, and sync monitoring. Do NOT use for visual n8n workflows or webhook receiving.

Its SKILL.md is about 2.8k tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.

It sits in Backend & APIs, covering Third-party API integration, Rate limiting and Authentication. It works with n8n. The repository describes itself as: Structured skill framework for Claude Code. 130 skills, persistent memory, TokenStack compression, localhost dashboard with 3-agent runner, real-time streaming, MCP tools.

When your agent uses it

  • The user says API integration
  • Needs system-to-system connectors with authentication
  • Rate limit handling
  • Visual n8n workflows

Example prompts

  • “API integration”
  • “connect APIs”
  • “sync data”
  • “/memstack-automation-api-integration”

Workflow steps

7 steps, taken from the step headings in SKILL.md.

  1. Gather Integration Requirements
  2. Implement Authentication
  3. Handle Rate Limiting
  4. Build Data Mapper
  5. Handle Pagination
  6. Error Recovery & Sync State
  7. Production Checklist

What it can do on your machine

Read from SKILL.md and the folder at commit 00370ce. 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 (its code samples are typescript, sql and markdown).

    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

Memstack Automation API Integration loads about 2.8k tokens when it runs. Until then it costs about 122 tokens; SKILL.md has 542 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~122
When it runs · the whole SKILL.md, loaded when a task matches
~2.8k

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

Its licence (Proprietary) doesn't allow us to republish the file, so here is its outline and opening line. It has 542 words (~2,768 tokens).

“Develops system-to-system connectors with REST/GraphQL patterns, authentication flows, rate limit handling, data mapping, error recovery, and SDK wrapper generation.”

— opening of SKILL.md by cwinvestments, Proprietary
name
memstack-automation-api-integration
version
1.0.0
license
Proprietary, MemStack™ Pro by CW Affiliate Investments LLC. See LICENSE.txt

Read the full SKILL.md on GitHub

Files

Just SKILL.md in skills/automation/api-integration of cwinvestments/memstack.

Open the folder on GitHubat commit 00370ce

Compare with similar skills

Memstack Automation API Integration 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.

Memstack Automation API Integration compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Memstack Automation API Integration this skillcwinvestments/memstack423—~2.8kAutomated safety check: PassProprietary
Frappe Core APIImpertio-Studio/Frappe_Claude_Skill_Package1871 repos~3.2kAutomated safety check: PassMIT
Apify Integration Developmentapify/agent-skills2.4k—~3.1kAutomated safety check: PassNone
Venice API Keysveniceai/skills143—~3.8kAutomated safety check: PassMIT
Venice API Overviewveniceai/skills143—~3.5kAutomated safety check: PassMIT
Shopify APIMicrock/ordinary-claude-skills4031 repos~4.3kAutomated safety check: PassCustom licence

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Works with

Categories

Questions about Memstack Automation API Integration

What does Memstack Automation API Integration do?

A skill your agent uses when the user says 'API integration', 'connect APIs', 'sync data', 'data mapping', 'rate limiting', or needs system-to-system connectors with authentication, rate limit…. Memstack Automation API Integration is an agent skill from cwinvestments/memstack. Use this skill when the user says 'API integration', 'connect APIs', 'sync data', 'data mapping', 'rate limiting', or needs system-to-system connectors with authentication, rate limit handling, and error recovery.

When should I use Memstack Automation API Integration?

Memstack Automation API Integration fits situations like: the user says API integration; needs system-to-system connectors with authentication; rate limit handling; visual n8n workflows.

How do I install Memstack Automation API Integration in Claude Code?

Run `npx skills add cwinvestments/memstack --skill memstack-automation-api-integration -a claude-code`. Or copy the skill folder (skills/automation/api-integration in cwinvestments/memstack) into .claude/skills/memstack-automation-api-integration in your project. Claude Code loads it when a task matches its description.

How do I install Memstack Automation API Integration in Codex?

Run `npx skills add cwinvestments/memstack --skill memstack-automation-api-integration -a codex`. Or copy the skill folder (skills/automation/api-integration in cwinvestments/memstack) into .agents/skills/memstack-automation-api-integration in your project. Codex loads it when a task matches its description.

Can I use Memstack Automation API Integration 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 cwinvestments/memstack --skill memstack-automation-api-integration -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/memstack-automation-api-integration, .gemini/skills/memstack-automation-api-integration, .github/skills/memstack-automation-api-integration and .opencode/skills/memstack-automation-api-integration in your project.

What does Memstack Automation API Integration need to run?

SKILL.md names no scripts, command-line tools or credentials: Memstack Automation API Integration is instructions for the agent only.

Does Memstack Automation API Integration 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 Memstack Automation API Integration 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 Memstack Automation API Integration use?

Memstack Automation API Integration carries a proprietary licence (declared in SKILL.md). It is published on GitHub, but it is not open source: read the licence file before using or sharing it.

How many tokens does Memstack Automation API Integration use?

About 2.8k tokens (SKILL.md is roughly 11k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.

What are the alternatives to Memstack Automation API Integration?

Skills that share tags, products or a category with Memstack Automation API Integration: Frappe Core API (Impertio-Studio/Frappe_Claude_Skill_Package, 187 stars), Apify Integration Development (apify/agent-skills, 2.4k stars), Venice API Keys (veniceai/skills, 143 stars) and Venice API Overview (veniceai/skills, 143 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Memstack Automation API Integration?

cwinvestments (a GitHub user) maintains it in cwinvestments/memstack, which has 423 GitHub stars. The repository holds 87 skills in this directory. The repository was last updated on September 26, 2026.

Source: cwinvestments/memstack on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.