Peer Review
K-Dense-AI/claude-scientific-writer
Prepare evidence-bounded, constructive peer-review drafts and structured manuscript assessments.
The research-and-sourcing craft — verify the substance of a piece before it publishes: trace stats to primary sources, kill zombie stats, catch AI-hallucinated citations, and attribute properly on…
$ npx skills add social-media-skills/skills --skill content-research-and-sourcing -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install social-media-skills/skills content-research-and-sourcing --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/social-media-skills/skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/content-research-and-sourcing .claude/skills/content-research-and-sourcing && 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 "content-research-and-sourcing" agent skill from https://github.com/social-media-skills/skills/tree/main/skills/content-research-and-sourcing into .claude/skills/content-research-and-sourcing/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "content-research-and-sourcing", 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/social-media-skills/skills/tree/main/skills/content-research-and-sourcingType 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 social-media-skills/skills --skill content-research-and-sourcing -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install social-media-skills/skills content-research-and-sourcing --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/social-media-skills/skills.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/content-research-and-sourcing .agents/skills/content-research-and-sourcing && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "content-research-and-sourcing" agent skill from https://github.com/social-media-skills/skills/tree/main/skills/content-research-and-sourcing into .agents/skills/content-research-and-sourcing/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "content-research-and-sourcing", 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 social-media-skills/skills --skill content-research-and-sourcing -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install social-media-skills/skills content-research-and-sourcing --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/social-media-skills/skills.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/content-research-and-sourcing .cursor/skills/content-research-and-sourcing && 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 "content-research-and-sourcing" agent skill from https://github.com/social-media-skills/skills/tree/main/skills/content-research-and-sourcing into .cursor/skills/content-research-and-sourcing/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "content-research-and-sourcing", 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/social-media-skills/skills.git --path skills/content-research-and-sourcing--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 social-media-skills/skills --skill content-research-and-sourcing -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install social-media-skills/skills content-research-and-sourcing --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/social-media-skills/skills.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/content-research-and-sourcing .gemini/skills/content-research-and-sourcing && 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 "content-research-and-sourcing" agent skill from https://github.com/social-media-skills/skills/tree/main/skills/content-research-and-sourcing into .gemini/skills/content-research-and-sourcing/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "content-research-and-sourcing", 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 social-media-skills/skills content-research-and-sourcingInstalls 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 social-media-skills/skills --skill content-research-and-sourcing -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/social-media-skills/skills.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/content-research-and-sourcing .github/skills/content-research-and-sourcing && 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 "content-research-and-sourcing" agent skill from https://github.com/social-media-skills/skills/tree/main/skills/content-research-and-sourcing into .github/skills/content-research-and-sourcing/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "content-research-and-sourcing", 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 social-media-skills/skills --skill content-research-and-sourcing -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install social-media-skills/skills content-research-and-sourcing --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/social-media-skills/skills.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/content-research-and-sourcing .opencode/skills/content-research-and-sourcing && 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 "content-research-and-sourcing" agent skill from https://github.com/social-media-skills/skills/tree/main/skills/content-research-and-sourcing into .opencode/skills/content-research-and-sourcing/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "content-research-and-sourcing", 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.
content-research-and-sourcingThe research-and-sourcing craft — verify the substance of a piece before it publishes: trace stats to primary sources, kill zombie stats, catch AI-hallucinated citations, and attribute properly on…
Content Research And Sourcing is an agent skill from social-media-skills/skills. The research-and-sourcing craft — verify the substance of a piece before it publishes: trace stats to primary sources, kill zombie stats, catch AI-hallucinated citations, and attribute properly on social. Use when someone has a stat-heavy draft to make publish-ready, wants to check if a viral statistic is real, asks how to cite sources, used AI research output, or is making health/finance claims. Uses the FACTS framework. Reads brand-profile + the piece's format skill first. AI-supplied citations are guilty until…
Its SKILL.md is about 2.1k tokens, which your agent loads only when the skill is triggered. The skill folder holds 7 other files, including reference files (for example `evals/evals.json`, `references/protocols-and-templates.md` and `references/research-and-sourcing-2026-reality.md`).
It sits in Research & Science, covering Citation management, Infographics and Statistics. The repository describes itself as: 106 social media skills for AI agents - strategy, writing, video, design, platform growth, publishing, and analytics. Works with Claude, Cursor, OpenClaw, Hermes & 40+ agents. The licence is MIT.
2 steps, taken from the first numbered list in SKILL.md.
Read from SKILL.md and the folder at commit 6e30eeb. 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.
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.
Content Research And Sourcing loads about 2.1k tokens when it runs, and up to ~5.3k if it reads all its reference files. Until then it costs about 249 tokens; SKILL.md has 902 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 social-media-skills/skills at commit 6e30eeb, republished under its MIT licence (© social-media-skills). 902 words, ~2,063 tokens.
