PsychQuant
GitHub ↗Tools for thinking with machines.
A workshop of Swift-native MCP servers and agent plugins, built for academic research.
67 repositories·507 tools·Swift-native·macOS
- Swift49 · 73%
- Unspecified6 · 9%
- Shell4 · 6%
- Python3 · 4%
- TeX3 · 4%
- Other2 · 3%
Selected projects
Your calendar, as something an agent can reason about
Twenty-nine tools over EventKit: events and reminders, recurrence, batch operations, conflict and duplicate detection, undo. Developer-ID signed and notarized. It talks to iCloud, Google, and Exchange without leaving the Mac.
che-ical-mcp ↗31★Swift
Microsoft Word, without Microsoft Word
The first pure-Swift OOXML library, and 233 tools built on top of it. Track changes, content controls, styles, numbering, sections. Saves byte-preserving, so a document survives the round trip untouched where it was untouched.
che-word-mcp ↗6★Swift
A research library an agent can actually read
Semantic search over your Zotero library on Apple Silicon, a co-author and citation graph you can query, and academic discovery across 250M+ papers via OpenAlex. Where the reference manager stops being storage and starts being context.
che-zotero-mcp ↗1★Swift
Millisecond search across a quarter-million emails
A SQLite index over Apple Mail with a native .emlx parser and batch operations. Built because scanning 250K messages through AppleScript is not a search feature — it is a timeout.
che-apple-mail-mcp ↗6★Swift
Documentation read live, from the primary source
Auto-discovers llms.txt, package registries, repositories, OpenAPI and GraphQL schemas, then reads them raw and current. A rejection of pre-built documentation indexes, which are stale the day they ship.
livedocs ↗1★Swift
A native host for the agent itself
Claude Code running in a real macOS app: auto-recovery, multiple accounts, and no render tearing. The workshop turning its tools on the tool it is built with.
logos ↗0★Swift
The stack
Not sixty-seven projects. One toolchain, taken apart.
- MCP servers
- Native bridges between an agent and the software a researcher already lives in: Calendar, Mail, Notes, Word, PowerPoint, PDF, Zotero, LaTeX, DuckDB. Swift talking to the system frameworks directly, no Python shim in between.
- Agent plugins
- How the agent itself is run: marketplaces, an issue-driven workflow, routing between models based on their observed track record, and a rate-limit guard that stops a wide fan-out from tripping the API.
- Swift libraries
- The layer underneath. OOXML, PresentationML, LaTeX math, Markdown, BibLaTeX, Notability — parsers and writers extracted so the servers above them stay thin.
- macOS apps
- Where the tooling becomes something you open: a native host for Claude Code, an agent runtime on launchd and XPC, a Git LFS backend you own, usage stats across accounts.
- AI & OCR
- Inference and recognition on Apple Silicon: an MLX server with no Python dependency, OCR pipelines, ASR model selection, and research agents that train and evaluate on a single GPU.
- MCP servers21
- Swift libraries12
- macOS apps10
- Agent plugins9
- AI & OCR9
- Other6
Covers only the projects that publish a tool count. Most repositories are libraries, plugins and applications that expose no tools at all, and are absent from this figure.
- che-word-mcp233
- che-xcode-mcp99
- che-zotero-mcp50
- che-apple-mail-mcp47
- che-ical-mcp29
- rush23
- che-apple-notes-mcp18
- che-biblatex-mcp8
The layers are load-bearing. Each library below carries something above it:
- ooxml-swift──▸che-word-mcp— the OOXML layer powers 233 Word tools
- biblatex-apa-swift──▸che-zotero-mcp— APA 7 formatting shared with che-biblatex-mcp
- note-core-swift──▸note-to-html-swift— one parser, two renderers
- pptx-swift──▸macdoc— PresentationML under the converter
All repositories
67 of 67
che-ical-mcp
macOS Calendar & Reminders MCP server (29 tools) — native Swift EventKit for Claude Desktop & Code. Events + reminders CRUD, recurring, batch ops, conflict & duplicate detection, per-event timezone, undo/redo, #tags, --cli mode, SwiftUI --setup TCC flow, --self-update. Developer-ID signed + notarized for macOS 26. iCloud/Google/Exchange.
Swift31★
che-logic-pro-mcp
MCP Server for Logic Pro automation via AppleScript
Swift9★
che-apple-mail-mcp
Apple Mail MCP server — 47 tools with SQLite-powered millisecond search across 250K+ emails, .emlx parser, batch operations. Swift native.
