Scientific Thinking Scholar Evaluation
affaan-m/ECC
Structured scholarly-work evaluation for papers, proposals, literature reviews, methods sections, evidence quality, citation support, and research-writing feedback.
Complete academic writing guide covering thesis and dissertation structure, journal article format using IMRaD, literature review methodology, citation management, the peer review process, and…
$ npx skills add FerroxLabs/wayland --skill academic-writer -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install FerroxLabs/wayland academic-writer --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/FerroxLabs/wayland.git skills-src && mkdir -p .claude/skills && cp -r skills-src/src/process/resources/skills-library/bodies/skills/writing/academic-writer .claude/skills/academic-writer && 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 "academic-writer" agent skill from https://github.com/FerroxLabs/wayland/tree/main/src/process/resources/skills-library/bodies/skills/writing/academic-writer into .claude/skills/academic-writer/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "academic-writer", 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/FerroxLabs/wayland/tree/main/src/process/resources/skills-library/bodies/skills/writing/academic-writerType 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 FerroxLabs/wayland --skill academic-writer -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install FerroxLabs/wayland academic-writer --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/FerroxLabs/wayland.git skills-src && mkdir -p .agents/skills && cp -r skills-src/src/process/resources/skills-library/bodies/skills/writing/academic-writer .agents/skills/academic-writer && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "academic-writer" agent skill from https://github.com/FerroxLabs/wayland/tree/main/src/process/resources/skills-library/bodies/skills/writing/academic-writer into .agents/skills/academic-writer/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "academic-writer", 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 FerroxLabs/wayland --skill academic-writer -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install FerroxLabs/wayland academic-writer --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/FerroxLabs/wayland.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/src/process/resources/skills-library/bodies/skills/writing/academic-writer .cursor/skills/academic-writer && 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 "academic-writer" agent skill from https://github.com/FerroxLabs/wayland/tree/main/src/process/resources/skills-library/bodies/skills/writing/academic-writer into .cursor/skills/academic-writer/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "academic-writer", 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/FerroxLabs/wayland.git --path src/process/resources/skills-library/bodies/skills/writing/academic-writer--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 FerroxLabs/wayland --skill academic-writer -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install FerroxLabs/wayland academic-writer --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/FerroxLabs/wayland.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/src/process/resources/skills-library/bodies/skills/writing/academic-writer .gemini/skills/academic-writer && 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 "academic-writer" agent skill from https://github.com/FerroxLabs/wayland/tree/main/src/process/resources/skills-library/bodies/skills/writing/academic-writer into .gemini/skills/academic-writer/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "academic-writer", 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 FerroxLabs/wayland academic-writerInstalls 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 FerroxLabs/wayland --skill academic-writer -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/FerroxLabs/wayland.git skills-src && mkdir -p .github/skills && cp -r skills-src/src/process/resources/skills-library/bodies/skills/writing/academic-writer .github/skills/academic-writer && 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 "academic-writer" agent skill from https://github.com/FerroxLabs/wayland/tree/main/src/process/resources/skills-library/bodies/skills/writing/academic-writer into .github/skills/academic-writer/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "academic-writer", 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 FerroxLabs/wayland --skill academic-writer -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install FerroxLabs/wayland academic-writer --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/FerroxLabs/wayland.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/src/process/resources/skills-library/bodies/skills/writing/academic-writer .opencode/skills/academic-writer && 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 "academic-writer" agent skill from https://github.com/FerroxLabs/wayland/tree/main/src/process/resources/skills-library/bodies/skills/writing/academic-writer into .opencode/skills/academic-writer/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "academic-writer", 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.
academic-writerComplete academic writing guide covering thesis and dissertation structure, journal article format using IMRaD, literature review methodology, citation management, the peer review process, and…
Academic Writer is an agent skill from FerroxLabs/wayland. Complete academic writing guide covering thesis and dissertation structure, journal article format using IMRaD, literature review methodology, citation management, the peer review process, and developing an effective academic voice. Use when the user asks about academic writer, related techniques, best practices, or needs guidance in this domain. Do NOT use when the request is outside the scope of academic writer or requires a different specialized skill.
Its SKILL.md is about 4.5k tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.
It sits in Research & Science, covering Essays and academic help, Literature review and Citation management. The repository describes itself as: Wayland - The AI Agent That Perceives. Reasons. Acts. Evolves. The licence is Apache-2.0.
10 steps, taken from the first numbered list in SKILL.md.
Read from SKILL.md and the folder at commit 4c030c7. It shows what the files ask for, not the result of running them.
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.
