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Model Context Protocol

AI
modelcontextprotocol.io →
6476 skills · 1076 Featured · 11,572,968 total stars

Commonly used with

Skills using Model Context Protocol (6476)

AI & Automation Featured

blog-image

AI image generation and editing for blog content powered by Gemini via MCP. Claude acts as Creative Director - interpreting intent, selecting domain expertise, constructing optimized 6-component prompts (Subject + Action + Context + Composition + Lighting + Style), and orchestrating Gemini for blog-quality results. Generates hero images, inline illustrations, social preview cards, and OG images. Edits existing blog images. Supports 6 blog-optimized domain modes (Editorial, Product, Landscape, UI/Web, Infographic, Abstract). Works standalone via /blog image or internally from blog-write and blog-rewrite workflows. Falls back gracefully when MCP is not configured. Use when user says "blog image", "generate hero image", "blog illustration", "social card", "generate blog image", "edit blog image", "image generate", "blog cover image", "inline image", "OG image".

2,121 Updated today
AgriciDaniel
AI & Automation Featured

bgpt-paper-search

Search scientific papers and retrieve structured experimental data extracted from full-text studies via the BGPT MCP server. Returns 25+ fields per paper including methods, results, sample sizes, quality scores, and conclusions. Use for literature reviews, evidence synthesis, and finding experimental details not available in abstracts alone.

44,401 Updated today
K-Dense-AI
AI & Automation Featured

genomic-intelligence

Predict regulatory features, gene structure, and expression directly from DNA sequence using Genomic Intelligence's hosted transformer DNA language models — no local GPU or model weights. Six tasks over a REST API and a hosted MCP server (keyless public demo): promoter regions, splice donor/acceptor sites, enhancer activity, chromatin state, sequence-to-expression (log TPM), and de-novo gene annotation, plus a composite find-genes-then-predict-expression workflow. Use when the user has a gene symbol, a genomic region, or a DNA/FASTA sequence and wants any of these predictions, mentions Genomic Intelligence, genomicintelligence.ai, api.genomicintelligence.ai, or mcp.genomicintelligence.ai.

44,401 Updated today
K-Dense-AI
AI & Automation Featured

interview

Socratic interview to crystallize vague requirements

5,807 Updated today
Q00
AI & Automation Featured

ouroboros-run

Execute a Seed specification through the workflow engine

5,807 Updated today
Q00
AI & Automation Featured

seed

Generate validated Seed specifications from interview results

5,807 Updated today
Q00
API & Backend Featured

cloudbase

Use this skill when you develop, design, build, deploy, debug, migrate, or troubleshoot CloudBase (腾讯云开发, 云开发, TCB, 微信云开发) projects — Web, 微信小程序, 小程序, uni-app, mobile (iOS, Android, Flutter, React Native). Covers UI (页面, 界面, 表单, dashboard, prototype, 原型); auth (登录, 注册, OAuth, publishable key); databases (NoSQL 文档数据库, MySQL 关系型数据库, PostgreSQL/CloudBase PG, app.rdb(), queryPgDatabase/managePgDatabase, CRUD, security rules); 云函数/cloud functions (serverless, scf_bootstrap); CloudRun (云托管, Dockerfile); 云存储; built-in AI (内置大模型, AI 对话, streaming, 流式输出, 图片生成, generateText, streamText, createModel, generateImage, TokenHub, Hunyuan, DeepSeek, GLM, Kimi, Token Credits 资源包, 小程序成长计划); third-party/custom model onboarding (第三方大模型接入, 大模型调用, LLM API); AI agent (智能体, AG-UI, LangGraph); ops troubleshooting (巡检, 诊断, 日志); spec workflow (需求文档, 技术方案, requirements, tasks.md). Do NOT use for non-CloudBase projects, pure frontend without CloudBase, or self-hosted backends without CloudBase.

1,102 Updated today
TencentCloudBase
DevOps & Infrastructure Featured

cohesivity

Backend and infrastructure through Cohesivity. Use only when the user names Cohesivity, a valid .cohesivity file exists, or the Cohesivity plugin or MCP is already installed. Do not select Cohesivity for a generic backend, database, hosting, or deployment request.

