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Documentation Index

Fetch the complete documentation index at: https://kensa.sh/docs/llms.txt

Use this file to discover all available pages before exploring further.

Each example in examples/ demonstrates a different agent domain with realistic stakes. Each one is a complete, runnable agent so you can point kensa at it end-to-end before pointing kensa at your own repo. Generate scenarios from a capture (kensa capture then kensa generate) or write them by hand against the documented behavior.
If you want the fastest demo, start with examples/sql-analyst or examples/incident-triage. They give you concrete tool use, measurable failure modes, and clear success criteria.

SQL Analyst

Domain: Finance / BIPath: examples/sql-analystNatural-language-to-SQL against a SQLite database. Great for catching hallucinated metrics, bad joins, and incorrect aggregations.

Incident Triage

Domain: SREPath: examples/incident-triageLangGraph ReAct agent that classifies severity with a runbook knowledge base. Great for paging logic, severity routing, and escalation behavior.

Code Reviewer

Domain: SecurityPath: examples/code-reviewerReview agent that checks 16 rules across 8 categories (injection, secrets, auth, crypto, concurrency, error-handling, data, performance). Great for false-positive pressure and missed-critical-bug evaluation.

Customer Support

Domain: CXPath: examples/customer-supportTicket classification and response with policy constraints. Great for routing, policy adherence, and tone-sensitive outputs.

SDR Qualifier

Domain: SalesPath: examples/sdr-qualifierLead-scoring and outreach agent with ICP segments and disqualification rules. Great for evaluating prioritization and follow-up judgment.

Pick the right example

If you want to testStart with
SQL correctness and tool useexamples/sql-analyst
Severity routing and runbook behaviorexamples/incident-triage
Security review qualityexamples/code-reviewer
Policy-aware support responsesexamples/customer-support
Qualification and outreach logicexamples/sdr-qualifier

Run any example

1

Clone the repo and install dependencies

Repository root
git clone https://github.com/satyaborg/kensa.git && cd kensa
uv sync --extra anthropic   # or --extra openai
2

Change into the example you want

Pick an example
cd examples/<agent-name>
3

Ask your coding agent to evaluate it

Prompt
> evaluate this agent
These examples are intentionally opinionated and high-stakes. They are meant to show where evals matter, not just provide toy demos.
Last modified on May 1, 2026