Swift6★
che-word-mcp
Swift-native MCP server for Microsoft Word (.docx) — 233 tools, the first pure-Swift OOXML library (no Word required). v3.13.5 closes #56 round-trip silent corruption (5 sub-stack rounds, 30 findings via 6-AI verify). Office.js Roadmap P0 100%: Track Changes, SDT, styles, numbering, sections, hyperlinks. Byte-preserving overlay save.
Swift6★
che-pdf-mcp
Swift-native MCP server for PDF document manipulation using macOS native frameworks
Swift2★
codex-pro
Advanced rewrite of openai/codex-plugin-cc — Claude Code marketplace with codex-pro plugin (setup + batch skills). Ensemble pattern, hard timeouts, circuit breaker, structured observability.
Shell2★
autoresearch-swift
Native Swift autoresearch for Apple Silicon — Muon+AdamW optimizer, 0.1s startup, 11% better val_bpb than Python MLX
Swift1★
che-pptx-mcp
Swift-native MCP server for PowerPoint (.pptx) manipulation
Swift1★
che-telegram-bot-mcp
Telegram Bot API MCP Server - Swift native, zero dependencies beyond MCP SDK
Swift1★
che-zotero-mcp
MCP server for Zotero — 50 tools: library search, semantic search (MLX), knowledge graph (co-author network, citation network, Cypher query), group libraries, academic discovery (OpenAlex 250M+ papers), citation tracking, ORCID import, APA citation formatting, title normalization, duplicate detection/merge. macOS native, Apple Silicon GPU.
Swift1★
livedocs
Primary-source-first, always-latest documentation MCP engine — auto-discovers llms.txt / registry / repo / OpenAPI / GraphQL / CLI and reads them live and raw. High-fidelity alternative to pre-built docs indexes.
Swift1★
MacLaw
macOS-native AI agent runtime — Swift, Keychain, XPC, launchd. Alternative to Node.js-based agent frameworks.
Swift1★
psychquant-codex-plugins
PsychQuant Codex Plugin Marketplace
TeX1★
agent-cacher
Sits between AI agents and slow CLI commands — records every call to SQLite, lets the agent decide when to reuse cached output. Mode B explicit-lookup design.
Swift0★
autoresearch
AI agents running research on single-GPU nanochat training automatically
0★
bestASR
Automatically choose the best local ASR model and backend for your machine.
Swift0★
biblatex-apa-swift
Swift library for parsing, validating, and formatting BibLaTeX entries (APA 7). Used by che-biblatex-mcp and che-zotero-mcp.
Swift0★
che-apple-notes-mcp
macOS Apple Notes MCP server — 18 tools, SQLite fast read + AppleScript safe write, dual-track body (plaintext/HTML), FDA fallback
Swift0★
che-axiom-systems
跨領域形式化公理體系 — Axiomatization across knowledge domains, based on ASBE methodology
TeX0★
che-biblatex-mcp
BibLaTeX file management MCP server — parse, validate (APA 7), edit, and diff against Zotero. 8 tools.
TeX0★
che-blender-mcp
MCP Server for Blender integration - execute scripts, capture renders, and control scenes
Python0★
che-claude-desktop-mcp
Control Claude Desktop via AppleScript MCP - use Claude to deal with Claude!
Swift0★
che-cn2tw-mcp
MCP Server for converting Chinese Mainland terms to Taiwanese Mandarin
Swift0★
che-duckdb-mcp
MCP Server for DuckDB documentation search and database operations
Swift0★
che-keychain
Trust-isolated macOS keychain credential prompt — caller (LLM / script / MCP) never sees the typed secret
Swift0★
che-latex-mcp
LaTeX page analysis MCP Server for Claude (Swift)
Swift0★
che-msg
Swift0★
che-svg-mcp
SVG vector graphics MCP Server. Swift native, local processing, no external API dependencies.
Swift0★
che-telegram-all-mcp
Full Telegram client MCP Server via TDLib - operate as your personal account
Swift0★
che-things-mcp
Swift MCP server for Things 3 task management
Swift0★
che-transport-data
Taiwan / multi-country transit data platform: GTFS-canonical DuckDB warehouse + loggers (bus-eta A1/A2/N1 + weather). Feeds rush MCP with historical & analytical backend.