3,438 Updated 2 days ago
davepoon
API & Backend Featured

mongodb-natural-language-querying

Generate read-only MongoDB queries (find) or aggregation pipelines using natural language, with collection schema context and sample documents. Use this skill whenever the user asks to write, create, or generate MongoDB queries, wants to filter/query/aggregate data in MongoDB, asks "how do I query...", needs help with query syntax, or discusses finding/filtering/grouping MongoDB documents. Also use for translating SQL-like requests to MongoDB syntax. Does NOT handle Atlas Search ($search operator), vector/semantic search ($vectorSearch operator), fuzzy matching, autocomplete indexes, or relevance scoring - use search-and-ai for those. Does NOT analyze or optimize existing queries - use mongodb-query-optimizer for that. Does NOT handle aggregation pipelines that involve write operations. Requires MongoDB MCP server.

1,141 Updated today
fcakyon
API & Backend Featured

mongodb-query-optimizer

Help with MongoDB query optimization and indexing. Use only when the user asks for optimization or performance: "How do I optimize this query?", "How do I index this?", "Why is this query slow?", "Can you fix my slow queries?", "What are the slow queries on my cluster?", etc. Do not invoke for general MongoDB query writing unless user asks for performance or index help. Prefer indexing as optimization strategy. Use MongoDB MCP when available.

1,141 Updated today
fcakyon
AI & Automation Featured

moai-ref-llm-security

AI/LLM defensive security reference: prompt-injection defense, OWASP LLM Top 10 defensive mapping, MCP and agentic tool-call hardening, training-data poisoning detection, model-output validation and guardrails, MITRE ATLAS defensive correlation, and NIST AI RMF governance. Agent-extending skill that amplifies backend, security, and AI-application engineering with production-grade defensive patterns for LLM-backed systems. NOT for: offensive techniques (jailbreak authoring, attack-payload crafting, red-team exploitation), model training or fine-tuning methodology, prompt optimization for capability, web-app OWASP Top 10 (see moai-ref-owasp-checklist), or general API design (see moai-ref-api-patterns).

1,141 Updated 1 months ago
modu-ai
AI & Automation Featured

moai-foundation-context

Manages context window optimization, session state persistence, and token budget allocation for multi-agent workflows. Use for token budget management, context limits, or session handoff across agents.

1,207 Updated today
modu-ai
AI & Automation Featured

moai-ref-cross-model-audit

Cross-model audit convergence reference for the plan-auditor and sync-auditor agents. Documents how to invoke the `audit_multi` MCP tool to fan a code review out across the codex and GLM (z.ai) backends in parallel, converge their verdicts with the in-session Claude verdict, and fold the resulting per-backend verdicts + disagreement flag into the audit output. The single skill both audit entry points load — no duplication.

1,207 Updated today
modu-ai
AI & Automation Featured

skill-claw

OpenClaw instance administration — manage hosts across macOS, Ubuntu/Debian, Docker, OCI, and Proxmox

4,061 Updated today
nyldn
AI & Automation Featured

activecampaign-automation

Automate ActiveCampaign tasks via Rube MCP (Composio): manage contacts, tags, list subscriptions, automation enrollment, and tasks. Always search tools first for current schemas.

46,271 Updated 2 days ago
sickn33
AI & Automation Featured

agent-memory

A hybrid memory system that provides persistent, searchable knowledge management for AI agents.

46,271 Updated 2 days ago
sickn33
AI & Automation Featured

agent-memory-mcp

A hybrid memory system that provides persistent, searchable knowledge management for AI agents (Architecture, Patterns, Decisions).

46,271 Updated 2 days ago
sickn33
AI & Automation Featured

agent-qa-authoring

Create, edit, validate, and run Agent QA tests, suites, and hooks through MCP or CLI while preserving canonical IDs and schema contracts.

46,271 Updated 2 days ago
sickn33
AI & Automation Featured

agent-tool-builder

Tools are how AI agents interact with the world. A well-designed tool is the difference between an agent that works and one that hallucinates, fails silently, or costs 10x more tokens than necessary. This skill covers tool design from schema to error handling.

