The bottleneck in agentic coding usually isn't the model. It's what the agent can safely see and reach.
Most of what I build is that layer, using Claude Code and the Model Context Protocol.
Built at GiveCampus
An MCP server that wraps the SolarWinds Observability (Papertrail) API, so Claude Code can query production
logs, metrics, entities, and traces directly. Give it a request ID and it pulls every log line for that request.
Give it a search and it groups the matching logs by request so the agent can follow a failure end to end.
Production debugging used to mean bouncing between a log dashboard and an editor. Now it happens in one session.
Claude Code→
search_logs→
analyze_requests→
get_request_logs→
root cause
Open source
Lets AI agents query PostgreSQL without exposing PII. It detects sensitive columns using name heuristics and
Microsoft Presidio, and masks the results before they reach the model, so john@example.com becomes
j***@e***.com. Real values are revealed only with human approval. Encrypted fields can never be
unmasked, and the server is read-only by default.
MCP · Python · Postgres · Presidio
On the App Store
My first shipped iOS app, a native client for self-hosted OpenClaw AI agents, by voice or text. Speech
recognition runs on-device on the Apple Neural Engine with WhisperKit, so audio never leaves the phone.
Responses stream back as rendered markdown across multi-agent channels. The backend runs on AWS Lightsail and
Bedrock, deployed with Terraform. It's open source (GitHub).
Swift · SwiftUI · WhisperKit · Bedrock · Terraform
Built at GiveCampus
Watches CircleCI on a heavily parallelized suite of 80+ nodes. When a build fails, Claude reads the test output and the PR
diff and classifies the failure as flaky, legitimate, or unclear. Flaky jobs rerun automatically, and engineers
get a Slack DM only when the failure is real.
Claude API · CircleCI · Slack
Open source
An MCP server for Unreal Engine with 127 tools across 16 subsystems and four transport layers. It needs no C++
plugin, so Claude can work with a UE 5.3+ project directly.
MCP · Unreal Engine · Python
Practice
Documentation as agent memory
A living knowledge base that agents read and write. Reusable workflows are cataloged by pattern (pipeline,
parallel fan-out, fan-out + synthesis, loop-until-dry), and handoff docs are written for the next session.
One handoff doc let a fresh Claude Code instance on an NVIDIA Jetson finish a hardware bring-up on its own.
Notion MCP · subagents
Claude Code plugins
A plugin that saves a structured snapshot of a session and loads it into another session on any machine, backed by
a small Go + SQLite server. Also a context-usage status bar
that shows context fill, model, and session cost.
Go · SQLite · plugins · hooks