Knowledgebase
open-edge-platform/edge-ai-suites
Generic RAG query skill - Retrieve any information from the local knowledge base and generate structured reports, summaries, or Q&A responses.
Pre-ingestion verification for epistemic quality in RAG systems.
Install Clarity Gate
$ npx skills add sickn33/agentic-awesome-skills --skill clarity-gate -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install sickn33/agentic-awesome-skills clarity-gate --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/sickn33/agentic-awesome-skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/clarity-gate .claude/skills/clarity-gate && 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 "clarity-gate" agent skill from https://github.com/sickn33/agentic-awesome-skills/tree/main/skills/clarity-gate into .claude/skills/clarity-gate/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "clarity-gate", 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/sickn33/agentic-awesome-skills/tree/main/skills/clarity-gateType 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 sickn33/agentic-awesome-skills --skill clarity-gate -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install sickn33/agentic-awesome-skills clarity-gate --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/sickn33/agentic-awesome-skills.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/clarity-gate .agents/skills/clarity-gate && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "clarity-gate" agent skill from https://github.com/sickn33/agentic-awesome-skills/tree/main/skills/clarity-gate into .agents/skills/clarity-gate/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "clarity-gate", 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 sickn33/agentic-awesome-skills --skill clarity-gate -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install sickn33/agentic-awesome-skills clarity-gate --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/sickn33/agentic-awesome-skills.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/clarity-gate .cursor/skills/clarity-gate && 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 "clarity-gate" agent skill from https://github.com/sickn33/agentic-awesome-skills/tree/main/skills/clarity-gate into .cursor/skills/clarity-gate/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "clarity-gate", 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/sickn33/agentic-awesome-skills.git --path skills/clarity-gate--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 sickn33/agentic-awesome-skills --skill clarity-gate -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install sickn33/agentic-awesome-skills clarity-gate --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/sickn33/agentic-awesome-skills.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/clarity-gate .gemini/skills/clarity-gate && 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 "clarity-gate" agent skill from https://github.com/sickn33/agentic-awesome-skills/tree/main/skills/clarity-gate into .gemini/skills/clarity-gate/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "clarity-gate", 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 sickn33/agentic-awesome-skills clarity-gateInstalls 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 sickn33/agentic-awesome-skills --skill clarity-gate -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/sickn33/agentic-awesome-skills.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/clarity-gate .github/skills/clarity-gate && 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 "clarity-gate" agent skill from https://github.com/sickn33/agentic-awesome-skills/tree/main/skills/clarity-gate into .github/skills/clarity-gate/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "clarity-gate", 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 sickn33/agentic-awesome-skills --skill clarity-gate -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install sickn33/agentic-awesome-skills clarity-gate --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/sickn33/agentic-awesome-skills.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/clarity-gate .opencode/skills/clarity-gate && 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 "clarity-gate" agent skill from https://github.com/sickn33/agentic-awesome-skills/tree/main/skills/clarity-gate into .opencode/skills/clarity-gate/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "clarity-gate", 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
clarity-gate- GitHub stars
- 47k
- Used in
- 3 other repos
- Token cost
- ~709 tokens
- SKILL.md length
- 247 words
- Files
- 2 (incl. references)
- Skills in repo
- 1,497
- Repo updated
- First seen
- Licence
- CC-BY-4.0
At a glance
Pre-ingestion verification for epistemic quality in RAG systems.
- Tasks that involve Knowledge bases
- SKILL.md covers Detailed Guide, Critical Limitation, When to Use and What This Skill Does NOT Do
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
- Tasks that involve Retrieval-augmented generation
What it does
Clarity Gate is an agent skill from sickn33/agentic-awesome-skills. Pre-ingestion verification for epistemic quality in RAG systems. Ensures documents are properly qualified before entering knowledge bases. Produces CGD (Clarity-Gated Documents) and validates SOT (Source of Truth) files.
Its SKILL.md is about 710 tokens, which your agent loads only when the skill is triggered. The skill folder holds 2 other files, including reference files (for example `references/detailed-guide.md`).
It sits in Knowledge Management, covering Knowledge bases and Retrieval-augmented generation. The repository describes itself as: AAS Core is the local, agent-first control plane for complete catalog discovery, agent-owned selection, stack validation, and planning, backed by 2,400+ agentic skills. Includes… The licence is CC-BY-4.0.
When your agent uses it
- Tasks that involve Knowledge bases
- Tasks that involve Retrieval-augmented generation
Example prompts
- “/clarity-gate”
What it can do on your machine
Read from SKILL.md and the folder at commit b84d35a. 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
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.
Network
No URLs in SKILL.md.