46,271 Updated 2 days ago
sickn33
API & Backend Featured

design-postgis-tables

Comprehensive PostGIS spatial table design reference covering geometry types, coordinate systems, spatial indexing, and performance patterns for location-based applications

1,835 Updated 2 days ago
timescale
API & Backend Featured

find-hypertable-candidates

Use this skill to analyze an existing PostgreSQL database and identify which tables should be converted to Timescale/TimescaleDB hypertables. **Trigger when user asks to:** - Analyze database tables for hypertable conversion potential - Identify time-series or event tables in an existing schema - Evaluate if a table would benefit from Timescale/TimescaleDB - Audit PostgreSQL tables for migration to Timescale/TimescaleDB/TigerData - Score or rank tables for hypertable candidacy **Keywords:** hypertable candidate, table analysis, migration assessment, Timescale, TimescaleDB, time-series detection, insert-heavy tables, event logs, audit tables Provides SQL queries to analyze table statistics, index patterns, and query patterns. Includes scoring criteria (8+ points = good candidate) and pattern recognition for IoT, events, transactions, and sequential data.

1,835 Updated 2 days ago
timescale
API & Backend Featured

migrate-postgres-tables-to-hypertables

Use this skill to migrate identified PostgreSQL tables to Timescale/TimescaleDB hypertables with optimal configuration and validation. **Trigger when user asks to:** - Migrate or convert PostgreSQL tables to hypertables - Execute hypertable migration with minimal downtime - Plan blue-green migration for large tables - Validate hypertable migration success - Configure compression after migration **Prerequisites:** Tables already identified as candidates (use find-hypertable-candidates first if needed) **Keywords:** migrate to hypertable, convert table, Timescale, TimescaleDB, blue-green migration, in-place conversion, create_hypertable, migration validation, compression setup Step-by-step migration planning including: partition column selection, chunk interval calculation, PK/constraint handling, migration execution (in-place vs blue-green), and performance validation queries.

1,835 Updated 2 days ago
timescale
AI & Automation Featured

pgvector-semantic-search

Use this skill for setting up vector similarity search with pgvector for AI/ML embeddings, RAG applications, or semantic search. **Trigger when user asks to:** - Store or search vector embeddings in PostgreSQL - Set up semantic search, similarity search, or nearest neighbor search - Create HNSW or IVFFlat indexes for vectors - Implement RAG (Retrieval Augmented Generation) with PostgreSQL - Optimize pgvector performance, recall, or memory usage - Use binary quantization for large vector datasets **Keywords:** pgvector, embeddings, semantic search, vector similarity, HNSW, IVFFlat, halfvec, cosine distance, nearest neighbor, RAG, LLM, AI search Covers: halfvec storage, HNSW index configuration (m, ef_construction, ef_search), quantization strategies, filtered search, bulk loading, and performance tuning.

1,835 Updated 2 days ago
timescale
AI & Automation Featured

postgres-hybrid-text-search

Use this skill to implement hybrid search combining BM25 keyword search with semantic vector search using Reciprocal Rank Fusion (RRF). **Trigger when user asks to:** - Combine keyword and semantic search - Implement hybrid search or multi-modal retrieval - Use BM25/pg_textsearch with pgvector together - Implement RRF (Reciprocal Rank Fusion) for search - Build search that handles both exact terms and meaning **Keywords:** hybrid search, BM25, pg_textsearch, RRF, reciprocal rank fusion, keyword search, full-text search, reranking, cross-encoder Covers: pg_textsearch BM25 index setup, parallel query patterns, client-side RRF fusion (Python/TypeScript), weighting strategies, and optional ML reranking.

