Tool profiles

Do not start by dumping the whole tool catalog into context.

Use starter for onboarding and the first successful run. Promote to minimal or research only when you need canonical studies, agent bundles, or bounded artifact reads. Keep full for MCP servers, docs generation, or deep automation.

starter

Narrowest possible onboarding surface for quickstart, one named demo, and one share package.

• tool_count: 6
• approx_tokens: 585
• recommended_for: first run, broad users, very tight token budgets
• aliases: default, onboarding, beginner

Included tools:

• tscf_start_here
• tscf_doctor
• tscf_run_quickstart
• tscf_list_demo_cases
• tscf_run_demo
• tscf_make_share_package

minimal

Starter-plus surface for quickstart, one named demo, a share package, and a compact agent handoff.

• tool_count: 9
• approx_tokens: 1348
• recommended_for: first successful run plus a bounded handoff to agents
• aliases: compact, narrow

Included tools:

• tscf_start_here
• tscf_doctor
• tscf_run_quickstart
• tscf_make_canonical_spec
• tscf_list_demo_cases
• tscf_run_demo
• tscf_make_share_package
• tscf_make_agent_spec
• tscf_build_agent_bundle

research

Balanced research surface for canonical studies, sweeps, adapters, demos, and bounded artifact reads.

• tool_count: 19
• approx_tokens: 2279
• recommended_for: research engineers and methods users after the first successful run
• aliases: agent, balanced

Included tools:

• tscf_start_here
• tscf_doctor
• tscf_list_canonical_studies
• tscf_make_canonical_spec
• tscf_run_canonical
• tscf_list_adapters
• tscf_recommend_stack
• tscf_list_model_ids
• tscf_make_sweep_spec
• tscf_run_sweep
• tscf_list_demo_cases
• tscf_run_demo
• tscf_make_share_package
• tscf_export_runtime_profile
• tscf_make_agent_spec
• tscf_build_agent_bundle
• tscf_list_artifacts
• tscf_read_artifact
• tscf_plan_context

full

Complete tool surface for full package introspection, docs generation, release assets, and deep automation.

• tool_count: 52
• approx_tokens: 9113
• recommended_for: full MCP servers and deep integrations
• aliases: all, complete

Included tools:

• tscf_package_overview
• tscf_api_handbook
• tscf_use_case_catalog
• tscf_environment_profiles
• tscf_cli_guide
• tscf_package_story
• tscf_capability_map
• tscf_api_atlas
• tscf_scenario_matrix
• tscf_tutorial_index
• tscf_start_here
• tscf_workflow_recipes
• tscf_benchmark_cards
• tscf_high_traffic_cases
• tscf_public_data_sources
• tscf_ecosystem_audit
• tscf_feature_coverage
• tscf_differentiators
• tscf_github_readme
• tscf_website_home
• tscf_agent_first_design
• tscf_recommend_path
• tscf_list_datasets
• tscf_install_matrix
• tscf_list_canonical_studies
• tscf_make_canonical_spec
• tscf_run_canonical
• tscf_list_adapters
• tscf_recommend_stack
• tscf_list_model_ids
• tscf_make_sweep_spec
• tscf_run_sweep
• tscf_list_runtime_profiles
• tscf_export_runtime_profile
• tscf_make_agent_spec
• tscf_make_study_blueprint
• tscf_build_agent_bundle
• tscf_run_panel_experiment
• tscf_repo_map
• tscf_list_artifacts
• tscf_read_artifact
• tscf_search_artifact
• tscf_preview_artifact_table
• tscf_plan_context
• tscf_write_agents_md
• tscf_make_release_kit
• tscf_make_positioning_assets
• tscf_doctor
• tscf_run_quickstart
• tscf_list_demo_cases
• tscf_run_demo
• tscf_make_share_package