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nlink-jp

A collection of CLI tools and libraries.

Getting Started

New to nlink-jp tools? Start here:

Setup Guide What it covers
Vertex AI Setup gcloud CLI, ADC authentication, config.toml
Local LLM Setup LM Studio, model download, API server
Python + uv Setup Python, uv package manager
Go Build Setup Go, make, or pre-built binaries

macOS (Apple Silicon): most Go CLIs and GUI apps install straight from our Homebrew tap — Developer ID signed + Apple-notarized prebuilt binaries:

brew tap nlink-jp/tap
brew install nlink-jp/tap/<name>          # CLI tools
brew install --cask nlink-jp/tap/<name>   # GUI apps

See nlink-jp/homebrew-tap for the full list.

Projects

cli-series — Service CLI clients

Pipe-friendly, Unix-composable CLI clients for external services. Authenticate as the human user, not a bot.

Tool Lang Description
confl-cli Python Confluence Cloud CLI — list, search, read, export
gem-cli Go Gemini CLI client — multimodal prompts, streaming, grounding, structured output via Vertex AI
llm-cli Go CLI client for local LLMs (LM Studio, Ollama) — streaming, batch, multi-image VLM, structured output
scli Go Terminal Slack client — channels, messages, DMs, search
splunk-cli Go CLI client for the Splunk REST API — run searches, poll jobs, fetch results

chatops-series — ChatOps workflow tools

Pipe-friendly Slack tools for ChatOps automation and monitoring.

Tool Lang Description
md-to-slack Go Markdown → Slack Block Kit JSON filter — pipe into scat to post formatted messages
scat Go General-purpose content poster — send text, files, and Block Kit messages to Slack from stdin or files
slack-mcp-extender Go Transparent proxy for the official Slack MCP — adds ext_ file upload/download tools (root message / thread reply / save to disk) under the user's own identity, with operator-configured path containment in both directions
slack-router Go Slack Slash Command daemon — routes commands to local shell scripts via Socket Mode
stail Go Read-only Slack CLI — stream channel messages in real time (tail -f) or export history to JSON
swrite Go Bot-oriented Slack poster — post text, Block Kit, attachments, and files from shell pipelines; unfurl control; server mode for Docker/Kubernetes

cybersecurity-series — Cybersecurity workflow tools

AI-augmented tools for threat intelligence, product risk assessment, and incident response analysis.