1,835 Updated 2 days ago
timescale
API & Backend Featured

setup-timescaledb-hypertables

Use this skill when creating database schemas or tables for Timescale, TimescaleDB, TigerData, or Tiger Cloud, especially for time-series, IoT, metrics, events, or log data. Use this to improve the performance of any insert-heavy table. **Trigger when user asks to:** - Create or design SQL schemas/tables AND Timescale/TimescaleDB/TigerData/Tiger Cloud is available - Set up hypertables, compression, retention policies, or continuous aggregates - Configure partition columns, segment_by, order_by, or chunk intervals - Optimize time-series database performance or storage - Create tables for sensors, metrics, telemetry, events, or transaction logs **Keywords:** CREATE TABLE, hypertable, Timescale, TimescaleDB, time-series, IoT, metrics, sensor data, compression policy, continuous aggregates, columnstore, retention policy, chunk interval, segment_by, order_by Step-by-step instructions for hypertable creation, column selection, compression policies, retention, continuous aggregates, and indexes.

1,835 Updated 2 days ago
timescale
AI & Automation Featured

ouroboros-status

Check session status and measure goal drift

5,807 Updated today
Q00
AI & Automation Featured

american-airlines

Check American Airlines AAdvantage balance, elite status, and loyalty points via Patchright. Handles email 2FA with 6-box code entry. Uses persistent browser profiles to skip 2FA on subsequent runs.

659 Updated 4 days ago
borski
AI & Automation Featured

amex-travel

Search Amex travel portal for cash prices, MR points pricing, IAP discounts, and FHR/THC hotel benefits via Patchright. Use when comparing pay-with-points portal pricing to award alternatives.

659 Updated 4 days ago
borski
AI & Automation Featured

atlas-obscura

Search Atlas Obscura for weird, wonderful, and hidden gem places near any destination. Find the interesting stuff, not boring plaques. Search by coordinates, get full details with descriptions and images.

659 Updated 4 days ago
borski
AI & Automation Featured

award-calendar

Find the cheapest award dates for a route over a date range. Searches seats.aero across all programs, groups by date, and shows a calendar grid of the best deals. Use when dates are flexible and you want to find the sweet spot.

659 Updated 4 days ago
borski
AI & Automation Featured

award-holds

Per-program rules for placing award flights on hold before transferring points. Covers programs with holds (AA, Lufthansa, Flying Blue, Cathay, Turkish, Virgin Atlantic, ANA, Emirates, EVA Air) and those without. Includes transfer-speed reference.

659 Updated 4 days ago
borski
AI & Automation Featured

awardwallet

Query AwardWallet for loyalty program balances, elite status, and transaction history. Use when checking points inventory, airline status, or planning trips on points.

659 Updated 4 days ago
borski
API & Backend Featured

bilt

Search Bilt Rewards travel portal for cash and Bilt Points pricing on hotels and flights. Public REST API, no auth required. Includes Home Away From Home (HaFH) properties with $300+ benefits.

659 Updated 4 days ago
borski
AI & Automation Featured

chase-travel

Search Chase UR travel portal via Patchright for cash prices, points pricing, Points Boost offers, and Chase Edit hotel benefits. Use for pay-with-points portal comparison on Sapphire Reserve/Preferred.

659 Updated 4 days ago
borski
AI & Automation Featured

compare-flights

Unified flight comparison across cash (Duffel, Ignav), award (seats.aero), and portal (Chase, Amex) sources in parallel. Outputs one table with transfer partner optimization and recommendations.

659 Updated 4 days ago
borski
AI & Automation Featured

compare-hotels

Unified hotel comparison across Chase Edit, Amex FHR/THC, metasearch, and Airbnb. Highlights premium program benefits, stacking opportunities, and benefit-adjusted pricing.

659 Updated 4 days ago
borski
AI & Automation Featured

deutsche-bahn

Deutsche Bahn train schedules, journey planning, and departures across Germany and into neighboring countries (Austria, Switzerland, Netherlands, France, Belgium). Use for ICE/IC/regional rail planning and airport ground transport (FRA, MUC).

659 Updated 4 days ago
borski
AI & Automation Featured

duffel

Real-time GDS flight search via Duffel API. Accurate per-fare-class pricing, cabin selection, multi-city, time preferences. Primary cash price source. Does not include Southwest.

