Agent Builders
Give your AI agents team memory. Answers with sources, not hallucinations.
Build a support bot
Search our internal docs and past tickets to answer: 'How do I reset my API key?' Return the answer with links to the relevant help articles.
Build an incident responder
We're seeing elevated error rates in checkout. Find similar past incidents, who resolved them, and what the fix was.
Power a Slack bot
Someone asks in Slack: 'Who owns the billing service?' Query Lightfast and return the answer with context about recent activity.
Power a docs updater
This PR changes the API response format. Find all docs that reference this endpoint and flag them for update.
Power a security scanner
Find all places in our codebase where we handle user passwords. Return file paths, owners, and when they were last reviewed.
Power a ticket enricher
New bug ticket: 'Checkout fails sometimes.' Find similar past issues, relevant code, and suggested owners to assign.
Power a release notes writer
Generate customer-facing release notes from this week's merged PRs. Focus on user-visible changes and link to relevant docs.
Power a meeting prep agent
Prepare for a 1:1 with the backend lead. Find their recent work, open PRs, blockers mentioned in Slack, and relevant context.
Power an estimation helper
We need to estimate this feature. Find similar past features, how long they took, and what complications arose.
Power a documentation generator
Generate API documentation for this service based on the code, existing docs, and discussions about its behavior.
Power a conflict resolver
Two engineers disagree on an approach. Find relevant past decisions, similar debates, and how they were resolved.
Power a capacity planner
We're planning next quarter. Find all scaling discussions, performance issues, and infrastructure decisions from the past 6 months.
Create a code review assistant
This PR modifies the payment service. Find our coding standards, past reviews of similar changes, and any known gotchas in this area.
Create a decision logger
The team just decided to use Redis for session storage. Find the discussion, extract the key arguments, and store it as a decision record.
Create an architecture assistant
Engineer asks: 'Should I use the existing queue or create a new one?' Find our architecture decisions about queues and provide guidance.
Create a dependency advisor
We want to upgrade React. Find all discussions about React in our history, any past upgrade issues, and who has context.
Create a knowledge extractor
Extract all technical decisions from the last month's Slack threads and organize them by topic with sources.
Create an API assistant
Developer asks: 'How do I use the /v1/search endpoint?' Return usage examples from our codebase plus the official docs.
Create a test coverage advisor
This new feature lacks tests. Find our testing patterns for similar features and suggest what tests should be written.
Create a deprecation tracker
Find all deprecated functions in our codebase. List them with who added the deprecation, when, and suggested replacements.
Create a postmortem assistant
We just had an incident. Gather all relevant context: timeline from Slack, related PRs, similar past incidents, and affected systems.
Create a sprint reporter
Generate a sprint summary: completed work, open blockers, decisions made, and carryover items with context.
Create a tech debt tracker
Find all TODOs, FIXMEs, and hack comments in the codebase. Organize them by age, owner, and related discussions.
Create an interview prep agent
Prepare technical interview questions based on our actual codebase challenges, past incidents, and architectural decisions.
Power an onboarding agent
New engineer asks: 'How does authentication work?' Return a structured answer with links to the relevant PRs, docs, and architecture diagrams.
Build a PR summarizer
Summarize this PR in the context of our codebase. What does it change, why, and what related code might be affected?
Build a changelog generator
Generate a weekly changelog by finding all merged PRs, grouping them by area, and summarizing the changes for stakeholders.
Build a standup summarizer
Summarize what each team member worked on yesterday based on their PRs, commits, and Slack activity.
Build a context prefetcher
Before a planning meeting about the API, prefetch all relevant context: recent changes, open issues, past decisions, and key owners.
Build a migration planner
We're planning to migrate from service A to service B. Find all dependencies, consumers, and discussions about this migration.
Build an ownership mapper
Map every service in our codebase to its owner. Return a structured list with last activity and expertise level.
Build a compliance checker
Check if this PR follows our security guidelines. Find the relevant policies and flag any potential violations.
Build a refactoring advisor
I want to refactor this module. Find all usages, related discussions about technical debt, and any previous refactoring attempts.
Build a knowledge gap finder
Find areas of the codebase with single-point-of-failure knowledge. Flag services where only one person has context.
Build an alert correlator
This alert fired. Find the runbook, past occurrences, related code changes, and who typically handles it.