Coding & Dev Tools

tibsfox Skill

Analyzing and forecasting data ordered in time. Covers stationarity and differencing, autocorrelation (ACF and PACF), AR, MA, ARMA, and ARIMA models, the Box-Jenkins methodology, seasonality and SARIMA, forecasting with prediction intervals, and residual diagnostics including the Ljung-Box test. Use when data is indexed by time, when forecasting future values, when detecting trend or seasonality, or when checking whether residuals still carry structure.

tibsfox Bundle

Generate intelligence briefings for the planning dashboard. Use this skill whenever a request file appears in `.planning/console/inbox/pending/` whose `type` field starts with `intelligence.` (refresh_briefing, triage_finding, snapshot_diff, investigate_section, dismiss_finding). The skill reads the per-project KB at `.gsd/intelligence/intelligence.db`, synthesizes a briefing with a causal hypothesis + acknowledged uncertainty + confidence label and ranked moves, then writes the result back to the KB. Always trigger this skill for these request types — do not generate briefings manually.

tibsfox Skill

Design and analysis of combinational and sequential digital circuits using Boolean algebra, truth tables, K-maps, CMOS gate implementation, flip-flops, registers, counters, and finite state machines. Covers De Morgan's theorems, canonical sum-of-products and product-of-sums forms, minimization techniques, propagation delay, setup and hold times, metastability, synchronous design discipline, and FSM encoding. Use when designing, minimizing, verifying, or debugging any circuit whose signals take only discrete logic values.

tibsfox Skill

Triggers for automatically invoking the decision-framework skill before irreversible or high-blast-radius operations. Use as a checkpoint: when a proposed action matches a trigger pattern, pause and run the appropriate framework (first-principles, inversion, decision matrix, second-order thinking) before proceeding. Prevents ad-hoc calls from becoming regret.

tibsfox Skill

Design of active analog circuits built around operational amplifiers and discrete gain stages — inverting, non-inverting, difference, and instrumentation topologies, negative feedback and loop stability (gain-bandwidth product, phase margin, compensation), active filters (Sallen-Key, multiple-feedback biquad), sinusoidal and relaxation oscillators, comparators and Schmitt triggers, voltage references (bandgap, shunt, series), and linear versus switching voltage regulators. Covers how to pick a topology, close a feedback loop that stays stable, set gain and bandwidth, and choose a power-conversion approach. Use when designing an amplifier, filter, oscillator, reference, comparator, or regulator, or when reasoning about feedback stability, loop gain, phase margin, or op-amp non-idealities.

ariffazil Skill

Federated multi-user, multi-group, identity routing, and memory partition controller for Hermes in arifOS. Use when adding/managing Telegram user IDs, group IDs, creating person/group lanes, inspecting allowed chats, or auditing memory isolation between private DMs and public groups.

ariffazil Bundle

A-R-I-F RSI (Refactor, Structure, Integrate) role. Trigger for refactoring, lowering entropy, integrating modules, tightening boundaries, or improving structure.

ariffazil Skill

Registry of parametrically-controllable music engines for arifOS Somatic Music Intelligence. NOT a beat-maker catalog (composer lens handles that) — this is the Dispensary for engines that accept BPM/key/texture/density parameters and emit streaming audio. MiniMax T2A Music (music-2.6/3.0) primary; local sovereign alternatives (AudioGen/MusicGen) for F13 territory. i-ARIF vocal melodic: HARD DENY across all engines.

ariffazil Bundle

[QwenCloud] Generate and edit images using Wan and Qwen Image models. Supports text-to-image, image editing (style transfer, subject consistency, text rendering), and interleaved text-image output. TRIGGER when: user wants to create illustrations, product images, artistic designs, posters, text-to-image generation, edit/transform existing images, apply style transfer, generate images based on reference photos, interleaved text-image content, mentions Wan/Qwen Image models/AI art creation, or explicitly invokes this skill by name (e.g. use qwencloud-image-generation). DO NOT TRIGGER when: user wants to understand/analyze existing images or OCR (use qwencloud-vision), video generation (use qwencloud-video-generation), text-only tasks.

ariffazil Bundle

[QwenCloud] Generate videos using Wan models. Supports text-to-video, image-to-video, first+last frame, reference-based role-play, and video editing (VACE). TRIGGER when: user wants to create, generate, or edit video content, mentions video generation/animation/video clips/Wan models, or explicitly invokes this skill by name (e.g. use qwencloud-video-generation). DO NOT TRIGGER when: user wants to generate images (use qwencloud-image-generation), understand/analyze existing videos (use qwencloud-vision), text-only tasks.

ariffazil Skill

Export conversation to clipboard or file — supports full, prompts-only, responses-only, and code-blocks-only formats

ariffazil Bundle

Check your work with a verification subagent that reviews diffs, runs builds and tests, and evaluates correctness. Read this file for instructions. Use when asked to "check work", "verify changes", "self-verify", "/check-work", "/check", "/verify", or "/self-verify".

