Sources and licenses.

Each adaptation identifies its source revision and license. Repository star counts do not measure a skill’s effectiveness.

Technical English

AminBlg/SimpleEnglish · MIT license

Changes and license scope

Condenses the standalone prompt, core skill, and references while preserving STE grammar, terminology, numeric limits, procedures, and vocabulary discipline. User-required detail and meaning take priority over default reply limits. See THIRD_PARTY_NOTICES.md and evals/STE_COVERAGE.md for the complete mapping.

The repository MIT license covers the standalone prompt, core skill, and reference files at the pinned revision.

Caveman

JuliusBrussee/caveman · Caveman · MIT license

104,780 repository stars · checked 2026-09-10. Not a usage count for this skill.

Changes and license scope

Condensed the English lite/full modes into a standalone text prompt. Removed automatic session persistence, tool-call control, installation details, multilingual intensity tables, and unverified reduction percentages. Clarified that uncertainty and obligation must survive; upstream's broad instruction to drop hedging must not create false certainty. Pinned the last MIT-only pre-v2 commit; no BSL engine content is used.

Pinned commit predates the split-license v2 import. Root LICENSE is MIT with no scope exclusions.

Caveman commits

JuliusBrussee/caveman · Caveman commits · MIT license

104,780 repository stars · checked 2026-09-10. Not a usage count for this skill.

Changes and license scope

Preserved Conventional Commits, subject limits, and mandatory context for consequential changes. Removed automatic triggers and session-mode controls; the adaptation only generates text. Preserved required attribution instead of applying the source's default suppression of AI attribution. Pinned the MIT-only pre-v2 commit.

Pinned commit predates the split-license v2 import. Root LICENSE is MIT with no scope exclusions.

Caveman reviews

JuliusBrussee/caveman · Caveman reviews · MIT license

104,780 repository stars · checked 2026-09-10. Not a usage count for this skill.

Changes and license scope

Preserved the location/problem/fix format and exceptions for findings that need explanation. Removed emoji severity markers, automatic triggers, and publishing implications. Changed removal of all hedging to preservation of evidence limits. Pinned the MIT-only pre-v2 commit.

Pinned commit predates the split-license v2 import. Root LICENSE is MIT with no scope exclusions.

Caveman memory files

JuliusBrussee/caveman · Caveman memory files · MIT license

104,780 repository stars · checked 2026-09-10. Not a usage count for this skill.

Changes and license scope

Adapted only the natural-language compression rules; removed the source's CLI, API calls, overwrite workflow, and backup machinery. Added explicit preservation of modality, conditions, and negation. Kept literal text and document structure protections. Pinned the MIT-only pre-v2 commit.

Pinned commit predates the split-license v2 import. Root LICENSE is MIT with no scope exclusions.

Sparse priming

daveshap/SparsePrimingRepresentations · Sparse priming · MIT license

795 repository stars · checked 2026-09-10. Not a usage count for this skill.

Changes and license scope

Retained the source's distilled statements, associations, and concept-cue format. Removed unsupported latent-space and reconstruction claims; no token-efficiency guarantee is made. Added explicit preservation of uncertainty and instructions against reconstructing missing facts. The repository has 795 stars, fewer than other selected source repositories; this is documented rather than inflated.

Source is in the repository or package covered by the linked MIT license; no source-file license override was present.

Transcript gist

steipete/summarize · Transcript gist · MIT license

6,613 repository stars · checked 2026-09-10. Not a usage count for this skill.

Changes and license scope

Adapted the transcript audience, source-grounding, structure, sponsor omission, and timestamp rules. Removed CLI configuration, slide markers, social-share ingestion, and hard-coded length presets. Relaxed the source's blanket exclusion of brand names so relevant editorial facts remain; user-directed ad analysis is permitted. Omitted optional quotation requirements to avoid adding excerpts that do not help a short summary.

Source is in the repository or package covered by the linked MIT license; no source-file license override was present.

