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AI/ML · Global library

Function Calling Architect

Design robust function calling systems with schema validation, error handling, and multi-step tool orchestration

CodexClaude CodeKimi Codeorchestrator-mcp
Open pack on GitHubBack to catalog

Best use case

Use Function Calling Architect when you need to design robust function calling systems with schema validation, error handling, and multi-step tool orchestration, especially when the work is driven by function calling and tool use.

Trigger signals

function callingtool useOpenAI functionsschemaJSON modeAPI calling

Validation hooks

schema-validationerror-handling

Install surface

Copy the exact command path you need.

Inspect

pip install "orchestrator-mcp[dashboard]"
orchestrator-mcp skills show function-calling-architect

Use

orchestrator-mcp skills export function-calling-architect --to ./skillforge-packs
# copy the exported pack into your preferred agent environment

Export

cp -R skills/function-calling-architect ./your-agent-skills/function-calling-architect
# or open skills/function-calling-architect/SKILL.md in a markdown-first client

File patterns

*.pytools*.pyfunctions*.py*.json

Model preferences

claude-sonnet-4gpt-4oclaude-haiku-3

Related skills

Adjacent packs to compose next.

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Design short-term, long-term, and episodic memory layers for agents without turning retrieval into an unbounded context leak.

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Apache-2.0 licensedUse it, fork it, redistribute it. No strings attached.Safety-first by designSecret redaction, release scanning, and no shell execution. Constraints are public.GitHub nativeEvery pack is a real folder. Fork, edit, PR. No hidden backend or proprietary pipeline.