Tool Lang Description
abuse-lookup Go Checks IP address reputation against the AbuseIPDB API (CLI + MCP) — abuse score, report history, usage type, and ISP, cached locally with a TTL; large get_reports pages are file-mediated to an agent-provided workspace. The online, reputation-focused sibling of asn-lookup
ai-ir Python AI-powered incident response — analyzes Slack IR exports to generate summaries, activity reports, and reusable tactics
ai-ir2 Python Next-gen IR analysis — one-stop Gemini pipeline producing Markdown, self-contained HTML, and knowledge documents
cti-graph Python Local-first attack graph analysis — STIX 2.1 ingestion, PIR-driven weighting, choke-point detection, FastAPI API
cti-primer Python Local-first CTI PIR generation — converts business context into Priority Intelligence Requirements using local LLMs or dictionary-only mode
doh-lookup Go Collects a domain's DNS records over DoH (CLI + MCP) — queries Cloudflare/Google out-of-band over HTTPS so investigative lookups stay distinguishable from ordinary DNS; forward profile (A/AAAA/MX/TXT/NS/SOA/CAA) + PTR reverse, bulk input, states the resolver/endpoint and DNSSEC AD in every result; no credentials. The DNS-resolution sibling of asn-lookup and whois-lookup
icloud-relay-lookup Go Reports whether an IP is an Apple iCloud Private Relay egress IP (CLI + MCP) — offline longest-prefix match from a cached copy of Apple's egress list, with its geo hints (country/region/city); ETag revalidation, no credentials. The Apple-side sibling of tor-exit-lookup
ioc-collector Python Research security incidents from URLs or CVE IDs — extracts IoCs into Markdown and STIX 2.1 bundles
ir-hub Go IR lifecycle hub — resident Slack ChatOps bot that opens a channel per case, tracks the response with ACL-gated commands, and ingests messages for postmortems and knowledge reuse
ir-timeline Go IR timeline recorder — single-binary, browser-based tool for tracking IR events with text, images, tags, and time deltas
ir-tracker Python Live IR tracker — continuous ingestion, segmented analysis, and timeline visualization for ongoing incidents via Gemini
mac-lookup Go Resolves a MAC address or BSSID to its manufacturer (CLI + MCP) — offline longest-prefix match (36/28/24-bit) against a cached copy of the IEEE registries, and classifies the address first: a randomized or otherwise locally administered address is reported as having no vendor to find, not as an unidentified device; no credentials. The L2 sibling of asn-lookup
mail-triage Python GCS-based email triage — classifies eml/msg files with Gemini LLM and posts results to Slack via Cloud Run Jobs
news-collector Python News collection agent — collects, tags, summarizes, translates, and delivers curated news digests via Gemini + Slack
pcap-analyzer-mcp Go Analyses pcap/pcapng captures for an LLM agent (MCP) — a digest-pinned tshark runs in a rootless, network-less container with the capture mounted read-only and never copied, so results are reproducible and the evidence stays byte-identical; small results come back inline and large ones as JSONL/CSV in the workspace, always reporting how many packets the filter actually hit. Content read off the wire is framed as untrusted and recovered files are stored under their own SHA-256, never executable — the capture-layer sibling that feeds the IP/domain/URL lookups
product-research Python Research products and services — outputs ToS, privacy, and data security analysis as structured reports
tor-exit-lookup Go Reports whether an IP is a Tor Exit node (CLI + MCP) — offline membership lookup from a cached copy of the Tor Project's torbulkexitlist, enriched with exit-addresses metadata; no credentials. The offline sibling of asn-lookup and abuse-lookup
urlscan-lookup Go Investigates a suspicious URL via the urlscan.io API (CLI + MCP) — an active scan submits the URL to urlscan's sandbox browser for its behaviour, verdict, observed IPs/domains, and screenshot (private by default; public must be requested explicitly), plus a passive search of the historical public-scan database; async job flow, TTL cache, free-plan API key. The URL-layer sibling that feeds the IP/domain-layer lookups
whois-lookup Go Looks up the registration data of a domain, IP, or AS number (CLI + MCP) — RDAP-first via the IANA bootstrap with a port 43 WHOIS fallback for RDAP-less ccTLDs (.jp), in-house IDN punycode, local TTL cache; no credentials. The registration-focused sibling of asn-lookup and abuse-lookup

lab-series — Experimental projects

Works in progress. APIs, features, and interfaces may change without notice.

Tool Lang Description
agent-skeleton Python Autonomous agent skeleton — plan-approve-execute loop, per-tool approval, 2-tier memory compression, MCP support
agentic-web-search Go Agentic web search — autonomous research via local LLM + Brave Search API FROZEN (search API ToS concerns)
llm-othello Go Browser-based Othello against a local LLM — server-side move generation via OpenAI-compatible API
log-analyzer Python Large JSONL log analyzer — LLM-driven analysis with timestamp-based chunking for files exceeding context limits
m5-clock C++ NTP-synchronized digital clock for M5Stack Core2 — night mode, RTC backup, SD card config
m5-data-receiver Bash/CFn Serverless AWS backend for m5-vehicle-logger — API Gateway + Lambda + S3 with deploy/destroy scripts
m5-vehicle-logger C++ Vehicle data logger for M5Stack — GNSS + 9-axis IMU + barometer, 3-page display, gravity compensation
magi-system Python Multi-agent discussion system with 3 AI personas (MELCHIOR / BALTHASAR / CASPER)
magi-system2 Python Multi-persona AI discussion — dynamic persona generation, dual memory, adaptive facilitation via Gemini
mail-watcher Bash Mail monitoring workflow — watches for incoming eml/msg files, analyzes with LLM, and posts Slack notifications
mcp-skeleton Python MCP server skeleton — raw JSON-RPC 2.0 over stdio/SSE with API key auth, for learning MCP internals
meeting-note Python Meeting minutes structuring tool — audio/transcript to structured JSON via Gemini, then compile to Markdown/HTML
sai Python Context-aware Slack bot with RAG memory and natural language command execution
slack-monitor Python Real-time Slack channel summarizer with local/cloud LLM and Textual TUI
virtual-reviewer Python AI-powered security review system — LLM expert models with full regulation context, no RAG, UNIX pipes
workflow-builder LLM-powered workflow builder — generates shell scripts from natural language using CLI tool registry (design phase)