Refine a summary

langchain-ai/langchain · REFINE_PROMPT_TMPL · MIT license

146,098 repository stars · checked 2026-09-10. Not a usage count for this skill.

Changes and license scope

Made the short upstream refine-summary template self-contained. Retained its defining rule: return the existing summary unchanged when additional context is not useful. Added explicit handling of duplicates, corrections, disagreements, and evidence limits.

Source is in the repository or package covered by the linked MIT license; no source-file license override was present.

Rolling conversation summary

langchain-ai/langchain · _DEFAULT_SUMMARIZER_TEMPLATE · MIT license

146,098 repository stars · checked 2026-09-10. Not a usage count for this skill.

Changes and license scope

Adapted only the progressive conversation summarizer, not the entity-conversation persona in the same file. Preserved the old-summary-plus-new-turns workflow. Added attribution, state, requirement, and quoted-instruction safeguards for agent handoffs.

Source is in the repository or package covered by the linked MIT license; no source-file license override was present.

Search keywords

run-llama/llama_index · DEFAULT_QUERY_KEYWORD_EXTRACT_TEMPLATE_TMPL · MIT license

52,120 repository stars · checked 2026-09-10. Not a usage count for this skill.

Changes and license scope

Adapted the query-keyword extractor, not the generic document summarizer or SQL prompts in the same source file. Retained question-focused keyword extraction and stopword removal. Added protection for exact versions, negation, exclusions, and multiword names; replaced the template variable with a usable default.

Source is in the repository or package covered by the linked MIT license; no source-file license override was present.

User facts

mem0ai/mem0 · USER_MEMORY_EXTRACTION_PROMPT · Apache-2.0 license

65,091 repository stars · checked 2026-09-10. Not a usage count for this skill.

Changes and license scope

Condensed the user-only fact extraction prompt and retained its JSON facts format. Removed repeated penalty language and the upstream instruction to falsely claim information came from public internet sources. Removed automatic-date interpolation and storage implications; added tentative-plan, quoted-content, and sensitive-inference protections. This is an Apache-2.0 adaptation; retain the license and a notice that the prompt was modified.

Root Apache-2.0 LICENSE covers mem0/configs/prompts.py. The only NOTICE found is scoped to the unrelated integrations/mem0-strands directory.

Micro summary

Fabric · create_micro_summary · MIT license

43,885 repository stars · checked 2026-09-11T05:14:00Z. Not a usage count for this skill.

Changes and license scope

Retains the 20-word sentence and three-point/three-takeaway structure. Removes roleplay and thinking commands. Changes exact quotas to maxima to prevent padding.

Root MIT license covers this pinned prompt. No nested license or NOTICE applies.

Five levels

Fabric · create_5_sentence_summary · MIT license

43,885 repository stars · checked 2026-09-11T05:14:00Z. Not a usage count for this skill.

Changes and license scope

Retains five-to-one-word reframing and answering questions. Removes fictional intelligence claims and simulated thinking duration. Clarifies that shortest labels cannot preserve every qualification.

Root MIT license covers this pinned prompt. No nested license or NOTICE applies.

Core message

Fabric · extract_core_message · MIT license

43,885 repository stars · checked 2026-09-11T05:14:00Z. Not a usage count for this skill.

Changes and license scope

Retains the single plain sentence and source's final 16-word maximum. Resolves the source's conflicting 15-word/exact versus 16-word/max rules; adds fidelity safeguards.

Root MIT license covers this pinned prompt. No nested license or NOTICE applies.

Meeting notes

Fabric · summarize_meeting · MIT license

43,885 repository stars · checked 2026-09-11T05:14:00Z. Not a usage count for this skill.

Changes and license scope

Retains all eight sections, overview limit, action owners/deadlines, and concise bullets. Replaces minimum item counts and exact 16-word padding with content-supported items.

Root MIT license covers this pinned prompt. No nested license or NOTICE applies.

