Skill Evaluation
fabricioctelles/skills
Evaluate any agent skill against a merged framework — Anthropic's Claude Code best practices plus Matt Pocock's writing-great-skills methodology — across 4 axes (Trigger, Structure, Steering…
Map paper notes + taxonomy into a signal table of tensions, missing pieces, and promising academic axes for brainstorm discussion.
Install Idea Signal Mapper
$ npx skills add WILLOSCAR/research-units-pipeline-skills --skill idea-signal-mapper -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install WILLOSCAR/research-units-pipeline-skills idea-signal-mapper --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/WILLOSCAR/research-units-pipeline-skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.codex/skills/idea-signal-mapper .claude/skills/idea-signal-mapper && rm -rf skills-srcUse ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.
Claude Code skills documentation · loads skills from .claude/skills/
Install the "idea-signal-mapper" agent skill from https://github.com/WILLOSCAR/research-units-pipeline-skills/tree/main/.codex/skills/idea-signal-mapper into .claude/skills/idea-signal-mapper/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "idea-signal-mapper", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/WILLOSCAR/research-units-pipeline-skills/tree/main/.codex/skills/idea-signal-mapperType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add WILLOSCAR/research-units-pipeline-skills --skill idea-signal-mapper -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install WILLOSCAR/research-units-pipeline-skills idea-signal-mapper --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/WILLOSCAR/research-units-pipeline-skills.git skills-src && mkdir -p .agents/skills && cp -r skills-src/.codex/skills/idea-signal-mapper .agents/skills/idea-signal-mapper && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "idea-signal-mapper" agent skill from https://github.com/WILLOSCAR/research-units-pipeline-skills/tree/main/.codex/skills/idea-signal-mapper into .agents/skills/idea-signal-mapper/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "idea-signal-mapper", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add WILLOSCAR/research-units-pipeline-skills --skill idea-signal-mapper -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install WILLOSCAR/research-units-pipeline-skills idea-signal-mapper --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/WILLOSCAR/research-units-pipeline-skills.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/.codex/skills/idea-signal-mapper .cursor/skills/idea-signal-mapper && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "idea-signal-mapper" agent skill from https://github.com/WILLOSCAR/research-units-pipeline-skills/tree/main/.codex/skills/idea-signal-mapper into .cursor/skills/idea-signal-mapper/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "idea-signal-mapper", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/WILLOSCAR/research-units-pipeline-skills.git --path .codex/skills/idea-signal-mapper--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add WILLOSCAR/research-units-pipeline-skills --skill idea-signal-mapper -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install WILLOSCAR/research-units-pipeline-skills idea-signal-mapper --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/WILLOSCAR/research-units-pipeline-skills.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/.codex/skills/idea-signal-mapper .gemini/skills/idea-signal-mapper && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "idea-signal-mapper" agent skill from https://github.com/WILLOSCAR/research-units-pipeline-skills/tree/main/.codex/skills/idea-signal-mapper into .gemini/skills/idea-signal-mapper/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "idea-signal-mapper", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install WILLOSCAR/research-units-pipeline-skills idea-signal-mapperInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add WILLOSCAR/research-units-pipeline-skills --skill idea-signal-mapper -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/WILLOSCAR/research-units-pipeline-skills.git skills-src && mkdir -p .github/skills && cp -r skills-src/.codex/skills/idea-signal-mapper .github/skills/idea-signal-mapper && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "idea-signal-mapper" agent skill from https://github.com/WILLOSCAR/research-units-pipeline-skills/tree/main/.codex/skills/idea-signal-mapper into .github/skills/idea-signal-mapper/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "idea-signal-mapper", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add WILLOSCAR/research-units-pipeline-skills --skill idea-signal-mapper -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install WILLOSCAR/research-units-pipeline-skills idea-signal-mapper --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/WILLOSCAR/research-units-pipeline-skills.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/.codex/skills/idea-signal-mapper .opencode/skills/idea-signal-mapper && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "idea-signal-mapper" agent skill from https://github.com/WILLOSCAR/research-units-pipeline-skills/tree/main/.codex/skills/idea-signal-mapper into .opencode/skills/idea-signal-mapper/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "idea-signal-mapper", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
Facts
- Skill name
idea-signal-mapper- GitHub stars
- 513
- Token cost
- ~336 tokens
- SKILL.md length
- 126 words
- Files
- 2 (incl. scripts)
- Skills in repo
- 107
- Repo updated
- First seen
- Licence
- None found
At a glance
Map paper notes + taxonomy into a signal table of tensions, missing pieces, and promising academic axes for brainstorm discussion.