lib-series — Shared libraries

Shared libraries for nlink-jp projects. Zero external dependencies where possible.

Tool Lang Description
nlk Go Lightweight LLM utility toolkit — guard, jsonfix, strip, backoff, validate. Zero external dependencies
nlk-py Python Python edition of nlk — same 5 modules, same API design. Zero external dependencies

lite-series — Lightweight LLM and pipeline tools

Small, local-first CLI tools for LLM interaction, retrieval, and classification.

Tool Lang Description
lite-llm Go CLI client for OpenAI-compatible LLM APIs Archived — superseded by llm-cli
lite-rag Go RAG CLI for Markdown docs using DuckDB — index and query local knowledge bases
lite-switch Go Natural language classifier for shell pipelines — routes stdin text to a matching tag via LLM

skills-series — Claude Code Skills

Claude Code Skills for development process automation.

Skill Command Description
rfp /rfp [tool-name] Interactive RFP facilitation — collects requirements through Q&A against CONVENTIONS.md Phase 1 and generates structured RFP documents

util-series — General-purpose data utilities

Pipe-friendly tools for data transformation and processing.

Tool Lang Description
active-lens Go Content-free Mac activity tracker — records only that input happened (idle/display/lock via CoreGraphics, no permissions) and classifies each moment operating/present/away; derives work sessions (never split at midnight, filed under a configurable logical day) into a per-day work log via timeline, and the session in progress via now. darwin/arm64
active-lens-gui Swift macOS work-log menu-bar app — a native SwiftUI front-end over active-lens showing the current state + the active time of the session you are in, with a calendar-style work timeline (day columns, hover for a block's start/end/duration) and a per-day work log
ask-gemini-mcp Go MCP server exposing ask_gemini(prompt) — forwards to Vertex AI Gemini for second-opinion consultations from AI coding agents, with structured errors and content-filter detection
ask-llm-mcp Go MCP server exposing ask_llm(prompt) — forwards to an OpenAI API-compatible endpoint (primary target: local LM Studio) for second-opinion consultations from AI coding agents, with optional Bearer auth, retry/backoff, and reasoning stripping
asn-lookup Go Local IP↔AS lookups from the IPinfo Lite database (CLI + MCP) — downloads the free Lite DB once and answers IP→ASN/country and ASN→prefixes fully offline; large reverse-lookup results are file-mediated to an agent-provided workspace, with get_usage/update_db MCP tools
cclaude Bash Containerized Claude Code — run Claude Code in an isolated container with project isolation
claude-usage-lens Go Token usage & cost analysis for Claude Code / Cowork — parses local session logs, computes API list-price-equivalent cost into a durable SQLite store, and reports by day/session/project/model with near-real-time watch, period analysis, verify against Cowork audit ground truth, configurable per-model pricing, and reprice to apply rate changes to already-stored history
claude-usage-lens-gui Swift macOS menu-bar app for Claude usage cost — a native SwiftUI front-end over claude-usage-lens showing today's cost (price/tokens) in the menu bar, expanding into Swift Charts analysis (daily trend, per-model stacking, top projects)
csv-editor Go/React CSV/TSV editor GUI for macOS/Windows — UTF-8 (BOM optional)/Shift_JIS/CP932 with auto-detect, virtual scroll for 100k+ rows, IME-safe edit, sort, find/replace, TSV clipboard with shape-mismatch confirmation
csv-to-json Go Convert CSV data to a JSON array
data-agent Go/React Data analysis desktop GUI — interactive chat, plan-driven SQL + sliding window analysis, per-case DuckDB, dual LLM backend Archived — superseded by shell-agent-v2