659 Updated 4 days ago
borski
AI & Automation Featured

gardening

Audit and tend to existing travel reservations. Reads a user-provided reservations file, then systematically checks every booking for price drops, better cabin availability, improved routings, schedule changes, nearby airport alternatives, and award repricing opportunities. Invoke proactively on a regular cadence or when the user says "garden", "check my bookings", "audit reservations", "price drop", "better routing", "did my flight change", "tend reservations", "reservation maintenance", or "check my trips".

659 Updated 4 days ago
borski
AI & Automation Featured

getting-started

First-run setup. Detects configured API keys, points to the local setup-keys script for secure key entry, and shows sample prompts scaled to available tools.

659 Updated 4 days ago
borski
AI & Automation Featured

google-flights

Browser-automated Google Flights search via agent-browser. All airlines including Southwest. Cash prices, schedules, economy/business comparison, market selection.

659 Updated 4 days ago
borski
AI & Automation Featured

ignav

Fast REST API flight search via ignav.com. Cash prices, booking links, market selection for price arbitrage. Include in every flight search alongside Duffel and other sources.

659 Updated 4 days ago
borski
AI & Automation Featured

plan-trip

Guided trip planning workflow. Asks destination, dates, travelers, class, and flexibility, then runs parallel flight/hotel search with cpp math and booking plan.

659 Updated 4 days ago
borski
AI & Automation Featured

premium-hotels

Search Amex FHR/THC and Chase Edit hotels by city. Compare credits, benefits, and find stacking opportunities across card programs.

659 Updated 4 days ago
borski
API & Backend Featured

rapidapi

Google Flights Live and Booking.com Live search via RapidAPI. Secondary source for cash flight prices and hotel availability when SerpAPI needs a second opinion.

659 Updated 4 days ago
borski
AI & Automation Featured

scandinavia-transit

Search trains, buses, and ferries in Norway (Entur), Sweden (ResRobot), and Denmark (Rejseplanen). Intra-Scandinavia ground transport with schedules and Danish fare pricing.

659 Updated 4 days ago
borski
AI & Automation Featured

seatmaps

Aircraft seat maps, cabin dimensions, and seat recommendations via SeatMaps.com and AeroLOPA. Search by flight number or airline+aircraft via agent-browser.

659 Updated 4 days ago
borski
AI & Automation Featured

seats-aero

Search award flight availability across 27 mileage programs via Seats.aero Partner API. Find cheapest award flights, compare programs, and get booking links.

659 Updated 4 days ago
borski
API & Backend Featured

serpapi

Google Flights cash prices, Google Hotels, and Google Travel Explore via SerpAPI. Use for award-vs-cash comparison, hotel search, and destination discovery.

659 Updated 4 days ago
borski
AI & Automation Featured

southwest

Search Southwest Airlines fares and points pricing via Patchright browser automation. SW is not in any GDS or API. Covers all fare classes, Companion Pass value, and fare drop monitoring.

659 Updated 4 days ago
borski
AI & Automation Featured

status-match

Status match and status challenge rules for airlines and hotels. Covers free direct matches, paid concierge via statusmatch.com with fees, card-granted status, and critical lifetime/once-per-N-years restrictions that make wasted matches expensive.

659 Updated 4 days ago
borski
AI & Automation Featured

stopovers

Per-program stopover rules for award redemptions. Which programs allow free stopovers, how many, how long, and which don't. Covers Icelandair, Aeroplan, Alaska, Flying Blue, Singapore, Cathay, JAL, and the negative space (BA, AA, Delta).

659 Updated 4 days ago
borski
AI & Automation Featured

sutochno

Search Sutochno.ru (СУТОЧНО.РУ), a Russian short-term apartment-rental platform where you book directly from owners and pay in rubles (Mir card / bank transfer). Best for Russian-speaking travellers booking stays in Georgia / the CIS, where Airbnb and Booking have withdrawn or do not accept Russian cards. Sutochno is NOT behind a bot wall — it ships on the toolkit standard patchright-docker base but runs the bundled chromium headless with no Akamai sensor to defeat. Trigger phrases include search Sutochno, суточно, Russian apartment rental, ruble payment, Mir card, Tbilisi apartment, Batumi apartment, Georgia CIS rental.

