How do I install the Humanizer Foundation skill?

Run npx skillmds@latest add ryan-brosas/humanizer-foundation in your terminal (requires Node.js), paste this page's agent-chat prompt into Claude, Cursor, or any MCP-connected agent, or download the SKILL.md file and copy it into your agent's skills directory.

Is Humanizer Foundation safe to use?

This skill has not completed SkillMD's automated safety review yet. SkillMD never runs a skill's scripts for you; review the SKILL.md before installing.

Which AI agents work with Humanizer Foundation?

This skill is tagged as working with Claude Code, Claude.ai, OpenAI Codex. SKILL.md is an open format, so most agents that read a skills directory can load it too.

Is Humanizer Foundation free to use?

Yes. Installing skills from SkillMD is free, and the skill stays under its author's original license.

Who published Humanizer Foundation?

ryan-brosas (@ryan-brosas) published this skill. Their other Agent Skills are listed on their SkillMD profile.

Humanizer Foundation by ryan-brosas

Name: Humanizer Foundation
Author: ryan-brosas

Humanizer Foundation

Use when building or porting an agent skill whose product is a Markdown prompt corpus — packaging one root SKILL.md for multiple agent hosts, CI-enforced cross-file consistency (three-way version parity, ordered-list vs complete-set pattern numbering, exact-string style rules), fail-loud zero-dependency package validators with imperative fix-naming messages, single-skill layout gates (rglob singleton, symlink refusal, prompt line budget), or the humanize-rewrite fact-integrity loop (two-question audit, mode-keyed return) with its 35-pattern false-positive boundary — capsule-v2 source maps with decisive excerpts and graph retrieval.

ryan-brosas e23f9b5 10 files · 36.2 KB Updated Sep 17, 2026

File contents

Humanizer: foundation for Markdown-prompt skill packages

Foundation contract

This is a cold, source-specific foundation, not an operational procedure. It is historical, revision-pinned evidence rather than timeless guidance. Current project source, tests, requirements, and runtime behavior outrank this projection and decide what ships.

Provenance and revision

Source record: humanizer; portable upstream identity, license, coverage caveats, and retrieval history are preserved in the index.
Recorded revision: main@e2e92e7b4b8229253ed5c8e81dc65463fdeddda5.
Full provenance, coverage caveats, boundaries, and preserved evidence: references/index.md.

Topic map

Representative topics: Prompt-corpus plane; Package-validation plane; Distribution/CI plane.
Scope and retrieval questions: references/index.md#use-this-for.
Complete capsule chooser: references/index.md#load-the-matching-source-dump.
Detailed grouped map: references/index.md#capsule-map.
Source limitations and portability boundaries: references/index.md#boundaries.

Retrieval

Open the index, choose one capsule matching the active question, and load only that capsule. Revalidate its cited source and revision before relying on it. Do not bulk-load the inventory, treat historical claims as current truth, or apply this foundation as a procedure.

---name: humanizer-foundationdescription: Use when building or porting an agent skill whose product is a Markdown prompt corpus — packaging one root SKILL.md for multiple agent hosts, CI-enforced cross-file consistency (three-way version parity, ordered-list vs complete-set pattern numbering, exact-string style rules), fail-loud zero-dependency package validators with imperative fix-naming messages, single-skill layout gates (rglob singleton, symlink refusal, prompt line budget), or the humanize-rewrite fact-integrity loop (two-question audit, mode-keyed return) with its 35-pattern false-positive boundary — capsule-v2 source maps with decisive excerpts and graph retrieval.---# Humanizer: foundation for Markdown-prompt skill packages## Foundation contractThis is a cold, source-specific foundation, not an operational procedure. It ishistorical, revision-pinned evidence rather than timeless guidance. Currentproject source, tests, requirements, and runtime behavior outrank thisprojection and decide what ships.## Provenance and revision- Source record: `humanizer`; portable upstream identity, license, coverage caveats, and retrieval history are preserved in the index.- Recorded revision: `main@e2e92e7b4b8229253ed5c8e81dc65463fdeddda5`.- Full provenance, coverage caveats, boundaries, and preserved evidence: `references/index.md`.## Topic map- Representative topics: Prompt-corpus plane; Package-validation plane; Distribution/CI plane.- Scope and retrieval questions: `references/index.md#use-this-for`.- Complete capsule chooser: `references/index.md#load-the-matching-source-dump`.- Detailed grouped map: `references/index.md#capsule-map`.- Source limitations and portability boundaries: `references/index.md#boundaries`.## RetrievalOpen the index, choose one capsule matching the active question, and load onlythat capsule. Revalidate its cited source and revision before relying on it. Donot bulk-load the inventory, treat historical claims as current truth, or applythis foundation as a procedure.

Frequently asked questions