Developer Tools / Monitoring

Lettertrace

Open-source BYOK telemetry for tracking how a brand appears in AI assistant answers. It generates topic-based prompts, runs them across multiple models with your own keys, detects mentions, and charts visibility, sentiment, and share of voice over time.

Clear28/30
Useful27/30
Specific15/20
Complete12/20
Lettertrace screenshot

Why it was accepted

The page clearly describes a real AI-adjacent product with a focused use case: monitoring brand visibility in AI assistant responses. The README shows how it works, what it measures, which models it supports, and how to get started, which is enough for a useful public listing.

Weakness

The crawl cuts off partway through the setup section, so a visitor cannot see the full installation flow, deployment path, or whether there are screenshots, demos, or hosted docs beyond the README.

Review status

28 days ago #1315 ↓ -2

Last evaluated 28 days ago. Current rank #1315. Down 2 spots in the rankings.

Score history

82

Related listings

CodeGraph screenshot
94

Developer Tools / AI for Code

CodeGraph is a local code knowledge graph for AI coding agents like Claude Code, Cursor, Codex, OpenCode, and Hermes Agent. It aims to cut token use, tool calls, and runtime by letting agents query pre-indexed code structure instead of scanning files repeatedly.

Mercemur screenshot
93

Developer Tools / API / AI Agent Infrastructure

Mercemur is a store automation platform with three interfaces: a REST API, an MCP server for AI agents, and a CLI for editing storefronts as files. The docs show authentication, scopes, rate limits, error handling, pagination, idempotency, and a large API surface for catalogue, orders, customers, pricing, and money.

ripwire screenshot
#5 ripwire
92

Developer Tools / Code Assistant

A zero-dependency C++23 CLI and MCP server that gives coding agents a ranked map of a repository, including call context, blast radius, and tests to run.

Traccia screenshot
#6 Traccia
92

Developer Tools / Code Assistant

Traccia is an AI agent observability and governance platform with OpenTelemetry-native tracing, runtime policy enforcement, prompt registry, evals, cost attribution, and compliance evidence export.