Market Ingest
ruvnet/ruflo
Ingest and normalize market data into OHLCV vectors with HNSW indexing
Fetch and normalize supported source-tutorial inputs into local, traceable text artifacts.
No licenceAuto-check passed
Install Source Ingest
$ npx skills add WILLOSCAR/research-units-pipeline-skills --skill source-ingest -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install WILLOSCAR/research-units-pipeline-skills source-ingest --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/source-ingest .claude/skills/source-ingest && 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 "source-ingest" agent skill from https://github.com/WILLOSCAR/research-units-pipeline-skills/tree/main/.codex/skills/source-ingest into .claude/skills/source-ingest/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "source-ingest", 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/source-ingestType 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 source-ingest -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install WILLOSCAR/research-units-pipeline-skills source-ingest --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/source-ingest .agents/skills/source-ingest && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "source-ingest" agent skill from https://github.com/WILLOSCAR/research-units-pipeline-skills/tree/main/.codex/skills/source-ingest into .agents/skills/source-ingest/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "source-ingest", 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 source-ingest -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install WILLOSCAR/research-units-pipeline-skills source-ingest --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/source-ingest .cursor/skills/source-ingest && 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 "source-ingest" agent skill from https://github.com/WILLOSCAR/research-units-pipeline-skills/tree/main/.codex/skills/source-ingest into .cursor/skills/source-ingest/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "source-ingest", 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/source-ingest--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 source-ingest -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install WILLOSCAR/research-units-pipeline-skills source-ingest --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/source-ingest .gemini/skills/source-ingest && 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 "source-ingest" agent skill from https://github.com/WILLOSCAR/research-units-pipeline-skills/tree/main/.codex/skills/source-ingest into .gemini/skills/source-ingest/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "source-ingest", 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 source-ingestInstalls 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 source-ingest -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/source-ingest .github/skills/source-ingest && 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 "source-ingest" agent skill from https://github.com/WILLOSCAR/research-units-pipeline-skills/tree/main/.codex/skills/source-ingest into .github/skills/source-ingest/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "source-ingest", 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 source-ingest -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 source-ingest --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/source-ingest .opencode/skills/source-ingest && 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 "source-ingest" agent skill from https://github.com/WILLOSCAR/research-units-pipeline-skills/tree/main/.codex/skills/source-ingest into .opencode/skills/source-ingest/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "source-ingest", 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
source-ingest- GitHub stars
- 513
- Token cost
- ~470 tokens
- SKILL.md length
- 184 words
- Files
- 2 (incl. scripts)
- Skills in repo
- 107
- Repo updated
- First seen
- Licence
- None found
At a glance
Fetch and normalize supported source-tutorial inputs into local, traceable text artifacts.
- SKILL.md covers Triggers & routing, Inputs, Outputs and Supported kinds, plus 3 more sections
- Runs Python scripts from its folder; calls uv
What it does
Source Ingest is an agent skill from WILLOSCAR/research-units-pipeline-skills. Fetch and normalize supported source-tutorial inputs into local, traceable text artifacts.
Its SKILL.md is about 470 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`).
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…
Example prompts
- “/source-ingest”
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
Source Ingest loads about 470 tokens when it runs. Until then it costs about 26 tokens; SKILL.md has 184 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 184 words (~470 tokens).
“Goal: normalize mixed source inputs into local tutorial-ready text while preserving provenance.”
- name
- source-ingest
Files
SKILL.md and 1 other file (scripts) in .codex/skills/source-ingest of WILLOSCAR/research-units-pipeline-skills.
- SKILL.md
- scripts/run.py
Open the folder on GitHubat commit c92912a
Compare with similar skills
Source Ingest 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 |
|---|---|---|---|---|---|---|
| Source Ingest this skillWILLOSCAR/research-units-pipeline-skills | 513 | — | ~470 | Automated safety check: Pass | None | |
| Market Ingestruvnet/ruflo | 74k | — | ~529 | Automated safety check: Notes | MIT | |
| Wiki Ingestpaperclipai/paperclip | 99k | — | ~933 | Automated safety check: Pass | MIT | |
| Persona Customer Supportgoogleworkspace/cli | 31k | — | ~303 | Automated safety check: Pass | Apache-2.0 | |
| TutorialQ00/ouroboros | 6.2k | — | ~1.6k | Automated safety check: Pass | MIT | |
| Customer Support Agentmastra-ai/mastra | 29k | — | ~2.2k | Automated safety check: Pass | Custom licence |
Similar skills
Wiki Ingest
paperclipai/paperclip
A skill your agent uses when an operation issue asks to ingest a captured raw/ source into the LLM Wiki, or the user says "ingest <slug".
Persona Customer Support
googleworkspace/cli
Manage customer support — track tickets, respond, escalate issues.
Tutorial
Q00/ouroboros
Interactive tutorial teaching Ouroboros hands-on. An agent skill from Q00/ouroboros.
Customer Support Agent
mastra-ai/mastra
Authoring playbook for building agents that triage and reply to customer messages — support tickets, email inquiries, chat questions, refund requests, or product issues.
Search Input
thedaviddias/Front-End-Checklist
A skill your agent uses when reviewing templates, rendered HTML, or shared components related to Make search inputs accessible.
More from WILLOSCAR/research-units-pipeline-skills
All 107 skills in this repoAppendix Table Writer
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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
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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
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Build a retrieval-informed chapter skeleton (outline/chapterskeleton.yml) from taxonomy/core scope before stable H3 decomposition.
Dedupe Rank
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A skill your agent uses when a broad paper candidate pool needs deterministic deduplication and a stable core set.
Questions about Source Ingest
What does Source Ingest do?
Fetch and normalize supported source-tutorial inputs into local, traceable text artifacts. Source Ingest is an agent skill from WILLOSCAR/research-units-pipeline-skills. Fetch and normalize supported source-tutorial inputs into local, traceable text artifacts.
How do I install Source Ingest in Claude Code?
Run `npx skills add WILLOSCAR/research-units-pipeline-skills --skill source-ingest -a claude-code`. Or copy the skill folder (.codex/skills/source-ingest in WILLOSCAR/research-units-pipeline-skills) into .claude/skills/source-ingest in your project. Claude Code loads it when a task matches its description.
How do I install Source Ingest in Codex?
Run `npx skills add WILLOSCAR/research-units-pipeline-skills --skill source-ingest -a codex`. Or copy the skill folder (.codex/skills/source-ingest in WILLOSCAR/research-units-pipeline-skills) into .agents/skills/source-ingest in your project. Codex loads it when a task matches its description.
Can I use Source Ingest 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 source-ingest -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/source-ingest, .gemini/skills/source-ingest, .github/skills/source-ingest and .opencode/skills/source-ingest in your project.
What does Source Ingest need to run?
Going by SKILL.md and its folder, Source Ingest needs Python for the scripts in its folder and the command-line tools its instructions call (uv). Our summary lists: Python 3.
Does Source Ingest 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 Source Ingest 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 Source Ingest use?
No licence was found for Source Ingest or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.
How many tokens does Source Ingest use?
About 470 tokens (SKILL.md is roughly 1.9k 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 Source Ingest?
Skills that share tags, products or a category with Source Ingest: Market Ingest (ruvnet/ruflo, 74k stars), Wiki Ingest (paperclipai/paperclip, 99k stars), Persona Customer Support (googleworkspace/cli, 31k stars) and Tutorial (Q00/ouroboros, 6.2k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Source Ingest?
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.