Paper brief

Fabric · summarize_paper · MIT license

43,885 repository stars · checked 2026-09-11T05:14:00Z. Not a usage count for this skill.

Changes and license scope

Retains seven review headings and the technical approach/evidence/limitations structure. Removes the source's contradictory instruction to output a prompt. Adds explicit incomplete-paper and evidence safeguards.

Root MIT license covers this pinned prompt. No nested license or NOTICE applies.

Pull request digest

Fabric · summarize_pull-requests · MIT license

43,885 repository stars · checked 2026-09-11T05:14:00Z. Not a usage count for this skill.

Changes and license scope

Retains a one-sentence summary and human-readable top-PR bullets. Adds status preservation to avoid presenting proposed work as delivered; omits generic role and example boilerplate.

Root MIT license covers this pinned prompt. No nested license or NOTICE applies.

Diff summary

Fabric · summarize_git_diff · MIT license

43,885 repository stars · checked 2026-09-11T05:14:00Z. Not a usage count for this skill.

Changes and license scope

Retains the 100-character conventional-commit title, imperative mood, and short CHANGES bullets. Drops unnecessary HTML-link formatting and dependence on an external commit guide; adds evidence limits.

Root MIT license covers this pinned prompt. No nested license or NOTICE applies.

Extract wisdom

Fabric · extract_wisdom · MIT license

43,885 repository stars · checked 2026-09-11T05:14:00Z. Not a usage count for this skill.

Changes and license scope

Retains the distinctive multi-section extraction taxonomy and 25/15-word summary/takeaway limits. Replaces large conflicting item quotas with strongest supported items; marks reported facts and grounded inference.

Root MIT license covers this pinned prompt. No nested license or NOTICE applies.

Recommendations

Fabric · extract_recommendations · MIT license

43,885 repository stars · checked 2026-09-11T05:14:00Z. Not a usage count for this skill.

Changes and license scope

Retains up to 20 recommendations at 16 words each and permits source-grounded inference. Adds explicit inference labeling and conditions instead of generic advice.

Root MIT license covers this pinned prompt. No nested license or NOTICE applies.

Transcript steps

Fabric · extract_instructions · MIT license

43,885 repository stars · checked 2026-09-11T05:14:00Z. Not a usage count for this skill.

Changes and license scope

Retains objectives, numbered procedure, original order, one action per step, and crucial warnings. Replaces forced objective quotas with supported objectives and adds missing-step safeguards.

Root MIT license covers this pinned prompt. No nested license or NOTICE applies.

Lecture notes

Fabric · summarize_lecture · MIT license

43,885 repository stars · checked 2026-09-11T05:14:00Z. Not a usage count for this skill.

Changes and license scope

Retains timestamped topic definitions, 25-word summary, tool list, and 15-word takeaway. Removes conflicting instructions to evenly distribute timestamps; requires evidence-backed times.

Root MIT license covers this pinned prompt. No nested license or NOTICE applies.

Prediction ledger

Fabric · extract_predictions · MIT license

43,885 repository stars · checked 2026-09-11T05:14:00Z. Not a usage count for this skill.

Changes and license scope

Retains concise prediction bullets plus a four-column ledger. Replaces source instruction to extract even without content with evidence requirements and explicit missing-value handling.

Root MIT license covers this pinned prompt. No nested license or NOTICE applies.

Academic tightening

f/prompts.chat · 论文降重指南 · CC0-1.0 license

169,919 repository stars · checked 2026-09-10. Not a usage count for this skill.

Changes and license scope

Preserves source focus on redundant phrases, complex sentences, scholarly tone, unchanged technical content/data, and examples of concise alternatives. Adds explicit citation, uncertainty, and causal-claim safeguards; turns advice into a revision plus optional brief teaching examples.

Repository LICENSE explicitly places prompts.csv, PROMPTS.md, and user-submitted prompt text under CC0 1.0. The separate MIT license applies to code, which is not reused here.

