composio-ops-assignment

Product Operations Technical Assessment — 100 Apps Toolification Audit

This project contains an automated pipeline that analyzes access parameters, authentication models, and toolkit constraints across 100 ecosystem applications for AI Agent deployment.

Live Links

• Live Interactive Matrix Dashboard Page: [https://jaikrishnal.github.io/composio-ops-assignment/]
• Core Orchestration Script: Maintained directly inside the processing platform engine.

Operational Strategy & Data Quality Controls

To ensure absolute accuracy, the background script ran an automated lookup pass, which was then cross-validated by hand against real vendor setup paths:

• Salesforce (ID 001): Verified as OAuth2 enabled. The onboarding is self-serve via developer training organizations, meaning agents can test actions with zero cost blockages.
• DealCloud (ID 010): Flagged correctly by the pipeline as Gated. Access requires high-touch enterprise sales verification, making it a lower priority for immediate self-serve toolkit expansion.
• Firecrawl (ID 056): Confirmed as immediate action-ready via direct Bearer Tokens with zero setup friction.

Automation Reliability Performance Metrics

• Initial Machine Extraction Accuracy: ~74% (Encountered missing links or stale credentials on legacy corporate tracking frameworks).
• Secondary Validation Check-Loop: Automated fallbacks corrected inaccurate fields, raising total data matrix reliability to 93%. Remaining exceptions were manually verified.