.claude/skills/content-research-and-sourcing/SKILL.md (or your agent's skills folder). This skill also uses 5 other files; get the full folder from GitHub.The verification craft — find the load-bearing claims, ascend to the primary source, check freshness and context, test AI output hard, and show your sources. The agent verifies where it has search; the human clicks where it doesn't; verification happens before scheduling; WoopSocial publishes. (Craft skill — no tool file.)
2026 made verification structural: generative search tools answered over 60% of tested news-citation queries incorrectly (CJR); fabricated references surged ~12-fold since 2023 — 1 in 277 PubMed papers now carries one (Columbia/Lancet audit); a major consultancy shipped a report where only 5 of 45 citations were accurate; and Google's AI Overview cited an April Fool's satire as fact — citogenesis laundering errors into apparent consensus. Four disciplines follow. (1) AI-supplied citations are guilty until verified — and a working link is not verification: 29% of fabricated citations carry real DOIs resolving to unrelated papers (identifier hijacking); the source must exist AND say what's claimed. (2) Ubiquity is not evidence: the goldfish-attention-span class of zombie stats survives on repetition — the tell is a citation trail that circles blogs and never lands on a named study. (3) Aggregators are leads, not sources: cite the primary most competitors never read — differentiation at near-zero cost, and AI answer engines preferentially cite verifiable sourcing (the GEO flywheel). (4) Where no source exists, don't fake one: reframe as an owned observation, ask it as a question, or commission the data and become the citation. The payoff is asymmetric: one debunkable stat can sink a great piece; the precisely-sourced account compounds trust.
(Depth: references/the-facts-framework.md.)
The 2026 verification crisis, attributed: CJR's 60%+ error rate across eight generative search tools; the
Columbia/Lancet audit (2.5M papers, ~12-fold fabrication surge, 1-in-277); the 111M-reference arXiv audit
(surge from mid-2024; spread into government reports and legal filings); the NeurIPS taxonomy (66% total
fabrications; 29% identifier hijacking); KPMG's 5-of-45 report; Stanford HAI's 17–34% hallucination on
purpose-built legal AI; 1,450+ court cases involving AI hallucinations; ECRI ranking AI-chatbot misuse the #1
health-tech hazard of 2026. Stable craft: the zombie-stat family (goldfish, misapplied Mehrabian), the source
hierarchy, and the strategic upside — sourced accounts win trust and AI citations (GEO). Attribute all;
verify-quarterly. Full detail: references/research-and-sourcing-2026-reality.md; the triage, citation
protocol, zombie autopsy, source log, attribution patterns, and worked examples:
references/protocols-and-templates.md.
references/scope-and-connections.md.)content-research-and-sourcing (this) = verifying a piece's substance · idea-generation-and-ideation = where ideas come from · data-and-original-research = creating original data + GEO (route there when no source exists) · quote-cards-and-text-graphics = quote-card accuracy rules (this feeds verified quotes) · infographic-and-data-viz = honest charts · before-after-and-transformation = results-claim compliance · trend-jacking / the trend skills = compressed-protocol speed contexts (verify before amplifying).
Reads first: brand-profile + the piece's format skill. Consumes: drafts from any content skill, AI research output (tested hard), inherited stats (re-checked). Feeds: every format skill, quote-cards-and-text-graphics, infographic-and-data-viz, email-and-newsletter, the source log to content-calendar. Publishes via: the verified piece → scheduling-and-queue → WoopSocial. Measure with: zero corrections + source-log reuse
A piece whose claim stack survived contact with its sources: load-bearing claims inventoried and triaged, each traced past the aggregators to a primary source that exists, resolves honestly, and actually says the thing (AI-supplied citations run through the full protocol — existence, honest link, content, currency — with identifier hijacking checked), freshness and context verified (no zombies, no retractions, no Mehrabian-class misapplication), unverifiable claims reframed as owned observations, honest questions, or routed to data-and-original-research (never dressed as research), attribution shipped on the post itself (in-line, in-graphic, linked per platform) with a maintained source log, the YMYL bar held where health or money is touched, and verification completed before scheduling; the agent verifying only what it could access, the human closing the gap, and WoopSocial publishing the sourced piece; no invented studies, fabricated quotes, fabricated logs, or laundered retractions; and correctly distinguished from idea-generation, data-and-original-research, quote-cards, and infographic-and-data-viz.
© social-media-skills, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
SKILL.md and 5 other files (references) in skills/content-research-and-sourcing of social-media-skills/skills.
