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Data & AI skills

Data analysis, machine learning, LLM apps, and prompt design (9.1K skills)

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model-switch

FreeSummary

Switch the Manager Agent's primary language model with a script that checks connectivity before saving configuration. You can also set how much context the model accepts and whether extended thinking is enabled.

  • Change the Manager's saved primary model
  • Correct a model's context window setting
  • Disable extended thinking for a model
agentscope-ai/AgentTeams5.9KUpdated Oct 24, 2026

Change the language model used by a Worker Agent through the agt command-line tool. The controller resolves model settings, regenerates configuration, and recreates the container to apply the change without a manual restart.

  • Change a Worker's language model
  • Apply registered model settings automatically
  • Check whether a model change was accepted
agentscope-ai/AgentTeams5.9KUpdated Oct 24, 2026

ai-sdk

Official · VercelFreeSummary

Add AI chat, text generation, and agents to applications using AI SDK. The skill checks documentation and source code to guide streaming replies, external tool calls, structured results, React integration, and fixes for outdated API usage.

  • Add AI chat to an application
  • Build an agent that calls external tools
  • Build answers using retrieved documents
vercel-labs/open-agents5.9KUpdated Aug 29, 2026

Select technologies for AI and machine learning features in .NET 8+ applications. Get task-specific plans or implementation guidance for structured predictions, text generation, document retrieval, tool-using agents, and running pretrained models locally or in production.

  • Choosing libraries for classification or prediction in .NET
  • Adding text generation or summarization to an application
  • Designing document retrieval with source-backed AI answers
dotnet/skills5.7KUpdated Oct 24, 2026

force-parent

FreeSummary

Pin the current parent thread to a chosen AI model through Weave Router while subagents keep automatic model selection. An optional effort setting controls the model's reasoning effort.

  • Keep the parent thread on a chosen model
  • Let subagents keep automatic model selection
  • Specify a model with an optional reasoning effort
weave-os/router5.6KUpdated Oct 24, 2026

fm

FreeSummary

Pin the current Codex session to a chosen model through Weave Router. This short alias accepts a model ID, runs the included script, and reports the router’s response while allowing the current turn to continue.

  • Pinning a Codex session to a chosen model
  • Using a short alias for force-model
  • Checking the router’s response after pinning a model
weave-os/router5.6KUpdated Oct 24, 2026

unforce-model

FreeSummary

Clear the model pin, a setting that holds a session to one model, in the current Codex session through Weave Router. The session continues within the same turn, and the router's response is reported.

  • Removing a model pin from the current Codex session
  • Continuing the same turn after clearing a pin
  • Using a short command to remove a model pin
weave-os/router5.6KUpdated Oct 24, 2026

router-on

FreeSummary

Reconnect Codex through Weave Router using the managed configuration already saved on disk. It restores routing without running the installer again, and the change takes effect when Codex next starts.

  • Resume using Weave Router with Codex
  • Restore routing with the saved configuration
  • Check when routing becomes active again
weave-os/router5.6KUpdated Oct 24, 2026

router-off

FreeSummary

Switch Codex from Weave Router back to its default provider without logging out or deleting the router configuration. The change applies the next time Codex starts and can be reversed with `$router-on`.

  • Return Codex to its default provider
  • Turn routing off while keeping its configuration
  • Check when the provider switch takes effect
weave-os/router5.6KUpdated Oct 24, 2026

force-model

FreeSummary

Pin the current Codex session to a specific model through Weave Router by providing its model ID. The skill applies the pin, continues the same turn, and reports the router's response.

  • Pinning the current Codex session to a model
  • Specifying a model by its ID
  • Applying a model pin while continuing the same turn
weave-os/router5.6KUpdated Oct 24, 2026

router-models

FreeSummary

View which models Weave Router can choose, grouped by provider. Enable or disable individual models or entire providers, set a preference order, and review the updated selection without restarting the router.

  • Review available models by provider
  • Enable or disable specific models
  • Enable or disable an entire provider
weave-os/router5.6KUpdated Oct 24, 2026

router-status

FreeSummary

Check whether Codex is using Weave Router or its default provider. This skill runs a status command and summarizes the result in one line without changing any configuration.

  • Checking whether Codex uses Weave Router
  • Checking whether the default provider is active
  • Reviewing routing status without changing settings
weave-os/router5.6KUpdated Oct 24, 2026

router-feedback

FreeSummary

Send feedback about a Weave Router model choice or model performance. A bundled script passes the feedback to the router for recording, and the agent then reports the router’s response.

