Agent skill

Agent Integration

by fastclaw-ai in fastclaw-ai/fastclaw

Integrate an application's backend with FastClaw cloud agents over the FastClaw API.

Custom licenceAuto-check passed

Install Agent Integration

skills CLI
$ npx skills add fastclaw-ai/fastclaw --skill agent-integration -a claude-code

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

GitHub CLI
$ gh skill install fastclaw-ai/fastclaw agent-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/fastclaw-ai/fastclaw.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/agent-integration .claude/skills/agent-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
agent-integration
GitHub stars
1.4k
Token cost
~3.2k tokens
SKILL.md length
1,461 words
Files
1
Skills in repo
9
Repo updated
First seen
Licence
Custom licence

At a glance

Integrate an application's backend with FastClaw cloud agents over the FastClaw API.

  • Works in 8 steps: Configure the connection first → Pick the scenario → Scenario A — chat with fixed agents → …
  • A project needs to chat with one
  • SKILL.md covers 1. Configure the connection…, 2. Pick the scenario, 3. Scenario A — chat with… and 4. Scenario B — manage agents, plus 4 more sections
  • Calls curl; needs FASTCLAW_API_KEY

What it does

Agent Integration is an agent skill from fastclaw-ai/fastclaw. Integrate an application's backend with FastClaw cloud agents over the FastClaw API. Use when a project needs to chat with one or more existing FastClaw agents (agent-scope API key), or to create, update, delete and chat with agents on demand (user-scope API key) — e.g. "connect this app to FastClaw", "call my FastClaw agent from the backend", "let each user create their own agent".

Its SKILL.md is about 3.2k tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.

The repository describes itself as: Multi-Agent Framework.

When your agent uses it

  • A project needs to chat with one
  • More existing FastClaw agents (agent-scope API key)
  • Delete and chat with agents on demand (user-scope API key) — e.g

Example prompts

  • “connect this app to FastClaw”
  • “call my FastClaw agent from the backend”
  • “let each user create their own agent”
  • “/agent-integration”

Requirements

  • A credential in FASTCLAW_API_KEY

Workflow steps

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

  1. Configure the connection first
  2. Pick the scenario
  3. Scenario A — chat with fixed agents
  4. Scenario B — manage agents
  5. Chat (both scenarios) — POST /v1/chat/completions
  6. Usage and quotas
  7. Errors
  8. Checklist

What it can do on your machine

Read from SKILL.md and the folder at commit f401889. 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

    Shell commands in SKILL.md call:

    • curl

    From the folder's file list and the shell code blocks in SKILL.md.

  • Network

    No URLs in SKILL.md. Its commands use curl, which can reach the network depending on how they are called.

    From URLs in SKILL.md, links to its own repository left out.

  • Credentials

    Names these keys or tokens, usually read from environment variables:

    • FASTCLAW_API_KEY

    From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.

Context cost

Agent Integration loads about 3.2k tokens when it runs. Until then it costs about 101 tokens; SKILL.md has 1,461 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~101
When it runs · the whole SKILL.md, loaded when a task matches
~3.2k

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 (Custom licence) doesn't allow us to republish the file, so here is its outline and opening line. It has 1,461 words (~3,242 tokens).

“FastClaw is an agent runtime. It stores agent configuration, runs the agent loop with its tools and sandbox, keeps sessions and memory, and meters usage. Your application owns everything about its users: sign-in, which user may use which agent, chat…”

— opening of SKILL.md by fastclaw-ai, Custom licence
name
agent-integration

Read the full SKILL.md on GitHub

Files

Just SKILL.md in skills/agent-integration of fastclaw-ai/fastclaw.

Open the folder on GitHubat commit f401889

Compare with similar skills

Agent 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.

Agent Integration compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Agent Integration this skillfastclaw-ai/fastclaw1.4k—~3.2kAutomated safety check: PassCustom licence
Integration Testingthedaviddias/Front-End-Checklist74k—~514Automated safety check: PassMIT
API Integrationsickn33/agentic-awesome-skills47k1 repos~1.3kAutomated safety check: PassMIT
Labarchive Integrationdavila7/claude-code-templates32k10 repos~2.3kAutomated safety check: PassMIT
Robius Matrix Integrationsickn33/agentic-awesome-skills47k2 repos~3.6kAutomated safety check: PassMIT
API Integration Architectsickn33/agentic-awesome-skills47k1 repos~2.3kAutomated safety check: PassMIT

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Questions about Agent Integration

What does Agent Integration do?

Integrate an application's backend with FastClaw cloud agents over the FastClaw API. Agent Integration is an agent skill from fastclaw-ai/fastclaw. Integrate an application's backend with FastClaw cloud agents over the FastClaw API.

When should I use Agent Integration?

Agent Integration fits situations like: A project needs to chat with one; more existing FastClaw agents (agent-scope API key); delete and chat with agents on demand (user-scope API key) — e.g.

How do I install Agent Integration in Claude Code?

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

How do I install Agent Integration in Codex?

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

Can I use Agent 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 fastclaw-ai/fastclaw --skill agent-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/agent-integration, .gemini/skills/agent-integration, .github/skills/agent-integration and .opencode/skills/agent-integration in your project.

What does Agent Integration need to run?

Going by SKILL.md and its folder, Agent Integration needs the command-line tools its instructions call (curl) and credentials named FASTCLAW_API_KEY. Our summary lists: A credential in FASTCLAW_API_KEY.

Does Agent Integration access the network?

SKILL.md contains no URLs. Its commands use curl, which can reach the network depending on how they are called. This is read from the text; nothing was executed.

Is Agent 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 Agent Integration use?

Agent Integration has a licence file (the repository's licence) that doesn't match a standard licence. Read it on GitHub before reusing the skill.

How many tokens does Agent Integration use?

About 3.2k tokens (SKILL.md is roughly 13k 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 Agent Integration?

Skills that share tags, products or a category with Agent Integration: Integration Testing (thedaviddias/Front-End-Checklist, 74k stars), API Integration (sickn33/agentic-awesome-skills, 47k stars), Labarchive Integration (davila7/claude-code-templates, 32k stars) and Robius Matrix Integration (sickn33/agentic-awesome-skills, 47k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Agent Integration?

fastclaw-ai (a GitHub organization) maintains it in fastclaw-ai/fastclaw, which has 1,354 GitHub stars. The repository holds 9 skills in this directory. The repository was last updated on October 6, 2026.

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