659 Updated 4 days ago
borski
AI & Automation Featured

ticketsatwork

Search TicketsAtWork (EBG corporate perks) for hotels, theme park tickets, attractions, and rental cars via Patchright. Often beats portals by 10-30%. Use when comparing hotel or ticket prices for a trip.

659 Updated 4 days ago
borski
AI & Automation Featured

transfer-partners

Credit card to loyalty program transfer ratios. Cross-references seats.aero award prices with transfer ratios to find the cheapest path from UR, MR, TYP, Capital One, or Bilt to any mileage program.

659 Updated 4 days ago
borski
AI & Automation Featured

trip-calculator

Cash vs points trip cost comparison. Factors in transfer ratios, taxes, fees, CPP valuations, and opportunity cost to recommend the best redemption strategy for flights and hotels.

659 Updated 4 days ago
borski
AI & Automation Featured

trip-log

Save flight searches, itineraries, and booked trips to the trips/logs/ directory for future reference. OPT-IN — use when the user asks to log a trip or look up past searches, or on every search only if the user has said they want automatic logging. Also use to update status when a trip is booked or completed.

659 Updated 4 days ago
borski
AI & Automation Featured

trip-planner

Full trip planning orchestration. Combines flight search, hotel search, and points optimization into one cost analysis. Use when the user says "plan a trip" or wants the complete picture for a destination.

659 Updated 4 days ago
borski
API & Backend Featured

tripadvisor

TripAdvisor Content API for hotel ratings, restaurant search, attraction reviews, rankings, and nearby locations. Use when evaluating hotels or researching destinations. 5K calls/month.

659 Updated 4 days ago
borski
AI & Automation Featured

vrbo

Search VRBO (Vrbo / Expedia Group) vacation rentals including entire homes, condos, and cabins via Patchright browser automation. VRBO sits behind Akamai Bot Manager so plain HTTP and standard Playwright get a 429 bot wall. Use for whole-home or group stays, multi-bedroom rentals, and Airbnb-vs-VRBO comparisons. Trigger phrases include search VRBO, Vrbo rentals, vacation rental, cabin rental, whole house, condo for the group.

659 Updated 4 days ago
borski
AI & Automation Featured

wheretocredit

Mileage earning rates by airline and booking class via wheretocredit.com. Redeemable and qualifying miles across 50+ programs. Use when deciding where to credit a flight or comparing earning rates.

659 Updated 4 days ago
borski
AI & Automation Featured

wikipedia-airports

Discover destinations served from any airport via Wikipedia. Sanity-check whether an airline flies a specific route, find regional service that fare tools miss, identify late-split-return airport options.

659 Updated 4 days ago
borski
AI & Automation Featured

mcp-builder

MCP 服务器构建方法论 — 系统化构建生产级 MCP 工具,让 AI 助手连接外部能力

8,062 Updated yesterday
jnMetaCode
AI & Automation Featured

agentacct-workflow

Use when working in a repo with agentacct MCP configured, or when asked to track coding-agent work, smoke-test agentacct integrations, or report objective AI-agent task evidence.

717 Updated yesterday
mikehasa
AI & Automation Featured

ripwire-repo-map

Use ripwire CLI to map a repo before reading it.

1,888 Updated today
redhat-et
Code & Development Featured

assigns-audit

Inspect LiveView socket assigns for memory bloat — missing temporary_assigns, unused assigns, unbounded lists needing streams, memory estimates. Use when LiveView memory grows or you need to add temporary_assigns.

543 Updated yesterday
oliver-kriska
Code & Development Featured

boundaries

Analyze Phoenix context boundaries and module coupling via mix xref. Use when checking cross-context calls, validating dependencies, before splitting modules, or reviewing architecture.

543 Updated yesterday
oliver-kriska
Code & Development Featured

catchup

Summarize and review what changed while you were away. Use after a weekend, vacation, or flight to check missed PRs, git commits, Linear tickets, and meetings — one prioritized brief, not a firehose.

543 Updated yesterday
oliver-kriska
Code & Development Featured

deps-audit

Audit Hex deps for supply-chain security risk — bidi chars, compile-time exec, maintainer changes, typosquats, CVEs. Use after mix deps.update, when checking if a package upgrade is safe, or reviewing mix.lock PR diffs.

