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ChatKit Botbuilder · aiskillstore | DecimalAI

agent toolingby aiskillstore

ChatKit Botbuilder

aiskillstore/chatkit-botbuilder

Source aiskillstore/marketplace ↗License Complete terms in LICENSE.txt

Guide for creating production-grade ChatKit chatbots that integrate OpenAI Agents SDK with MCP tools and custom backends.

SkillScore96Maintained

Automatic

AI Engineer pack

Last verified 8/21/2026

What it changes

Passed 22 of 23 test cases with the skill, and 12 of 23 without it.

Without skill52%

With skill96%

Checks it passed that the model alone missed

Overrides the async respond method.
Reads access_token from localStorage.
Executes task agent using Runner.run_streamed.

and 12 more in the full report

11 fixed11 passed either way0 still failing1 broke

Pass-rate lift: +43 pp
Tokens: +129%
Agent turns: 0%
Response time: -20%

Model gemini-3.6-flashMeasured 8/21/2026v122 of 23 cases passed with skill

Tokens, turns and time describe resource use, not a dollar price.

Use this skill

Save it into your project's skills folder. Claude Code picks it up in its next session.

curl -fsSL --create-dirs -o .claude/skills/aiskillstore-chatkit-botbuilder/SKILL.md https://app.decimal.ai/s/aiskillstore-chatkit-botbuilder/SKILL.md

Want it pinned and updatable? pip install "decimalai>=0.15", then decimalai skills add aiskillstore-chatkit-botbuilder, and start Claude Code with claude --plugin-dir "$(git rev-parse --show-toplevel)/.agents"

1 · One-time — install the CLI (docs ↗)

pip install "decimalai>=0.15"

2 · Get the skill — writes .agents/skills/aiskillstore-chatkit-botbuilder/ and pins it in .decimal/skills.lock

decimalai skills add aiskillstore-chatkit-botbuilder

No CLI? Get the same file — curl · raw file

curl -fsSL --create-dirs -o .claude/skills/aiskillstore-chatkit-botbuilder/SKILL.md https://app.decimal.ai/s/aiskillstore-chatkit-botbuilder/SKILL.md

Raw file: /s/aiskillstore-chatkit-botbuilder/SKILL.md ↗ · machine-readable summary at /s/aiskillstore-chatkit-botbuilder.json ↗

Safety checks: 3 of 3 passed

Code scan CleanIntent PassedContent Clean

See it in action

One of 11 test cases the skill fixed. Same model, same prompt, with and without the skill.

1 of 11

Prompt

When a user sends a new message to the ChatKit server `respond` method, what store method persists the incoming message item to the conversation thread before agent execution?

What was checked, without and with the skill
Checked	Without skill	With skill
Calls store.add_thread_item to persist incoming message.	Missed	Passed

case-18 · gemini-3.6-flash · 8/21/2026 · answers are capped and redacted

What's inside

The instructions your model reads when the skill loads.

SKILL.md504 lines5 files

ChatKit Botbuilder

Overview

Create production-grade chatbots using the OpenAI ChatKit framework. This skill enables building chatbots that:

Integrate AI Agents: Use OpenAI Agents SDK for intelligent conversation handling
Execute Tools: Connect MCP (Model Context Protocol) tools for real-world task execution
Support Custom Backends: Build FastAPI backends with full protocol support
Ensure User Isolation: Implement multi-user systems with JWT authentication
Real-Time Synchronization: Enable live UI updates when chatbot performs actions
Flexible Deployment: Deploy to web, mobile, or desktop applications

This skill provides the complete architecture pattern for ChatKit integration, from frontend configuration to backend server implementation.

When to Use This Skill

Use this skill when you need to:

Build a task management chatbot - Create conversational interfaces for task creation, updates, completion
Integrate AI into existing apps - Add ChatKit to dashboards, web apps, or platforms
Create specialized AI assistants - Build domain-specific chatbots with custom tool integrations
Implement multi-user chatbots - Create systems where each user has isolated conversations and data
Add real-time capabilities - Build chatbots that trigger actual application changes
Deploy AI conversations - Create chatbots that interact with your database and APIs

Architecture Overview

High-Level Flow

User Message
    ↓
ChatKit Frontend (React/Next.js)
    ↓ [JWT Token in Authorization Header]
    ↓

Track record

Benchmark

22 / 23

test cases passed, vs 12 / 23 without

Adoption

Users: 0
Times used: 0

Safety and source details

SkillSafety

✓ 3 of 3 passed

Code scan15 of 15 checks clean

0 critical · 0 warning · 0 info — scanner v4 — 8/3/2026

View 15 scanner checks

live_secretremote_code_executionreverse_shelldata_exfiltrationssrf_metadataagent_snoopinganti_refusaldestructive_commandsobfuscated_unicodeunicode_homoglyphopaque_blobsuspicious_urltool_overreachtrigger_abuseprompt_injection_phrasing

IntentSafe

LLM judge · does the skill do what it claims

ContentClean

LLM judge · policy & harmful-content review

Source

Imported

aiskillstore / marketplace

skills/92bilal26/chatkit-botbuilder/SKILL.md

View on GitHub ↗

License Complete terms in LICENSE.txtImported 8/3/2026Version v1Bundled 4 files

More skills from the same source and nearby in the registry, with their headline benchmark lift.

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See it in action

What's inside

ChatKit Botbuilder

Overview

When to Use This Skill

Architecture Overview

High-Level Flow

Track record

Benchmark

Adoption

SkillSafety

Source

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