oimiragieo Bundle

AI text-to-speech generation using OpenAI TTS, ElevenLabs, and Google TTS backends. Converts text to audio files with voice selection, speed control, and format options.

oimiragieo Bundle

Creates command files for the Claude Code framework. Commands are user-facing shortcuts that delegate to skills.

tibsfox Skill

The history and philosophy of science as a meta-discipline. Covers scientific paradigms and paradigm shifts, the nature of scientific theories versus hypotheses and laws, landmark discoveries as case studies in methodology, creativity and serendipity in science, the social and cultural context of scientific practice, and science-society relationships. Use when teaching, discussing, or evaluating the nature of science, its history, or its place in society.

tibsfox Skill

Distributional analysis of environmental benefits and burdens across communities. Covers the historical origins of environmental justice in the U.S. civil rights tradition, siting and exposure disparities, indigenous rights and land stewardship, climate justice at global and intergenerational scales, procedural vs. distributional vs. recognition justice, and the environmental justice screening tools used by regulators. Use when analyzing who bears environmental harm and who receives environmental benefit, or when designing interventions whose distributional consequences matter.

tibsfox Skill

Use when working with the non-metallic engineering materials — polymers, ceramics, or composites — and you need to reason about structure, processing, or properties. Covers thermoplastics versus thermosets, chain structure, glass transition, and viscoelasticity in polymers; ionic and covalent bonding, sintering, brittleness, and Weibull statistics in ceramics; and fiber-reinforced laminates, matrix and reinforcement roles, the rule of mixtures, and anisotropy in composites. Reach for it to choose a plastic, understand why a ceramic fails, or predict the stiffness of a laminate.

crestapps Skill

Skill for assigning stable logical aliases to Orchard Core content items. Covers AliasPart configuration, generated and editable aliases, AliasPartIndex lookups, alias cache invalidation, content handles, and Razor helpers. Use this skill when requests mention Orchard Core Alias, AliasPart, custom content aliases, logical content identifiers, alias patterns, or closely related Orchard Core implementation, setup, extension, or troubleshooting work. Strong matches include work with OrchardCore.Alias, AliasPart, AliasPartSettings, AliasPartHandler, AliasPartIndex, AliasPartContentHandleProvider, IContentHandleProvider, and IOrchardHelper. It also helps with alias migrations, content-definition recipes, indexed lookups, and the code patterns captured in this skill.

crestapps Skill

Skill for exposing Orchard Core content through extensible XML feeds. Covers RSS feed selection, IFeedQueryProvider and IFeedQuery implementations, IFeedItemBuilder population, FeedContext response construction, Lists feed metadata, and custom feed format builders. Use this skill when requests mention Orchard Core Feeds, RSS feeds, Atom feeds, IFeedItemBuilder, feed queries, list feeds, or closely related Orchard Core implementation, setup, extension, or troubleshooting work. Strong matches include work with OrchardCore.Feeds, IFeedBuilder, IFeedBuilderProvider, IFeedQueryProvider, IFeedQuery, IFeedItemBuilder, FeedContext, FeedMetadata, and ListFeedQuery. It also helps with feature recipes, RSS URLs, custom format providers, and the code patterns captured in this skill.

crestapps Bundle

Skill for building and managing forms in Orchard Core with OrchardCore.Forms. Covers Form, Input, Select, TextArea, Button, validation widgets, FormPart, FormElementPart, FormInputElementPart, HTTP workflows, anti-forgery, and custom form elements. Use this skill when requests mention Orchard Core Forms, Create and Configure Forms, Enabling the Forms Feature, Form Widget Content Types, Form Content Type Settings, Input Element Configuration, or closely related Orchard Core implementation, setup, extension, or troubleshooting work.

crestapps Skill

Skill for working with ListPart in Orchard Core. Covers list content types, ListPart shapes, list item rendering, paging, Liquid tags, Razor templates, and blog/collection patterns. Use this skill when requests mention Orchard Core Lists, Working with ListPart, Enabling List Features, Creating a Blog with ListPart, ListPartViewModel Properties, ListPartSettings Properties, or closely related Orchard Core implementation, setup, extension, or troubleshooting work. Strong matches include work with OrchardCore.Lists, ListPart, ContainedPart, BagPart, ListPartSettings, DataMigration, IContentDefinitionManager, WithPart, TitlePart, AutoroutePart, WithSettings, AutoroutePartSettings. It also helps with ListPartViewModel Properties, ListPartSettings Properties, Liquid Tags for Lists, plus the code patterns, admin flows, recipe steps, and referenced examples captured in this skill.

oimiragieo Bundle

Evaluate scientific claims and evidence quality. Use for assessing experimental design validity, identifying biases and confounders, applying evidence grading frameworks (GRADE, Cochrane Risk of Bias), or teaching critical analysis. Best for understanding evidence quality, identifying flaws. For formal peer review writing use peer-review.