data-analyzer Go Large-scale JSON/JSONL data analysis using local LLMs — sliding window + progressive summarization
data-toolbox-mcp Go MCP server exposing DuckDB analysis and containerized Python execution (9 tools: load_data / query_data / execute_code / list_workspaces / describe_workspace / delete_workspace / describe_runtime / attach_files / load_from_work) — workspace-scoped DuckDB + Podman sandbox, structured tool errors, bring your own LLM client
eml-to-jsonl Go Parse .eml files and output structured JSONL — headers, body, attachments
gem-image Go Image generation and editing CLI — text-to-image and image editing via Vertex AI Gemini 2.5 Flash
gem-query Go Natural language data analysis CLI — interactive SQL generation for DuckDB/SQLite via Vertex AI Gemini
gem-rag Python Gemini-powered RAG CLI for Markdown documents — index, search, and answer questions using Vertex AI embeddings and DuckDB
gem-search Go Agentic web search — autonomous research via Vertex AI Gemini with Google Search Grounding, Markdown/JSON reports
gem-summary Go Single-call text summarisation CLI via Vertex AI Gemini — automatic chunked + parallel + merge fallback for over-context-window inputs, prompt-injection defended
gem-transcribe Python Audio transcription CLI built on Vertex AI Gemini — speaker name inference, multi-language output, structured JSON
image-forge Go Local diffusion image-generation engine + model-management CLI for macOS (Apple Silicon) — SDXL/anime and general models via stable-diffusion.cpp (CGO/Metal, single binary); per-model gotchas (CLIP-skip/VAE/resolution/v-pred) hidden behind profiles; txt2img/img2img/inpaint/ControlNet/LoRA, GGUF quantization, multi-component (FLUX/SD3.5/Z-Image/Anima), resident serve mode; registry manages diffusion / LoRA / ControlNet / upscaler kinds with architecture compatibility + curated LoRA catalog with trigger words
image-forge-gui Swift Native macOS (SwiftUI) front-end for the image-forge CLI — exploratory local image generation: Composer (prompt/negative, model picker with arch + content rating, Advanced sampler/scheduler/clip-skip, LoRA stacking with per-LoRA weights, init-image for img2img) → Generate (single or a batch of up to 50, stopped either at once or after the image in progress) → Gallery (lightbox, multi-select with batch delete/export/move, ESRGAN upscale, switchable libraries, prompt / full-parameter reuse); drives the resident serve engine; bundles the signed CLI
instant-translate Swift Lightweight macOS menu-bar translator built on the on-device Translation framework (no LLM, no network, no special permissions) — auto-detected language routing with a configurable secondary language + manual target picker, debounced auto-translate, a global hotkey (⌥⌘T, rebindable) with clipboard seeding, OS-supported languages with regional variants distinguished (English (US) vs English (UK), …), and launch-at-login. darwin/arm64
json-filter Go Extract, validate, prettify, and repair JSON from arbitrary text streams
json-to-sqlite Go Load JSON data into SQLite with automatic schema inference
json-to-table Go Format a JSON array into text, Markdown, HTML, CSV, PNG, or Slack Block Kit tables
jstats Go SPL-style stats aggregations for JSON streams — count, avg, p95, stdev, values, and more
jviz Go Visualize JSON arrays as interactive charts in the browser — bar, line, pie, table with live SSE updates
load-spinner Swift macOS menu-bar CPU/GPU load indicator — a lit segment travels around a fixed circle/square at a speed proportional to load; modes for max/CPU/GPU/both (per-source shape + color), optional vertical CPU/GPU badges, and a click panel with live gauges + a 3-minute Swift Charts history. GPU via IOKit, degrading to CPU-only when unavailable. darwin/arm64