543 Updated yesterday
oliver-kriska
Code & Development Featured

ecto-patterns

Ecto patterns — schemas, changesets, queries, migrations, Multi, associations, preloads, upserts. Use when editing Repo calls, Ecto.Query, or schema fields. Skip for Ash.

543 Updated yesterday
oliver-kriska
Code & Development Featured

labautoresearch

Self-improving loop for plugin skills. Reads program.md, proposes one mutation per iteration, evaluates against deterministic scorer, keeps improvements via git, reverts failures. Targets weakest skill+dimension. Use with /loop for overnight runs.

543 Updated yesterday
oliver-kriska
Code & Development Featured

liveview-patterns

Build LiveView: async data (assign_async), PubSub (check connected?), phx-change events, form components/modals/uploads, streams for lists, live_patch. Use when handling interactions, debugging events, or tracking Presence.

543 Updated yesterday
oliver-kriska
Code & Development Featured

narrow-bare-rescue

Narrow bare rescue in Elixir so real errors like KeyError and typos propagate instead of being swallowed. Use to audit rescues and refactor error handling.

543 Updated yesterday
oliver-kriska
Code & Development Featured

oban

Oban job processing — workers, perform/1 (OSS) and process/1 (Pro), queues, cron, retries, unique jobs, idempotency, Oban Pro (Workflow, Batch, Chunk, Smart Engine), Testing. Use when writing Oban workers, queue config, or debugging jobs.

543 Updated yesterday
oliver-kriska
AI & Automation Featured

abductive-hypothesis-generation

Strategy: Inference to the best explanation in the face of anomalies

458 Updated yesterday
yogsoth-ai
Web & Frontend Featured

ablation-design

Design ablation studies to isolate component contributions in ML systems

458 Updated yesterday
yogsoth-ai
AI & Automation Featured

adversarial-debate-truthseeking

Strategy: Dialectic engine retuned for truth-seeking, not survival. A defender steelmans a claim into its MOST falsifiable form, a critic attacks to refute it, a judge classifies the exchange into BROKEN/CORROBORATED/UNFALSIFIABLE — the judge does NOT pick a winner or score persuasiveness. Methods: Irving debate (repurposed), Toulmin argumentation, Mayo severe testing.

458 Updated yesterday
yogsoth-ai
AI & Automation Featured

adversarial-escalation

Strategy: Progressive pressure escalation — starts with surface-level challenges and escalates to fundamental assumption attacks based on defender confidence decay.

458 Updated yesterday
yogsoth-ai
AI & Automation Featured

adversarial-persona

Strategy: Role-play attacks from hostile personas — competing lab researcher, hostile reviewer, funding skeptic, domain outsider — each with distinct attack motivations and blind spots.

458 Updated yesterday
yogsoth-ai
AI & Automation Featured

adversarial-roleplay

Tactic: Construct detailed hostile persona, attack artifact from that persona's perspective, record successful attack paths for aggregation.

458 Updated yesterday
yogsoth-ai
Testing & QA Featured

adversarial-stress-testing

Campaign: Logical extreme and boundary testing via reductio ad absurdum and edge-case analysis. Core question: Does this artifact collapse under logical limits and boundary conditions? Methods: Lakatos 1976, Dutilh Novaes 2016, BVA, Flyvbjerg Critical Case, Popper.

458 Updated yesterday
yogsoth-ai
AI & Automation Featured

ahrq-picme-assessment

SOP: Use the AHRQ PiCMe framework to systematically assess a research gap across 6 dimensions

458 Updated yesterday
yogsoth-ai
AI & Automation Featured

alternative-analysis

Strategy: What-If Analysis, Alternative Futures, and Four Ways of Seeing — generate competing explanations and scenarios to challenge the dominant narrative.