gptomics Bundle

ATAC-seq library quality control -- TSS enrichment, FRiP, fragment-size periodicity, library complexity (NRF/PBC1/PBC2), mitochondrial fraction, and ENCODE 4 thresholds. Use when assessing whether an ATAC-seq library passes ENCODE acceptance criteria, diagnosing transposition artefacts, comparing Omni-ATAC vs standard prep quality, or selecting which replicates to drop before peak calling.

gptomics Bundle

Comprehensive quality control for CLIP-seq libraries (eCLIP, iCLIP, iCLIP2, PAR-CLIP) covering library complexity (preseq), FRiP, IDR replicate reproducibility, read-distribution metagene, SMInput vs IgG control rationale, rRNA / snoRNA contamination, fragment-length distribution, and ENCODE-compliance thresholds. Use when assessing whether a CLIP library passed, deciding lenient vs stringent peak thresholds, comparing replicates with IDR rescue and self-consistency ratios, or distinguishing failed IP from over-amplified library.

gptomics Bundle

Map N6-methyladenosine (m6A) RNA modifications at single-nucleotide resolution using miCLIP (Linder 2015), miCLIP2 + m6Aboost machine learning (Kortel 2021), GLORI (Liu 2023, antibody-free chemical conversion), DART-seq (Meyer 2019, APOBEC1-YTH fusion), m6Anet (nanopore direct RNA), or MeRIP-seq with calibration. Use when distinguishing antibody-based from antibody-free m6A detection methods, applying the DRACH motif constraint, reconciling cross-method disagreements (DART 44% in DRACH vs GLORI), or detecting m6Am at the cap.

gptomics Bundle

Assesses ChIP-seq quality across antibody specificity, fragmentation, enrichment, replicate concordance, and library complexity. Computes FRiP, NSC/RSC (phantompeakqualtools), library complexity (NRF/PBC1/PBC2), deepTools plotFingerprint (JS distance, AUC, synthetic JS), ChIPQC, IDR with ENCODE Nself/Nt rules, and detects hyper-ChIPable artifacts. Use when validating an antibody, diagnosing failed peak calls, deciding whether to proceed with downstream analysis, grading against ENCODE thresholds, or auditing replicate concordance.

gptomics Bundle

Read, write, create, and convert single-cell objects across AnnData (Python), Seurat (R), and SingleCellExperiment (R). Use when loading 10X Cell Ranger output (raw vs filtered), importing or exporting h5ad/RDS/h5mu/zarr, building AnnData or Seurat objects from matrices, moving objects between Python and R, or debugging lost layers, transposed matrices, or mangled gene names during conversion.

gptomics Bundle

Parse and analyze multiple sequence alignments using Biopython. Extract sequences, identify conserved regions, analyze gaps, work with annotations, and manipulate alignment data for downstream analysis. Use when parsing or manipulating multiple sequence alignments.

gptomics Bundle

Detect transcription factor binding footprints in ATAC-seq using TOBIAS, HINT-ATAC, Wellington, or scprinter. Use when identifying bound TF sites within accessible regions, correcting Tn5 insertion bias before footprinting, choosing between cleavage-based and aggregate-based footprinters, or comparing differential TF activity between conditions.

ariffazil Skill

The canonical 8-verb authority chain for arifOS kernel operations. USE WHEN: any kernel interaction — 'init session', 'gather evidence', 'reason', 'route to organ', 'recall memory', 'constitutional verdict', 'governed execution', 'seal to VAULT999'. Chain: arif_init (000 session bind — ALWAYS first) → arif_observe (111 sense with epistemic tags) → arif_think (333 structured reasoning) → arif_route (444 intent→organ dispatch) → arif_memory (555 L1-L6 governor) → arif_judge (666 SEAL/HOLD/SABAR/VOID) → arif_forge (777 execution gate — mutates only after SEAL) → arif_seal (999 VAULT999 append — irreversible). Iron rules: never skip a gate (OBSERVE before REASON, JUDGE before EXECUTE); only arif_seal writes VAULT999; only A-FORGE mutates production; kernel's no is final — never self-authorize past a refused capability check.

ariffazil Bundle

Edit existing images to add, replace, or remove text using PIL/Pillow

ariffazil Skill

PostgreSQL schema design for the federation data layer — migrations, indexing, and entity modeling.

ariffazil Skill

WawaBot is the human-reality organ. Hermes consumes its packets (meaning, scar, trust, status) — it does not grow more IQ from WawaBot. Load when routing human-reality vs ops-reality, or designing the WawaBot→Hermes packet contract.

oimiragieo Bundle

Sets standards for Data Transfer Objects (DTOs), typically records, including parameter validation in compact canonical constructors.

oimiragieo Bundle

Documents the hook enforcement system, bypass mechanisms, and common failure patterns to help agents avoid getting stuck on protected path writes

oimiragieo Bundle

Shell out to OpenAI Codex CLI for headless code generation, analysis, and question-answering. Optimized for code tasks. Requires OPENAI_API_KEY env var.