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networkx Comprehensive toolkit for creating, analyzing, and visualizing complex networks and graphs in Python. Use when working with network/graph data structures, analyzing relationships between entities, computing graph algorithms (shortest paths, centrality, clustering), detecting communities, generating synthetic networks, or visualizing network topologies. Applicable to social networks, biological networks, transportation systems, citation networks, and any domain involving pairwise relationships.
foryourhealth111-pixel/Vibe-Skills 1,415
statistics-math Statistics, probability, linear algebra, and mathematical foundations for data science
foryourhealth111-pixel/Vibe-Skills 1,415
statsmodels Statistical modeling toolkit. OLS, GLM, logistic, ARIMA, time series, hypothesis tests, diagnostics, AIC/BIC, for rigorous statistical inference and econometric analysis.
foryourhealth111-pixel/Vibe-Skills 1,415
string-database Query STRING API for protein-protein interactions (59M proteins, 20B interactions). Network analysis, GO/KEGG enrichment, interaction discovery, 5000+ species, for systems biology.
foryourhealth111-pixel/Vibe-Skills 1,415
spec-kitty-mission-system Understand how Spec Kitty missions work: the 4 built-in mission types, how they define workflows via step contracts and action indices, how missions and work packages relate, how templates are resolved through the 5-tier chain, and how doctrine artifacts (procedures, tactics, directives) compose mission behavior. Triggers: "what missions are available", "how do missions work", "which mission should I use", "explain the mission system", "what is a mission", "change the mission", "mission templates", "step contracts", "action index", "mission procedures". Does NOT handle: runtime loop advancement (use runtime-next), setup or repair (use setup-doctor), governance (use charter-doctrine), or glossary curation (use glossary-context).
Priivacy-ai/spec-kitty 1,051
spec-kitty-mission-review Review a fully merged Spec Kitty mission post-merge (all WPs done/approved) to verify spec→code fidelity, FR coverage, drift, risks, and security. Triggers: "review the merged mission", "post-merge mission review", "verify the completed mission", "audit the mission implementation", "mission-level acceptance review", "is this mission releasable", "final review before tagging", "cross-WP coverage audit". Does NOT handle: per-WP review during implementation (use spec-kitty-runtime-review), implement-review loop orchestration (use spec-kitty-implement-review), setup or repair (use spec-kitty-setup-doctor), or glossary maintenance (use spec-kitty-glossary-context).
Priivacy-ai/spec-kitty 1,051
spec-kitty-implement-review Orchestrate the implement-review loop for Spec Kitty work packages using any configured agent. Covers agent dispatch, state transitions, rejection cycles, arbiter escalation, and dependency-aware sequencing across all 13 supported coding agents. Triggers: "implement and review WPs", "run the implement-review loop", "orchestrate WP implementation", "dispatch agents for WPs", "coordinate implement and review", "sprint through WPs". Does NOT handle: specify/plan/tasks phases, setup or repair, glossary maintenance, or direct code editing by the orchestrator.
Priivacy-ai/spec-kitty 1,051
spec-kitty-glossary-context Curate and apply canonical terminology across Spec Kitty missions. Triggers: "update the glossary", "use canonical terms", "check terminology", "add a term", "fix term drift", "glossary conflicts", "resolve ambiguity", "review terminology consistency". Does NOT handle: runtime loop advancement, setup or repair requests, agent configuration, or direct code implementation tasks.
Priivacy-ai/spec-kitty 1,051
spec-kitty-git-workflow Understand how Spec Kitty manages git: what git operations Python handles automatically, what agents must do manually, worktree lifecycle, auto-commit behavior, merge execution, and the safe-commit pattern. Triggers: "how does spec-kitty use git", "worktree management", "auto-commit", "who commits what", "git workflow", "merge workflow", "rebase WPs", "worktree cleanup", "safe commit". Does NOT handle: runtime loop advancement (use runtime-next), setup or repair (use setup-doctor), mission selection (use mission-system).
Priivacy-ai/spec-kitty 1,051
spec-kitty-charter-doctrine Run charter interview, generation, context, and sync workflows for project governance in Spec Kitty 3.x. Access doctrine artifacts programmatically via DoctrineService. Resolve agent profiles. Load action-scoped governance context iteratively, not all at once. Triggers: "interview for charter", "generate charter", "sync charter", "use doctrine", "set up governance", "charter status", "extract governance config", "load doctrine", "agent profile", "DoctrineService", "action index". Does NOT handle: generic spec writing not tied to governance, direct runtime loop advancement, setup/repair diagnostics, or editorial glossary maintenance.
Priivacy-ai/spec-kitty 1,051
ad-hoc-profile-load Load an agent profile on demand to adopt a specific role for the current session. Applies the profile's identity, governance scope, boundaries, and initialization declaration without requiring a running mission. Triggers: "act as the architect", "load the reviewer profile", "switch to implementer", "use the researcher persona", "start a session as planner", "adopt the curator role", "initialize profile", "assume the designer identity". Does NOT handle: mission advancement (use runtime-next), charter interview/generation (use charter-doctrine), or profile creation (use spec-kitty agent profile create).
