File Ops
File manipulation and management
hai-naming
by hylarucoder
Produces 3-5 candidate names with one recommended final name, the three-stage reasoning trail behind it (research-stage / top-of-head / final-after-reading), and — for reviews — a priority-ordered rename list with old->new and migration scope. Use when the user asks how to name or rename anything (concept, variable, function, module, type, file, product surface, domain entity, event, workflow state, or abstraction), wants a naming review or audit, or says a name feels vague, stiff, misleading, inconsistent, too long, too generic, or hard to choose — even if they only mention it in passing while reviewing code. Be pushy: trigger on "what should I call this", "better name for X", "this name sucks", "rename this var", "whats a good name", "review my naming", and when every candidate feels awkward (usually a design- boundary problem, not a vocabulary one). Chinese triggers: 起名, 命名, 取名, 改名, 名字不好, 这个叫什么好, 取个名字, 换个名, 这名字怎么样, 名字太长, 命名规范, 命名审查, 变量名/函数名怎么取.
validate
by boshu2
'Freshly judge whether a finished change is actually proven against bead or caller acceptance — the independent verdict before merge; optionally persist verdict.v2 for a declared consumer, and stop. Triggers: "validate", "independently validate", "is this proven", "vibe".'
twitter-research
by QuixiAI
Search and analyze Twitter/X posts for trends, sentiment, and topic research
x-research
by trailofbits
Searches X/Twitter for real-time perspectives, dev discussions, product feedback, breaking news, and expert opinions using the X API v2. Provides search with engagement sorting, user profiles, thread fetching, watchlists, and result caching. Use when: (1) user says "x research", "search x for", "search twitter for", "what are people saying about", "what's twitter saying", "check x for", "x search", (2) user needs recent X discourse on a topic (library releases, API changes, product launches, industry events), (3) user wants to find what devs/experts/community thinks about a topic. NOT for: posting tweets or account management.
openai-security-ownership-map
by trailofbits
'Analyze git repositories to build a security ownership topology (people-to-file), compute
israeli-freelancer-ops
by skills-il
Manage daily operations for Israeli freelancers (osek murshe, osek patur) — invoice aging, utility bill collection, tax deadline reminders, and accountant packages. Use when user asks about "freelancer operations", "osek murshe workflow", "osek patur tracking", "invoice aging", "accountant package", "freelancer tax deadlines", "utility bills collection", or "חבילה לרואה חשבון". Covers VAT filing deadline alerts, Bituach Leumi payment tracking, osek patur threshold monitoring, and organized monthly accounting exports. Do NOT use for invoice generation (use israeli-e-invoice), VAT reporting (use israeli-vat-reporting), or payroll calculation.
capability-review
by Tristan578
Forward-looking sister to changelog-review. Scans our SaaS + library stack (analytics, monitoring, observability, agent tracking, infrastructure, AI, payments, auth) against TODAY's provider changelogs / releases / betas to surface capabilities we are NOT yet using — newly shipped or long-available-but-unadopted — that could improve the product or our build harness. Every opportunity comes with its provider cost. Use for quarterly capability audits, when asking "what new features can we leverage," or before planning a growth/observability/infra initiative.
recall-before-claim
by Bitterbot-AI
Forces a memory_search before the agent sends a message containing a factual assertion that has not yet been grounded this turn. Closes the citation-rate gap from ~40% to ~90%+.
obsidian
by Bitterbot-AI
Work with Obsidian vaults (plain Markdown notes) and automate via obsidian-cli.
sherpa-onnx-tts
by Bitterbot-AI
Local text-to-speech via sherpa-onnx (offline, no cloud)
oracle
by Bitterbot-AI
Best practices for using the oracle CLI (prompt + file bundling, engines, sessions, and file attachment patterns).
session-logs
by Bitterbot-AI
Search and analyze your own session logs (older/parent conversations) using jq.
pre-action-interceptors
by Bitterbot-AI
Use when a tool error begins with "INTERCEPTOR:", a sent message was silently hedged or rewritten, or the user asks about active guards or blocked actions. Not for ordinary tool errors.
gifgrep
by Bitterbot-AI
Search GIF providers with CLI/TUI, download results, and extract stills/sheets.
gog
by Bitterbot-AI
"Search, send, and draft Gmail messages, manage Google Calendar events, query Drive and Contacts, and read/write Google Sheets and Docs via the gog CLI. Use when the user asks to send email, check their calendar, search Drive files, read a spreadsheet, or export a Google Doc."
himalaya
by Bitterbot-AI
"CLI to manage emails via IMAP/SMTP. Use himalaya to list, read, write, reply, forward, search, and organize emails from the terminal. Supports multiple accounts and message composition with MML (MIME Meta Language)."
canvas
by Bitterbot-AI
"Display and control HTML content on connected Bitterbot nodes (Mac, iOS, Android) via the canvas host server. Use when presenting games, visualizations, dashboards, or interactive demos on a connected device, navigating canvas URLs, capturing canvas snapshots, or debugging canvas connectivity."
curiosity-loop
by Bitterbot-AI
Use when the user asks what you are curious about or do not know, wants dream-synthesized insights, or after you investigate an exploration target. Not for plain fact recall (use memory_search).
bear-notes
by Bitterbot-AI
Create, search, and manage Bear notes via grizzly CLI.
apple-notes
by Bitterbot-AI
Manage Apple Notes via the memo CLI on macOS (create, view, edit, delete, search, move, and export notes). Use when a user asks Bitterbot to add a note, list notes, search notes, or manage note folders.
discord
by Bitterbot-AI
"Send, read, edit, delete, and search Discord messages, reactions, polls, pins, and threads via the message tool. Use when interacting with Discord channels, sending media or embeds, creating polls or threads, managing presence, or moderating messages."
memory-architecture
by Bitterbot-AI
Use when the user asks how your memory, dreams, hormones or knowledge crystals work, or when you need to interpret memory_status output. Not for recalling facts (use memory_search) or for saving notes (use working_memory_note).
qdrant
by giuseppe-trisciuoglio
Provides Qdrant vector database integration patterns with LangChain4j. Handles embedding storage, similarity search, and vector management for Java applications. Use when implementing vector-based retrieval for RAG systems, semantic search, or recommendation engines.
langchain4j-vector-stores-configuration
by giuseppe-trisciuoglio
Provides configuration patterns for LangChain4J vector stores in RAG applications. Use when building semantic search, integrating vector databases (PostgreSQL/pgvector, Pinecone, MongoDB, Milvus, Neo4j), implementing embedding storage/retrieval, setting up hybrid search, or optimizing vector database performance for production AI applications.