- Tasks that involve Brainstorming
- SKILL.md covers Triggers & routing and Script
- Runs Python scripts from its folder; calls uv
- Tasks that involve Accessibility
What it does
Idea Signal Mapper is an agent skill from WILLOSCAR/research-units-pipeline-skills. Map paper notes + taxonomy into a signal table of tensions, missing pieces, and promising academic axes for brainstorm discussion. Writes output/trace/IDEASIGNALTABLE.md.
Its SKILL.md is about 340 tokens, which your agent loads only when the skill is triggered. The skill folder holds 2 other files, including scripts (for example `scripts/run.py`).
It sits in Agent Workflows, covering Brainstorming and Accessibility. The repository describes itself as: Research pipelines as semantic execution units: each skill declares inputs/outputs, acceptance criteria, and guardrails. Evidence-first methodology prevents hollow writing…
When your agent uses it
- Tasks that involve Brainstorming
- Tasks that involve Accessibility
Example prompts
- “/idea-signal-mapper”
Requirements
- Python 3
What it can do on your machine
Read from SKILL.md and the folder at commit c92912a. It shows what the files ask for, not the result of running them.
Tool permissions
Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.
From allowed-tools in the SKILL.md frontmatter.
Runs code
Ships 1 file in scripts/ (Python), which the agent can run.
Shell commands in SKILL.md call:
uv
From the folder's file list and the shell code blocks in SKILL.md.
Network
No URLs in SKILL.md. Its commands use uv, which can reach the network depending on how they are called.
From URLs in SKILL.md, links to its own repository left out.
Credentials
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Context cost
Idea Signal Mapper loads about 336 tokens when it runs. Until then it costs about 48 tokens; SKILL.md has 126 words of instructions outside code blocks.
Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.
Safety
Auto-check passed
The automated check found no risky patterns in SKILL.md.
Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); the scripts in this folder are not scanned.
SKILL.md
Without a licence we can't republish the file, so here is its outline and opening line. It has 126 words (~336 tokens).
“Goal: create a reusable, table-first artifact that answers:”
- name
- idea-signal-mapper
Files
SKILL.md and 1 other file (scripts) in .codex/skills/idea-signal-mapper of WILLOSCAR/research-units-pipeline-skills.
- SKILL.md
- scripts/run.py
Open the folder on GitHubat commit c92912a
Compare with similar skills
Idea Signal Mapper next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Idea Signal Mapper this skillWILLOSCAR/research-units-pipeline-skills | 513 | — | ~336 | Automated safety check: Pass | None | |
| Skill Evaluationfabricioctelles/skills | 106 | — | ~3.8k | Automated safety check: Pass | Apache-2.0 | |
| ImagineerQinghongLin/data2story-skill | 156 | — | ~3.2k | Automated safety check: Notes | MIT | |
| Write PlanArman-Kudaibergenov/1c-ai-development-kit | 166 | — | ~1.3k | Automated safety check: Notes | AGPL-3.0 | |
| Vibe Sunsang Growthfivetaku/gptaku-plugins-codex | 128 | — | ~2k | Automated safety check: Pass | MIT | |
| DocsPrefectHQ/fastmcp | 28k | — | ~1k | Automated safety check: Pass | Apache-2.0 |
Similar skills
Imagineer
QinghongLin/data2story-skill
Fan out MANY candidate interactive concepts from the data + narrative — the ideation pool the Editor curates a hero + supporting set from.
Write Plan
Arman-Kudaibergenov/1c-ai-development-kit
Этот скилл MUST быть вызван когда есть design.md и нужно разбить доработку на атомарные задачи (2-5 мин) с точными путями файлов и критериями проверки в tasks.md.
Vibe Sunsang Growth
fivetaku/gptaku-plugins-codex
Growth report generator — analyzes converted Codex conversations and produces a progression report using the v2 level system (6 axes × 7 levels, 0.5 increments), leading with one level headline and…
Docs
PrefectHQ/fastmcp
Write or revise a page under docs/ for gofastmcp.com. An agent skill from PrefectHQ/fastmcp.