Upstream license scope

Original contributor: Zly1hyj.

Article brief

f/prompts.chat · Article Summary and Comprehension · CC0-1.0 license

169,919 repository stars · checked 2026-09-10. Not a usage count for this skill.

Changes and license scope

Retains key arguments, own-word summary, meaningful examples, implications, simplicity, and neutrality. Adds an answer-first shape and explicit evidence/excerpt boundaries.

Repository LICENSE explicitly places prompts.csv, PROMPTS.md, and user-submitted prompt text under CC0 1.0. The separate MIT license applies to code, which is not reused here.

Upstream license scope

Original contributor: Guess404.

Book notes

f/prompts.chat · Book Summarizer · CC0-1.0 license

169,919 repository stars · checked 2026-09-10. Not a usage count for this skill.

Changes and license scope

Keeps the source's roughly 800-word book summary and overview/examples/application/takeaways structure. Adds source-grounding and excerpt-scope rules; adapts the book-name placeholder into supplied text or notes.

Repository LICENSE explicitly places prompts.csv, PROMPTS.md, and user-submitted prompt text under CC0 1.0. The separate MIT license applies to code, which is not reused here.

Upstream license scope

Original contributor: riakashyap.

Short titles

f/prompts.chat · Title Generator for written pieces · CC0-1.0 license

169,919 repository stars · checked 2026-09-10. Not a usage count for this skill.

Changes and license scope

Keeps the source's five-title output, under-20-word limit, meaning preservation, and source language. Adds factual boundaries and removes the unrelated example product.

Repository LICENSE explicitly places prompts.csv, PROMPTS.md, and user-submitted prompt text under CC0 1.0. The separate MIT license applies to code, which is not reused here.

Upstream license scope

Original contributor: rockbenben.

Translated synopsis

f/prompts.chat · Dizi ve Film Özeti Çeviri Asistanı · CC0-1.0 license

169,919 repository stars · checked 2026-09-10. Not a usage count for this skill.

Changes and license scope

Keeps the source's concise Turkish film/series translation, few-sentence length, and preservation of key events and themes. Allows an explicit user-selected target language and adds no-invention/no-added-spoiler rules.

Repository LICENSE explicitly places prompts.csv, PROMPTS.md, and user-submitted prompt text under CC0 1.0. The separate MIT license applies to code, which is not reused here.

Upstream license scope

Original contributor: erdemuk.

Email thread

pnp/copilot-prompts · Summarize This Email Thread · MIT license

875 repository stars · checked 2026-09-10. Not a usage count for this skill.

Changes and license scope

Retains the exact three-part focus from the source. Makes it portable outside Outlook and adds chronology, ownership, and decision-status safeguards.

Root MIT license covers this repository's samples; no separate license or NOTICE files found in the pinned tree.

Original contributor: Sai Siva Ram Bandaru.

Sprint summary

pnp/copilot-prompts · Weekly Sprint Summary from Teams Channel · MIT license

875 repository stars · checked 2026-09-10. Not a usage count for this skill.

Changes and license scope

Keeps the source's date-bounded completed/blockers/next-plan structure. Replaces Teams lookup with supplied messages and protects completion state, dependencies, and commitments.

Root MIT license covers this repository's samples; no separate license or NOTICE files found in the pinned tree.

Original contributor: Sai Siva Ram Bandaru.

Weekly highlights

pnp/copilot-prompts · Weekly Highlights Summary · MIT license

875 repository stars · checked 2026-09-10. Not a usage count for this skill.

Changes and license scope

Keeps up to three wins, two or three plans, impact/context, manager-friendly tone, and the source's risk table columns. Removes automatic Microsoft 365 searching and adds safeguards against invented accomplishments and certainty.

Root MIT license covers this repository's samples; no separate license or NOTICE files found in the pinned tree.

Original contributor: Adam Bezance.