lookup Go Enrich JSON/JSONL streams by matching fields against CSV/JSON data sources
mail-analyzer Go Suspicious email analyzer — rule-based indicators + Gemini LLM content analysis for .eml/.msg files
mail-analyzer-gui Rust/Svelte macOS desktop GUI for mail-analyzer — drag & drop email analysis via Tauri
mail-analyzer-local Go Local LLM version of mail-analyzer — email analysis via OpenAI-compatible API (LM Studio, Ollama)
markdown-viewer Go Single-binary local Markdown viewer — renders GFM, Mermaid, and syntax-highlighted code in the browser
mcp-guardian Go MCP governance proxy — transparent auditing, OAuth2 auto-discovery, and tool masking for MCP servers
msg-to-jsonl Go Parse Outlook .msg files and output structured JSONL — same schema as eml-to-jsonl
pptx-to-markdown Python Convert .pptx presentations to structured Markdown for LLM analysis
quick-translate Swift macOS menu-bar-resident translation tool — local LLM via OpenAI-compatible API
rex Go Extract fields from text using named regex capture groups — outputs JSON
sdate Go Calculate timestamps using Splunk-like relative time modifiers (e.g., -1d@d)
share-mounter Swift macOS menu-bar app that auto-mounts SMB shares at login without opening a Finder window — mounts via NetFS so shares appear in the Finder sidebar as network volumes; multiple shares with per-share auto-mount at login (SMAppService), Keychain-stored credentials, reachability-gated mount and re-mount on wake/network recovery. darwin/arm64
shell-agent Go/Swift macOS LLM chat & agent — MCP support, shell script Tool Calling with MITL, Hot/Warm/Cold memory, multimodal Archived — superseded by shell-agent-v2
shell-agent-v2 Go/React Successor to shell-agent — Wails desktop app with interactive data analysis, session-scoped DuckDB, hybrid LLM (Local + Vertex AI), per-session container sandbox (shell + Python), global Findings, unified MITL across analysis/shell/sandbox/MCP
url-shelf Swift macOS menu-bar shelf of URL notes kept as plain .webloc files — the folder tree is the classification, so Finder stays the editor and the records outlive the app; per-entry private-window opening (measured flags for Firefox/Chrome/Edge/Brave/Vivaldi, Safari normal-only) with entry > folder > global inheritance, disabled rather than downgraded when no private browser is set, Option to invert per click, drag a URL onto the icon to file it. No network access. darwin/arm64
video-studio-mcp Go MCP server that assembles a narrated presentation video (MP4) from a page manifest (image + audio per page) — a pure ffmpeg compositor paired with voice-studio-mcp; per-page audio sets each page's duration (exact A/V sync), per-page chapter markers, opt-in captions (burned-in via bundled M PLUS 1p Go-rendered overlay — no libfreetype needed — and/or a toggleable mov_text closed-caption track), per-call canvas override (16:9/9:16/1:1), async rendering with check_job. transition: "fade" dips to the canvas background inside each page's own duration rather than cross-fading, so the exact-duration guarantee, the chapter/caption timelines, and the stream-copy concat all survive
voice-studio-mcp Go MCP server giving AI agents local multi-speaker Japanese speech synthesis for narrated audio (radio drama, audiobook, podcast, briefing) — Japanese only; AivisSpeech Engine backend, script JSONL batch synthesis with content-hash cache, pronunciation dictionaries, ffmpeg mastering (mp3/m4b chapters, loudnorm, credits), voice-model license review workflow, bundled multi-actor-narration Claude Code skill
webhook-relay Go Authenticated webhook receiver — writes payloads to GCS via Cloud Run Service with VPC isolation

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