  • Comment on a router model choice
  • Report feedback on model performance
  • Send feedback using the short `$rf` command
weave-os/router5.6KUpdated Oct 24, 2026

rf

FreeSummary

Submit feedback about Weave Router’s model selection or a model’s performance from the current session. This short alias passes your feedback through the included script, records it through the router, and reports the router’s response.

  • Reporting feedback on a routing decision
  • Recording observations about model performance
  • Using a short alias for router-feedback
weave-os/router5.6KUpdated Oct 24, 2026

data-dashboards

FreeSummary

Build a data dashboard with key metrics, charts, filters, and tables. Display a compact version in chat, or publish a page for sharing, with scheduled data refreshes when ongoing updates are needed.

  • Review sales metrics and trends on one page
  • Share a dashboard through a public link
  • Schedule updates to a shared data page
milind-soni/OpenMausBot5.6KUpdated Oct 24, 2026

statistics-infographic

Official · GitHub CopilotFreeSummary

Turns collected repository statistics into an eight-panel PNG infographic. It shows pull request outcomes, timing, code changes, and human versus agent activity, with scripts to recalculate figures and check them against available source records.

  • Combining repository statistics into one image
  • Updating an infographic with newer collected data
  • Comparing human and agent contributions to pull requests
github/gh-aw5.5KUpdated Oct 24, 2026

tiered-memory

Official · GitHub CopilotFreeSummary

Plan how Squad agents separate current tasks, summarized history, and lasting reference knowledge so each launch receives relevant context. The skill provides loading rules and prompt templates; the supporting runtime is still a design proposal.

  • Plan which context agents load at launch
  • Separate session history from lasting knowledge
  • Design context templates for interrupted work
github/gh-aw5.5KUpdated Oct 24, 2026

model-selection

Official · GitHub CopilotFreeSummary

Choose the AI model for each agent launch using saved preferences, session instructions, agent settings, and task type. Save global or per-agent choices for future sessions and include the selected model in launch acknowledgments.

  • Choose models automatically by task type
  • Save a default model for all agents
  • Assign a persistent model preference to one agent
github/gh-aw5.5KUpdated Oct 24, 2026

economy-mode

Official · GitHub CopilotFreeSummary

Switch automatic model selection to lower-cost options for agent tasks, either for one session or through a saved setting. Explicit model choices remain in effect, while architecture and security review tasks use a separate economy selection.

  • Reducing costs across a session with multiple agents
  • Saving economy mode as the default setting
  • Keeping explicit model choices while changing automatic selection
github/gh-aw5.5KUpdated Oct 24, 2026

ssl-skill-normalizer

Official · GitHub CopilotFreeSummary

Convert SKILL.md files into SSL JSON, a structured format describing invocation conditions, workflow stages, and individual actions. Receive a validation report covering format errors, invalid references, and rejected outputs.

  • Converting skill documents into structured JSON
  • Reviewing skill stages and individual actions
  • Checking workflow references and transitions
github/gh-aw5.5KUpdated Oct 24, 2026

prompt-token-efficiency

Official · GitHub CopilotFreeSummary

Rewrite long prompts into shorter, clearer instructions for language models. Preserve essential requirements while removing repetition, defining scope, and making output formats and success criteria explicit to reduce ambiguity and unnecessary tokens.

  • Shortening a long prompt while preserving requirements
  • Clarifying vague instructions and success criteria
  • Making output formats and length limits explicit
github/gh-aw5.5KUpdated Oct 24, 2026

clickhouse-io

FreeSummary

Design ClickHouse tables, write analytical queries, and plan data loading using practical SQL and code patterns. Use it to review slow queries, build recurring summaries, and analyze user activity across large datasets.

  • Designing tables for large analytical datasets
  • Investigating slow queries
  • Building real-time summaries
WorldFlowAI/everything-claude-code5.4KUpdated Jan 23, 2026

alphafold2

FreeSummary

Predict structures for single proteins or protein complexes with AlphaFold2 through ColabFold. Use confidence scores and comparisons with a designed structure to assess whether a designed sequence folds as intended.

  • Predicting a single protein's structure from its sequence
  • Predicting structures of protein complexes
  • Checking designed sequences against a target structure
aipoch/open-science5.4KUpdated Oct 24, 2026

scvi-tools

FreeSummary

Analyze single-cell RNA sequencing data with scVI and scANVI. Combine experimental batches while correcting technical differences, produce compact cell features for clustering, assign cell types using reference labels, and assess differences in gene expression between groups.

  • Integrating single-cell RNA sequencing batches
  • Preparing cell features for clustering
  • Assigning cell types from reference annotations
aipoch/open-science5.4KUpdated Oct 24, 2026