Jarvis Setup
ethanplusai/jarvis
A skill your agent uses when helping someone install, configure, or debug a fresh clone of JARVIS (this repo) — especially "the mic doesn't work", "JARVIS says his language systems are down", any…
More from WILLOSCAR/research-units-pipeline-skills
All 107 skills in this repoAppendix Table Writer
WILLOSCAR/research-units-pipeline-skills
Curate reader-facing survey tables for the Appendix (clean layout + high information density), using only in-scope evidence and existing citation keys.
Artifact Contract Auditor
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Audit one research Workspace for declared Unit outputs and Pipeline target Artifacts, writing output/CONTRACTREPORT.md; use for mid-Run coverage snapshots or final delivery completeness, not deep…
Arxiv Search
WILLOSCAR/research-units-pipeline-skills
Retrieve arXiv paper metadata with keyword queries or import an offline arXiv export, and save results as JSONL (papers/papersraw.jsonl).
Chapter Lead Writer
WILLOSCAR/research-units-pipeline-skills
Write H2 chapter lead blocks (sections/S<secidlead.md) that preview the chapter's comparison lens and connect its H3 subsections, without adding new facts.
Chapter Skeleton
WILLOSCAR/research-units-pipeline-skills
Build a retrieval-informed chapter skeleton (outline/chapterskeleton.yml) from taxonomy/core scope before stable H3 decomposition.
Dedupe Rank
WILLOSCAR/research-units-pipeline-skills
A skill your agent uses when a broad paper candidate pool needs deterministic deduplication and a stable core set.
Related
Categories
Questions about Idea Signal Mapper
What does Idea Signal Mapper do?
Map paper notes + taxonomy into a signal table of tensions, missing pieces, and promising academic axes for brainstorm discussion. Idea Signal Mapper is an agent skill from WILLOSCAR/research-units-pipeline-skills. Map paper notes + taxonomy into a signal table of tensions, missing pieces, and promising academic axes for brainstorm discussion.
When should I use Idea Signal Mapper?
Idea Signal Mapper fits situations like: tasks that involve Brainstorming; tasks that involve Accessibility.
How do I install Idea Signal Mapper in Claude Code?
Run `npx skills add WILLOSCAR/research-units-pipeline-skills --skill idea-signal-mapper -a claude-code`. Or copy the skill folder (.codex/skills/idea-signal-mapper in WILLOSCAR/research-units-pipeline-skills) into .claude/skills/idea-signal-mapper in your project. Claude Code loads it when a task matches its description.
How do I install Idea Signal Mapper in Codex?
Run `npx skills add WILLOSCAR/research-units-pipeline-skills --skill idea-signal-mapper -a codex`. Or copy the skill folder (.codex/skills/idea-signal-mapper in WILLOSCAR/research-units-pipeline-skills) into .agents/skills/idea-signal-mapper in your project. Codex loads it when a task matches its description.
Can I use Idea Signal Mapper in Cursor, Gemini CLI or GitHub Copilot?
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add WILLOSCAR/research-units-pipeline-skills --skill idea-signal-mapper -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/idea-signal-mapper, .gemini/skills/idea-signal-mapper, .github/skills/idea-signal-mapper and .opencode/skills/idea-signal-mapper in your project.
What does Idea Signal Mapper need to run?
Going by SKILL.md and its folder, Idea Signal Mapper needs Python for the scripts in its folder and the command-line tools its instructions call (uv). Our summary lists: Python 3.
Does Idea Signal Mapper access the network?
SKILL.md contains no URLs. Its commands use uv, which can reach the network depending on how they are called. This is read from the text; nothing was executed.
Is Idea Signal Mapper safe to install?
Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. The check reads SKILL.md only: the scripts in the folder are not scanned, so read them before running anything.
What licence does Idea Signal Mapper use?
No licence was found for Idea Signal Mapper or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.
How many tokens does Idea Signal Mapper use?
About 336 tokens (SKILL.md is roughly 1.3k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
What are the alternatives to Idea Signal Mapper?
Skills that share tags, products or a category with Idea Signal Mapper: Skill Evaluation (fabricioctelles/skills, 106 stars), Imagineer (QinghongLin/data2story-skill, 156 stars), Write Plan (Arman-Kudaibergenov/1c-ai-development-kit, 166 stars) and Vibe Sunsang Growth (fivetaku/gptaku-plugins-codex, 128 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Idea Signal Mapper?
WILLOSCAR (a GitHub user) maintains it in WILLOSCAR/research-units-pipeline-skills, which has 513 GitHub stars. The repository holds 107 skills in this directory. The repository was last updated on October 5, 2026.
Source: WILLOSCAR/research-units-pipeline-skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.