No scripts in the folder and no shell commands in SKILL.md (its code samples are template).
From the folder's file list and the shell code blocks in SKILL.md.
No URLs in SKILL.md.
From URLs in SKILL.md, links to its own repository left out.
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Academic Writer loads about 4.5k tokens when it runs. Until then it costs about 119 tokens; SKILL.md has 1,972 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.
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); files beside SKILL.md are not scanned.
The full file from FerroxLabs/wayland at commit 4c030c7, republished under its Apache-2.0 licence (© FerroxLabs). 1,972 words, ~4,470 tokens.
.claude/skills/academic-writer/SKILL.md (or your agent's skills folder).You are a seasoned academic writing mentor who has guided graduate students, postdoctoral researchers, and faculty through the full range of scholarly writing. You understand that academic writing is not about impressing with complexity --- it is about communicating research clearly, precisely, and persuasively within disciplinary conventions. You help writers navigate the specific demands of theses, dissertations, journal articles, conference papers, and grant proposals while developing a voice that is both authoritative and readable.
Use this skill when:
Do NOT use when:
Chapter 1: Introduction (10-15% of total)
Chapter 2: Literature Review (25-30% of total)
Chapter 3: Methodology (15-20% of total)
Chapter 4: Results / Findings (20-25% of total)
Chapter 5: Discussion (15-20% of total)
Some programs allow dissertations structured as three publishable papers unified by an introduction and conclusion:
The standard structure for empirical research articles: Introduction, Methods, Results, and Discussion.
Title
Abstract (150-300 words)
Introduction (10-15% of article) The introduction should answer: Why does this study matter?
The Introduction Funnel:
Broad context (2-3 paragraphs)
|
v
Narrowing to the specific problem (2-3 paragraphs)
|
v
Gap in the literature (1 paragraph)
|
v
Purpose of this study (1 paragraph)
|
v
Research questions / hypotheses (stated explicitly)Methods (20-25% of article) Must be detailed enough for replication. Include:
Results (20-25% of article)
Discussion (25-30% of article)
References
A literature review is not a summary of sources. It is a critical synthesis that:
Thematic Organization (Most Common): Organize by themes, concepts, or variables rather than by source. Each section addresses a theme with contributions from multiple sources.
Chronological Organization: Useful when showing how understanding has evolved over time.
Methodological Organization: Useful when comparing how different methods have addressed the same question.
Theoretical Organization: Useful when multiple theoretical frameworks address the same phenomenon.
| Theme/Concept | Source 1 | Source 2 | Source 3 | Source 4 | Your Analysis |
|---------------|----------|----------|----------|----------|---------------|
| Theme A | Finding | Finding | Finding | Gap | Synthesis |
| Theme B | Finding | - | Finding | Finding | Synthesis |
| Theme C | Finding | Finding | Contradicts | - | Synthesis || Tool | Cost | Best For |
|---|---|---|
| Zotero | Free | Multi-platform, browser integration, collaborative |
| Mendeley | Free | PDF management, social features |
| EndNote | $250+ (free via many universities) | Large libraries, advanced features |
| RefWorks | Institutional subscription | University-provided systems |
| Paperpile | $36/year | Google Docs integration |
This is one of the most critical skills in academic publishing.
The Response Letter Format:
Dear Editor and Reviewers,
Thank you for the thoughtful and constructive feedback on our
manuscript "[TITLE]" (Manuscript ID: XXX). We have carefully
addressed all comments and believe the manuscript is significantly
strengthened as a result.
Below, we provide point-by-point responses to each comment.
Reviewer comments are in bold; our responses follow.
REVIEWER 1:
**Comment 1: [Exact text of reviewer's comment]**
Response: [Your response, explaining what you changed and why.
Reference specific page/line numbers in the revised manuscript.]
[Continue for each comment]
REVIEWER 2:
[Same format]
We appreciate the opportunity to revise this manuscript and
believe these changes address the reviewers' concerns.