Priivacy-ai/spec-kitty 1,051
spec-kitty-orchestrator-api-operator Teach agents and external systems how to use spec-kitty orchestrator-api to drive workflows from outside the host CLI. Triggers: "use orchestrator-api", "build a custom orchestrator", "automate externally", "integrate CI with spec-kitty", "call spec-kitty from another tool", "orchestrator contract", "external automation". Does NOT handle: host-internal lane mutation (use the host CLI directly), runtime loop advancement (use spec-kitty next), mission sequencing logic (the mission state machine owns that), or setup/repair diagnostics.
Priivacy-ai/spec-kitty 1,051
spec-kitty-runtime-next Drive the canonical spec-kitty next --agent <name> control loop for mission advancement. Load agent profiles at init, apply action-scoped doctrine context at each step boundary, and pull specific tactics/directives on demand. Triggers: "run the next step", "what should runtime do next", "advance the mission", "what is the next task", "continue the workflow", "what step comes next". Does NOT handle: setup or repair requests, purely editorial glossary or doctrine maintenance, or direct code review.
Priivacy-ai/spec-kitty 1,051
spec-kitty-runtime-review Review runtime-owned outputs using the Spec Kitty review workflow surface, then direct approval or rejection with structured feedback. Triggers: "review this work package", "check runtime output", "approve this step", "review WP", "is this WP ready to approve", "check this implementation". Does NOT handle: setup-only repair requests, direct implementation work, editorial glossary maintenance, or runtime loop advancement.
Priivacy-ai/spec-kitty 1,051
spec-kitty-setup-doctor Install, verify, and recover the modern Spec Kitty 2.0.11+ operating surface. Triggers: "set up Spec Kitty", "skills missing", "next is blocked", "runtime is broken", "doctrine assets are missing", "my agent can't find the skills". Does NOT handle: generic coding questions with no Spec Kitty context, direct runtime loop advancement, or editorial glossary maintenance.
Priivacy-ai/spec-kitty 1,051
swapper-deposit Deposit and bridge funds into a wallet or protocol using Swapper Finance. Handles fiat on-ramp (card payments via Mastercard, Visa, Apple Pay, Google Pay), crypto transfers, and cross-chain bridging via Chainlink CCIP — directly into lending, staking, and liquidity protocols. Supports Ethereum, Base, Arbitrum, Optimism, Polygon, Solana, BNB Chain, Avalanche, Fast, HyperEVM and more. 170+ countries supported. Powered by Chainlink CRE and Mastercard. Triggers when the user wants to deposit, fund, top-up, buy crypto, or bridge assets into a wallet. Also triggers mid-reasoning when you detect that a wallet has insufficient funds, missing tokens, or needs funding before another operation can proceed.
swapperfinance/swapper-toolkit 579
dependency-manager Visualize, create, and diagnose dependencies between MCP work items. Use when a user says "what blocks this", "add a dependency", "show dependency graph", "why can't this start", "link these items", "unblock this", "remove dependency", or "show blockers".
jpicklyk/task-orchestrator 177
create-item Create an MCP work item from conversation context. Scans existing containers to anchor the item in the right place (Bugs, Features, Tech Debt, Observations, etc.), infers type and priority, creates single items or work trees, and pre-fills required notes. Use this whenever the conversation surfaces a bug, feature idea, tech debt item, or observation worth tracking persistently. Also use when user says "track this", "log this bug", "create a task for", or "add this to the backlog".
jpicklyk/task-orchestrator 177
batch-complete Complete or cancel multiple items at once — close out features, clean up old work, archive completed workstreams. Use when a user says "close out this feature", "complete everything under X", "cancel this workstream", "clean up old items", "bulk complete", "finish this feature", or "archive completed work".
jpicklyk/task-orchestrator 177
spec-quality Specification quality framework for planning. Defines the minimum bar for what a plan must address — alternatives, non-goals, blast radius, risk flags, and test strategy. Referenced by schema guidance fields during queue-phase note filling. Read this skill whenever filling requirements or design notes for any MCP work item.
jpicklyk/task-orchestrator 177
session-retrospective Analyze the current implementation run — evaluate schema effectiveness, delegation alignment, note quality, plan-to-execution fit. Captures cross-session trends and proposes improvements when patterns repeat. Use after implementation runs, or when user says 'retrospective', 'session review', 'what did we learn', 'analyze this run', 'how did that go', 'evaluate our process', 'wrap up', 'end of session review'. Also use when the output style's retrospective nudge fires after complete_tree.
jpicklyk/task-orchestrator 177
review-quality Review quality framework for the work-to-review transition gate. Guides verification of plan alignment, test quality, and code simplification before marking implementation complete. Referenced by schema guidance fields during review-phase note filling. Read this skill when filling review-checklist notes or when asked to review completed implementation work.
jpicklyk/task-orchestrator 177
prepare-release End-to-end release automation — reads commits since last tag, infers semver bump, drafts changelog, creates release PR, merges it, waits for CI green, tags, and monitors the Docker build to completion.
jpicklyk/task-orchestrator 177
implement End-to-end workflow for taking MCP work items from backlog to merged PR. Handles git branching, schema-driven planning, implementation, independent review, and PR creation. Composes spec-quality, review-quality, and schema-workflow skills into a single pipeline. Use when a user says "implement this", "work on this item", "fix these bugs", "pick up the next task", "create a PR for this", "go through the backlog", or references specific MCP item IDs for implementation.
jpicklyk/task-orchestrator 177