Why these candidatesEach candidate comes from tracked public sources and has a source-attributed adoption signal. This is a shortlist, not a catalogue or global ranking.
What this cannot establishWe read declared instructions and public signals. We do not run skills, benchmark outputs, audit security, or claim a universal best choice.
Use it forA general learning path that actively diagnoses level, sequences concepts by dependency, gates progress on mastery, and tracks misconceptions.
Avoid ifYou specifically need a book-by-book reading workflow or a fixed calendar-first study plan.
ActionUse for interactive tutoring and an adaptive concept path.
EditsProvide the topic, goal, available time, and desired pace; use `--resume` to continue a saved topic.
SetupInvoke `/teach-me <topic>`; optional `--level` or `--resume`. It stores learner records under `.claude/skills/teach-me/records/`.
Inspect workflow and compatibility details
ContextIt begins with a diagnosis, builds a 5–15-concept dependency-ordered list, then advances only after demonstrated understanding and practice.
OutputA brief concept-path outline, round-by-round questions and practice, plus saved session state and learner-facing notes.
ControlDiagnosis-first Socratic tutoring with mastery gates, misconception tracking, and adaptive pacing.
Invocation/teach-me <topic> [--level <level>] [--resume]
Install scopeClaude-compatible skill environment
Agent fitStrongest overall fit and highest public-recognition signal among the direct, source-supported finalists.
Watch outIts explicit workflow relies on `AskUserQuestion` and Claude-style local record paths, so portability to other skill hosts is not established.
Source-visible capabilitiesBaseline assessmentProbes current understanding before teaching; asks 2–3 calibration questions.explicit sourceSequenced learning pathBuilds 5–15 atomic concepts ordered by dependency and exposes the path to the learner.explicit sourcePractice and progress trackingUses mastery checks and small practice tasks; updates concept status and misconceptions after each round.explicit source
CompatibilityClaude-style skill environmentappears compatiblenot runtime-tested
Public signal496 /SkillsMP source-specificbest-overalladaptive-tutoringmastery-trackingexplicit source Use it forA study plan centered on one or more books, chapters, reading goals, spaced repetition, and a durable personal knowledge base.
Avoid ifYour goal is not book-based and you want the simplest general-purpose topic plan.
ActionUse for structured reading plans with chapter checkpoints and retention reviews.
EditsStart with the book, goal, domain familiarity, and finish timeline; ingest chapters or notes as you read.
SetupInvoke `/book-study <book-name>`; use `ingest`, `review`, `query`, or `status` as needed. It writes to `book-wiki/`.
Inspect workflow and compatibility details
ContextThe workflow initializes a chapter plan and mastery map, uses pre-reading questions and tests, then schedules reviews.
OutputA book study plan, chapter-status table, mastery map, compiled notes, and review schedule.
ControlBook-specific coaching that combines active reading, Socratic tests, required practice, and spaced repetition.
Invocation/book-study <book-name> [--chapter N]
Install scopeSkill environment with filesystem access for `book-wiki/`
Agent fitBest specialist substitute when the learning path should be organized around reading rather than a free-form topic.
Watch outIt is deliberately constrained to books and chapters; that focus is a limitation for standalone skills or course projects.
Source-visible capabilitiesGoal and baseline intakeCollects reading purpose, domain familiarity, format, and rough finish timeline when starting a book.explicit sourceScheduled chapter plan and mastery mapCreates `study-plan.md` and `mastery-map.md` with chapter status, mastery, and next-review fields.explicit sourceAdaptive retention workflowUses pre-reading prompts, Socratic mastery testing, required practice, and 1/3/7/14/30-day review intervals.explicit source
CompatibilitySkill environment with project-local storageappears compatiblenot runtime-tested
Public signal1934 /SkillsMP source-specificbook-based-learningspaced-repetitionknowledge-baseexplicit source Use it forA Chinese-language, calendar-oriented learning plan with baseline questions, a visible path, progress reports, resources, and practice suggestions.
Avoid ifYou need rigorously specified persistence, verified resource curation, or only a focused interactive tutor rather than a broad planner.
ActionUse to generate and track a personalized multi-week study schedule.
EditsSupply the subject, current level, goal, and daily time budget; adjust the generated plan as progress changes.
SetupTrigger with learning, planning, or course intent; no installation or runtime prerequisites are explicitly documented in the cited source.
Inspect workflow and compatibility details
ContextIts intake example assesses starting ability, objective, and daily time, then produces a 30-day path with weekly review and project practice.
OutputA staged daily/weekly plan, learning-path visualization, progress reports, resource suggestions, practice lists, and periodic reports.
ControlPlan-first assistant with progress visualization, resource and exercise recommendations, and stated dynamic plan adjustment.
InvocationNot yet mapped from the source.
Install scopeNot yet mapped from the source.
Agent fitThe strongest calendar-and-dashboard-oriented alternative among the remaining directly fitting finalists.
Watch outSeveral claims are illustrated as example outputs; the source does not document storage mechanics or verification for its recommended resources.
Source-visible capabilitiesBaseline assessmentAsks about current foundation, learning objective, and daily available study time before planning.explicit sourcePersonalized schedule and sequencingShows a 30-day Python plan organized into foundations, data structures, advanced material, review, practice, and a project.explicit sourceProgress and adaptationDocuments visual progress reports and states that plans can be adjusted dynamically.explicit source
CompatibilityUnspecified skill hostunknownnot runtime-tested
Public signal2137 /SkillsMP source-specificschedule-planningprogress-reportingchinese-languageexplicit source