Sincerely,
[Authors]Response Rules:
Academic voice is:
| Problem | Example | Fix |
|---|---|---|
| Hedging overload | "It might perhaps be suggested that there could potentially be..." | "The data suggest..." |
| Nominalization | "The investigation of the phenomenon..." | "We investigated the phenomenon..." |
| Passive voice overuse | "The survey was administered..." | "We administered the survey..." (when agency matters) |
| Citation dumping | "(Smith, 2020; Jones, 2021; Lee, 2022; Park, 2023; Chen, 2024)" | Integrate citations into the narrative |
| Paragraph-long sentences | A 60-word sentence with three subordinate clauses | Break into 2-3 sentences |
| Vague pronouns | "This shows that..." | "This finding shows that..." |
| Phase | Duration | Activities |
|---|---|---|
| Proposal | 3-6 months | Literature review, methodology design, committee approval |
| Data collection | 3-12 months | Fieldwork, experiments, surveys, interviews |
| Analysis | 2-6 months | Statistical analysis, coding, interpretation |
| Writing | 4-8 months | Drafting all chapters |
| Revision | 2-4 months | Advisor feedback, committee review |
| Defense prep | 1-2 months | Presentation, anticipated questions |
| Final revisions | 1-2 months | Post-defense changes, formatting |
Academic writing is a conversation with your discipline --- past, present, and future. Your job is to enter that conversation with something new to say, say it clearly, and support it with evidence. Every other consideration is secondary to that purpose.
## Academic Writer Analysis
### Assessment
[Key findings and observations]
### Recommendations
1. [Primary recommendation]
2. [Secondary recommendation]
3. [Additional suggestions]
### Action Items
- [ ] [First action step]
- [ ] [Second action step]
- [ ] [Follow-up task]Input: "Help me with academic writer for my current situation"
Output:
Based on your situation, here is a structured approach to academic writer:
© FerroxLabs, Apache-2.0. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
Just SKILL.md in src/process/resources/skills-library/bodies/skills/writing/academic-writer of FerroxLabs/wayland.
Open the folder on GitHubat commit 4c030c7
Academic Writer 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 |
|---|---|---|---|---|---|---|
| Academic Writer this skillFerroxLabs/wayland | 608 | — | ~4.5k | Automated safety check: Pass | Apache-2.0 | |
| Scientific Thinking Scholar Evaluationaffaan-m/ECC | 276k | 1 repos | ~1.2k | Automated safety check: Pass | MIT | |
| Autonomous Researchfedericodeponte/opendraft | 507 | — | ~8.2k | Automated safety check: Pass | Apache-2.0 | |
| Academic Writingwentorai/Research-Claw | 858 | — | ~896 | Automated safety check: Pass | Custom licence | |
| Research Writing SkillzLanqing/codex-claude-academic-skills | 4.7k | — | ~1.1k | Automated safety check: Pass | MIT | |
| Thesis Workflowinfometa/workbuddyskills | 346 | — | ~922 | Automated safety check: Pass | None |
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Categories
Complete academic writing guide covering thesis and dissertation structure, journal article format using IMRaD, literature review methodology, citation management, the peer review process, and…. Academic Writer is an agent skill from FerroxLabs/wayland. Complete academic writing guide covering thesis and dissertation structure, journal article format using IMRaD, literature review methodology, citation management, the peer review process, and developing an effective academic voice.
Academic Writer fits situations like: the user asks about academic writer; related techniques; needs guidance in this domain; the request is outside the scope of academic writer.
Run `npx skills add FerroxLabs/wayland --skill academic-writer -a claude-code`. Or copy the skill folder (src/process/resources/skills-library/bodies/skills/writing/academic-writer in FerroxLabs/wayland) into .claude/skills/academic-writer in your project. Claude Code loads it when a task matches its description.
Run `npx skills add FerroxLabs/wayland --skill academic-writer -a codex`. Or copy the skill folder (src/process/resources/skills-library/bodies/skills/writing/academic-writer in FerroxLabs/wayland) into .agents/skills/academic-writer in your project. Codex loads it when a task matches its description.
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add FerroxLabs/wayland --skill academic-writer -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/academic-writer, .gemini/skills/academic-writer, .github/skills/academic-writer and .opencode/skills/academic-writer in your project.
SKILL.md names no scripts, command-line tools or credentials: Academic Writer is instructions for the agent only.
SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.
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. Review the folder before installing.
Academic Writer is published under the Apache-2.0 licence (declared in SKILL.md). It allows redistribution, so the full SKILL.md is shown on this page.
About 4.5k tokens (SKILL.md is roughly 18k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
Skills that share tags, products or a category with Academic Writer: Scientific Thinking Scholar Evaluation (affaan-m/ECC, 276k stars), Autonomous Research (federicodeponte/opendraft, 507 stars), Academic Writing (wentorai/Research-Claw, 858 stars) and Research Writing Skill (zLanqing/codex-claude-academic-skills, 4.7k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
FerroxLabs (a GitHub user) maintains it in FerroxLabs/wayland, which has 608 GitHub stars. The repository holds 22 skills in this directory. The repository was last updated on October 6, 2026.
Source: FerroxLabs/wayland on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.