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Survey response-side read-models (parse vs TypedDict)

Status: Open.

#423 In pipefy/ai-toolkit;

· mocha06 opened on Jul 17, 2026

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Typed payloads: parse, don't validate

Resolve one-off casing dual-reads (portal source, attachment URL)

Status: Open.

#422 In pipefy/ai-toolkit;

· mocha06 opened on Jul 17, 2026

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Typed payloads: parse, don't validate

Canonicalize + type AI-automation summary rows (response side)

Status: Open.

#421 In pipefy/ai-toolkit;

· mocha06 opened on Jul 17, 2026

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Typed payloads: parse, don't validate

Type classic automation params in automation_preflight

Status: Open.

#420 In pipefy/ai-toolkit;

· mocha06 opened on Jul 17, 2026

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Typed payloads: parse, don't validate

Type behavior action metadata + fieldsAttributes (shared FieldMapInput)

Status: Open.

#419 In pipefy/ai-toolkit;

· mocha06 opened on Jul 17, 2026

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Typed payloads: parse, don't validate

Type eventParams (behaviors + automations) — fill AutomationEventParamsInput

Status: Open.

#418 In pipefy/ai-toolkit;

· mocha06 opened on Jul 17, 2026

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Typed payloads: parse, don't validate

6. LLM provider management: write tools (BYOM)

Status: Open.

#415 In pipefy/ai-toolkit;

· mocha06 opened on Jul 16, 2026

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AI Agents: Knowledge Bases, Capabilities & Model Selection

5. Knowledge base data lookups

Status: Open.

#414 In pipefy/ai-toolkit;

· mocha06 opened on Jul 16, 2026

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AI Agents: Knowledge Bases, Capabilities & Model Selection

Narrow McpRuntime.settings so tools can't read process-global config off the request context

hosted-mcpHosted, multi-user, on-behalf-of MCP server profileHosted, multi-user, on-behalf-of MCP server profile

Status: Open.

#405 In pipefy/ai-toolkit;

· mocha06 opened on Jul 15, 2026

Guidance: automations skill does not prevent incompatible / silent-fail setups

enhancementNew feature or requestNew feature or request

Status: Open.

#393 In pipefy/ai-toolkit;

· adriannoes opened on Jul 10, 2026

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Customer product-testing feedback

Guidance: building a pipe from a spec hits phase-connection and routing dead ends

enhancementNew feature or requestNew feature or request

Status: Open.

#392 In pipefy/ai-toolkit;

· adriannoes opened on Jul 10, 2026

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Customer product-testing feedback

Pipe build: create_phase index behavior is undocumented

documentationImprovements or additions to documentationImprovements or additions to documentation

Status: Open.

#391 In pipefy/ai-toolkit;

· adriannoes opened on Jul 10, 2026

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Customer product-testing feedback