Python0★
che-xcode-mcp
Comprehensive App Store Connect MCP Server — 99 tools across 15 domain managers
Swift0★
claude-code-logos
Science-backed plugins that make Claude Code work better — grounded in cognitive science, behavioral economics, and software engineering research
0★
claude-hot-limit
防 fan-out 暴衝撞 Anthropic acceleration-limit / short-burst 節流(429/529)的 Claude Code plugin(自帶 marketplace)。pacing-guard PreToolUse hook:burst 超量 deny、Fable 5 開 Workflow deny、間隔太近 sleep、寬 fan-out 建議 pin 便宜 model;trip-recorder 撞牆記錄 + rate-limit-proxy 觀測 + pacing-playbook skill。
Python0★
common-converter-swift
Swift protocols for streaming document conversion (DocumentConverter, StreamingOutput)
Swift0★
FastOCR
OCR a PDF to math-aware Markdown via GLM-OCR (MLX or Ollama) — Swift CLI + Python/R experiment harness
Swift0★
GiftHub
Self-hosted Git LFS backend — keep your Git workflow, own your large file infrastructure
Swift0★
idd-route-swift
Data-driven agent routing for IDD methodology — recommends Codex (GPT-5.5 xhigh) vs Claude (Opus 4.7 / Sonnet 4.6 / Haiku 4.5) based on observed track record per (complexity, scope_class) bucket with exponential decay
Swift0★
issue-driven-development
IDD methodology marketplace — issue-driven-dev (core workflow) + idd-route (data-driven agent routing). Future: idd-bench, idd-stats, idd-codex-companion.
Shell0★
latex-math-swift
LaTeX subset → OOXML MathComponent AST parser (Swift, depends on ooxml-swift)
Swift0★
logos
Native macOS app that hosts Claude Code with auto-recovery, multi-account, and zero render tearing. Working name; trademark validation pending.
Swift0★
mac-trackpad-test
Mac trackpad health check — dead zones, clicks, Force Touch, scroll, gestures. 觸控板五關檢測
TypeScript0★
macdoc
Native macOS Word to Markdown converter written in Swift. Streaming conversion, no intermediate AST.
Swift0★
markdown-swift
Streaming Markdown generator for Swift - CommonMark & GFM compliant
Swift0★
marker-swift
Swift0★
MultiStats
Native macOS app: Claude Code /usage stats for multiple accounts, side by side
Swift0★
NetMedEx-fork
0★
NetMedEx-workspace
0★
note-core-swift
Notability .note parser — ZIP bundle + Session.plist + stroke/timeline decoders
Swift0★
note-to-html-swift
Notability .note → interactive HTML player with audio-synced stroke replay (uses NoteCore)
Swift0★
note-to-pdf-swift
Notability .note → PDF via Core Graphics (uses NoteCore)
Swift0★
nougat-swift
Native Swift implementation of Nougat OCR for Apple Silicon using MLX-Swift
Swift0★
ocr-swift
OCR pipeline — MLX + Ollama backends, PDFKit extractor (extracted from macdoc via #79)
Swift0★
ooxml-swift
Pure-Swift library for reading and writing Office Open XML (OOXML / .docx) — typed model + preserve-by-default + dirty-tracking overlay save for byte-preserving round-trip. v0.19.5 closes a 5-round 6-AI verify cycle on track-changes wrapper preservation, per-container relationships, and matrix-pin symmetry. Powers che-word-mcp.
Swift0★
openclaw
Your own personal AI assistant. Any OS. Any Platform. The lobster way. 🦞
0★
parallel-ai-agents
平行派發任務給多個 AI agent(Claude + Codex),獨立執行後交叉比對結果。Standalone repo — distributed via psychquant-claude-plugins marketplace (github source).
JavaScript0★
Paw
Swift-native MLX inference server for Apple Silicon. OpenAI-compatible API with zero Python dependency.
Swift0★
paw-monitor
OpenClaw runtime monitor CLI for AI agents
Swift0★
pdf-to-latex-swift
PDF → LaTeX pipeline with GLM-OCR + AIConfig (OCR Ollama host profiles, named hosts like 'kyle' → 'localhost:11435')
Swift0★
pptx-swift
Swift OOXML PresentationML (.pptx) parser and writer — Layer 1 package for macdoc
Swift0★
psychquant-claude-plugins
Che's Claude Code Plugin Marketplace - 學術研究與生產力工具
Shell0★
rush
MCP server providing 23 tools for Taiwan transport queries via TDX (rail / bus / bike / air / maritime / traffic / parking)
Swift0★
safari-browser
Swift0★
sdd-starter
SDD (Spec-Driven Development) project starter template — speckit + feature-dev + IDD workflow
Shell0★
SwiftTerm
Xterm/VT100 Terminal emulator in Swift
0★
word-builder-swift
Fluent Swift API for generating .docx — 1:1 mirror of docx.js 9.6.x
Swift0★
word-to-md-swift
Native macOS Word → Markdown streaming converter in Swift
Swift0★