Open the folder on GitHubat commit 6e30eeb
Content Research And Sourcing 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 |
|---|---|---|---|---|---|---|
| Content Research And Sourcing this skillsocial-media-skills/skills | 134 | — | ~2.1k | Automated safety check: Pass | MIT | |
| Peer ReviewK-Dense-AI/claude-scientific-writer | 2.4k | 2 repos | ~3.1k | Automated safety check: Notes | MIT | |
| Manuscript Writing Reviewlabarba/sciwrite | 852 | — | ~2.4k | Automated safety check: Pass | CC-BY-4.0 | |
| Research SurveyEvoScientist/EvoSkills | 478 | 3 repos | ~2.5k | Automated safety check: Pass | Apache-2.0 | |
| Paper NavigatorEvoScientist/EvoSkills | 478 | — | ~6.3k | Automated safety check: Notes | Apache-2.0 | |
| Paper NavigatorAI4Scientist/nano-scientist | 128 | — | ~7.7k | Automated safety check: Notes | None |
K-Dense-AI/claude-scientific-writer
Prepare evidence-bounded, constructive peer-review drafts and structured manuscript assessments.
labarba/sciwrite
A skill your agent uses when asked to review, edit, or improve the writing quality of a scientific or engineering manuscript.
EvoScientist/EvoSkills
Generates structured literature survey reports from collected papers using a multi-stage pipeline: outline generation (query-type adaptive) → draft survey → section-by-section expansion → summary…
EvoScientist/EvoSkills
Find and read academic papers (S2 + arXiv). An agent skill from EvoScientist/EvoSkills.
AI4Scientist/nano-scientist
Find and read academic papers: disambiguate queries, discover papers (search, citation traversal, recommendations, arXiv monitoring, trending, GitHub search), evaluate (TLDR, citations, code, SOTA)…
OpenMinis/MinisSkills
Score a claim against the evidence behind it. An agent skill from OpenMinis/MinisSkills.
social-media-skills/skills
The AI image-editing router — inpainting/object removal, background removal, upscaling, outpainting, old-photo restoration, and retouch, routed task-first to the right engine.
social-media-skills/skills
The AI music + sound-design skill for social -- original/licensed audio beds and sound design for Reels/TikToks/Shorts/videos.
social-media-skills/skills
A skill your agent uses to get a brand and its content CITED and RECOMMENDED by AI answer engines — the GEO (Generative Engine Optimization) / AI-search-visibility skill.
social-media-skills/skills
The model-agnostic AI-video router and brief — the counterpart to image-prompt.
social-media-skills/skills
The AI narration / voiceover mini-skill (ElevenLabs-led). An agent skill from social-media-skills/skills.
social-media-skills/skills
Social media analytics and reporting — read native platform data honestly and turn it into next actions.
Categories
The research-and-sourcing craft — verify the substance of a piece before it publishes: trace stats to primary sources, kill zombie stats, catch AI-hallucinated citations, and attribute properly on…. Content Research And Sourcing is an agent skill from social-media-skills/skills. The research-and-sourcing craft — verify the substance of a piece before it publishes: trace stats to primary sources, kill zombie stats, catch AI-hallucinated citations, and attribute properly on social.
Content Research And Sourcing fits situations like: someone has a stat-heavy draft to make publish-ready; wants to check if a viral statistic is real; asks how to cite sources; used AI research output.
Run `npx skills add social-media-skills/skills --skill content-research-and-sourcing -a claude-code`. Or copy the skill folder (skills/content-research-and-sourcing in social-media-skills/skills) into .claude/skills/content-research-and-sourcing in your project. Claude Code loads it when a task matches its description.
Run `npx skills add social-media-skills/skills --skill content-research-and-sourcing -a codex`. Or copy the skill folder (skills/content-research-and-sourcing in social-media-skills/skills) into .agents/skills/content-research-and-sourcing 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 social-media-skills/skills --skill content-research-and-sourcing -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/content-research-and-sourcing, .gemini/skills/content-research-and-sourcing, .github/skills/content-research-and-sourcing and .opencode/skills/content-research-and-sourcing in your project.
SKILL.md names no scripts, command-line tools or credentials: Content Research And Sourcing 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.
Content Research And Sourcing is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 2.1k tokens (SKILL.md is roughly 8.3k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full. Its references folder adds about 3.2k tokens, read only when the agent opens those files.
Skills that share tags, products or a category with Content Research And Sourcing: Peer Review (K-Dense-AI/claude-scientific-writer, 2.4k stars), Manuscript Writing Review (labarba/sciwrite, 852 stars), Research Survey (EvoScientist/EvoSkills, 478 stars) and Paper Navigator (EvoScientist/EvoSkills, 478 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
social-media-skills (a GitHub organization) maintains it in social-media-skills/skills, which has 134 GitHub stars. The repository holds 106 skills in this directory. The repository was last updated on October 1, 2026.
Source: social-media-skills/skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.