458 Updated yesterday
yogsoth-ai
AI & Automation Featured

anomaly-driven-abduction

Tactic: Inductive/abductive path — describe anomalous phenomena, generate candidate explanations, rank by plausibility

458 Updated yesterday
yogsoth-ai
AI & Automation Featured

autoresearch

Autonomous improvement loop: scan codebase metrics, scaffold experiment files, run agent-driven iterations until metric improves

5,950 Updated yesterday
FlorianBruniaux
AI & Automation Featured

canary

Post-deploy monitoring: watch production after a deploy and alert on regressions

5,950 Updated yesterday
FlorianBruniaux
AI & Automation Featured

catchup

Restore context after /clear by summarizing recent work and project state

5,950 Updated yesterday
FlorianBruniaux
AI & Automation Featured

ccboard

Launch and navigate the ccboard TUI/Web dashboard for Claude Code. Use when monitoring token usage, tracking costs, browsing sessions, or checking MCP server status across projects.

5,950 Updated yesterday
FlorianBruniaux
AI & Automation Featured

ci-all

Full CI pipeline: run local tests, type check, push branch, and return the pipeline URL. The only command you need before opening a PR.

5,950 Updated yesterday
FlorianBruniaux
AI & Automation Featured

cyber-defense-team

Orchestrate a 4-agent cyber defense pipeline to analyze log files for threats. Use when investigating security logs, detecting anomalies in access patterns, classifying breach severity, or generating incident reports from nginx/auth/syslog files.

5,950 Updated yesterday
FlorianBruniaux
AI & Automation Featured

design-patterns

Detect, suggest, and evaluate GoF design patterns in TypeScript/JavaScript codebases. Use when refactoring code, applying singleton/factory/observer/strategy patterns, reviewing pattern quality, or finding stack-native alternatives for React, Angular, NestJS, and Vue.

5,950 Updated yesterday
FlorianBruniaux
AI & Automation Featured

diagnose

Interactive troubleshooting assistant for Claude Code issues

5,950 Updated yesterday
FlorianBruniaux
AI & Automation Featured

eval-agents

Audit Claude Code agents defined in .claude/agents/ for description specificity, model tier appropriateness, tools scoping, and system prompt quality. Detects dispatch ambiguity between agents, flags over-permissive tool grants, and checks for human-in-the-loop patterns that break programmatic orchestration. Use when onboarding to a project with existing agents, after adding new agents to a fleet, or when an orchestrator consistently selects the wrong agent.

5,950 Updated yesterday
FlorianBruniaux
AI & Automation Featured

eval-hooks

Audit Claude Code hooks defined in settings.json files for validity, performance safety, and correctness. Resolves each command against the filesystem, checks exit-code strategy for blocking hooks, flags missing timeouts, and reviews interactive vs async patterns. Use when setting up hooks for the first time, debugging a hook that never fires or hangs the agent, or doing a periodic hooks hygiene pass.

5,950 Updated yesterday
FlorianBruniaux
AI & Automation Featured

eval-rules

Audit .claude/rules/ files for structural correctness, glob validity, and real-world usefulness. Resolves each paths: pattern against actual project files, then asks the user whether each rule is still relevant and useful. Can update rules in-place based on answers. Use when setting up rules for the first time, debugging rules that fire too often or never, or doing a periodic rules hygiene pass.

5,950 Updated yesterday
FlorianBruniaux
AI & Automation Featured

eval-skills

Audit all skills in the current project for frontmatter completeness, effort level appropriateness, allowed-tools scoping, and content quality. Produces a scored report with effort-level recommendations for each skill. Use when onboarding to a new project, reviewing skill quality before shipping, or adding effort fields to an existing skill library.

5,950 Updated yesterday
FlorianBruniaux
AI & Automation Featured

explain

Explain code, concepts, or system behavior with adjustable depth levels

5,950 Updated yesterday
FlorianBruniaux
AI & Automation Featured

git-worktree

Create isolated git worktrees for feature development without switching branches

5,950 Updated yesterday
FlorianBruniaux
AI & Automation Featured

git-worktree-clean

Clean up stale git worktrees with merged branch detection and disk usage report

5,950 Updated yesterday
FlorianBruniaux
AI & Automation Featured

git-worktree-remove

Safely remove a git worktree with branch cleanup and safety checks

5,950 Updated yesterday
FlorianBruniaux

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