Inference Logoinference.sh

Tool Orchestration

inference.sh provides 150+ pre-built integrations as tools for your agents. oauth flows, token refresh, and credential management are handled by the platform.

the integration tax

every tool your agent needs is an integration project:

  • implement the api calls
  • handle authentication (often oauth)
  • manage token storage and refresh
  • handle rate limits and errors
  • maintain as apis change

multiply this by every tool your agent needs. the integration work can exceed the agent work.

what the runtime provides

on inference.sh, integrations are ready to use:

categoryexamples
communicationgmail, slack, discord, x
productivitygoogle calendar, notion, github
datagoogle sheets, databases, file storage
searchweb search, knowledge bases
aiimage generation, transcription

connect once in workspace settings. your agents use them without additional code.

managed authentication

for each integration:

  • oauth flows are handled
  • tokens are stored securely (aes-256-gcm)
  • refresh happens automatically
  • credentials are injected at runtime

your agent code never touches credentials.

structured execution

tool calls are:

  • logged with full inputs and outputs
  • timed for performance analysis
  • retried on transient failures
  • subject to approval gates when configured

building custom tools

need something not in the library? build custom tools with the sdk:

python
1from inferencesh import Tool2 3@Tool4def my_custom_tool(param: str) -> str:5    """description for the agent"""6    # your implementation7    return result

custom tools get the same runtime benefits: logging, retries, approval gates.

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