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
Clarity Gate loads about 709 tokens when it runs, and up to ~6.4k if it reads all its reference files. Until then it costs about 58 tokens; SKILL.md has 247 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); files beside SKILL.md are not scanned.
SKILL.md
The full file from sickn33/agentic-awesome-skills at commit b84d35a, republished under its CC-BY-4.0 licence (© sickn33). 247 words, ~709 tokens.
Download SKILL.mdSave it as
.claude/skills/clarity-gate/SKILL.md (or your agent's skills folder). This skill also uses 1 other file; get the full folder from GitHub.- name
- clarity-gate
- description
- Pre-ingestion verification for epistemic quality in RAG systems. Ensures documents are properly qualified before entering knowledge bases. Produces CGD (Clarity-Gated Documents) and validates SOT (Source of Truth) files.
- risk
- critical
- source
- community
- date_added
- 2026-09-04
- version
- 2.1.3
- author
- Francesco Marinoni Moretto
- license
- CC-BY-4.0
- repository
- https://github.com/frmoretto/clarity-gate
- triggers
- clarity gate, check for hallucination risks, can an LLM read this safely, review for equivocation, verify document clarity, pre-ingestion check, cgd verify…
- capabilities
- document-verification, epistemic-quality, rag-preparation, cgd-generation, sot-validation
- spec_version
- 2.1
Clarity Gate v2.1
Purpose: Pre-ingestion verification system that enforces epistemic quality before documents enter RAG knowledge bases. Produces Clarity-Gated Documents (CGD) compliant with the Clarity Gate Format Specification v2.1.
Core Question: "If another LLM reads this document, will it mistake assumptions for facts?"
Core Principle: "Detection finds what is; enforcement ensures what should be. In practice: find the missing uncertainty markers before they become confident hallucinations."
Detailed Guide
Read the detailed guide before executing this skill. It retains the complete procedure and reference material. Treat its safety, prerequisites, and validation requirements as mandatory. For focused work, load the relevant sections; for end-to-end work, read the guide completely.
Critical Limitation
Clarity Gate verifies FORM, not TRUTH.
This skill checks whether claims are properly marked as uncertain—it cannot verify if claims are actually true.
Risk: An LLM can hallucinate facts INTO a document, then "pass" Clarity Gate by adding source markers to false claims.
Solution: HITL (Human-In-The-Loop) verification is MANDATORY before declaring PASS.
When to Use
- Before ingesting documents into RAG systems
- Before sharing documents with other AI systems
- After writing specifications, state docs, or methodology descriptions
- When a document contains projections, estimates, or hypotheses
- Before publishing claims that haven't been validated
- When handing off documentation between LLM sessions
What This Skill Does NOT Do
- Does not classify document types (use Stream Coding for that)
- Does not restructure documents
- Does not add deep links or references
- Does not evaluate writing quality
- Does not check factual accuracy autonomously (requires HITL)
© sickn33, CC-BY-4.0. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
Files
SKILL.md and 1 other file (references) in skills/clarity-gate of sickn33/agentic-awesome-skills.
- SKILL.md
- references/detailed-guide.md
Open the folder on GitHubat commit b84d35a
Used in 3 other repositories
We found 12 copies of this SKILL.md (exact, near-identical or edited) in other folders, from 3 other GitHub owners. This page covers the copy in sickn33/agentic-awesome-skills, which our catalogue first saw on October 9, 2026.
- lingxling/awesome-skills-cnantigravity-awesome-skills/skills/clarity-gateantigravity-awesome-skills/plugins/agentic-awesome-skills/skills/clarity-gate+1 more
- LeoYeAI/openclaw-master-skillsskills/clarity-gate
- henryalouf/ruflow.agents/skills/clarity-gate.agents/skills/antigravity-awesome-skills/skills/clarity-gate+4 more
Compare with similar skills
Clarity Gate 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 |
|---|---|---|---|---|---|---|
| Clarity Gate this skillsickn33/agentic-awesome-skills | 47k | 3 repos | ~709 | Automated safety check: Pass | CC-BY-4.0 | |
| Knowledgebaseopen-edge-platform/edge-ai-suites | 140 | — | ~900 | Automated safety check: Pass | Apache-2.0 | |
| Openloomimelandlabs/openloomi | 1k | — | ~835 | Automated safety check: Pass | Apache-2.0 | |
| AutoRAG LibrarianMarker-Inc-Korea/AutoRAG | 5.1k | — | ~2.1k | Automated safety check: Pass | MIT | |
| LLM Wikipraneybehl/llm-wiki-plugin | 118 | — | ~5.7k | Automated safety check: Pass | MIT | |
| Obsidian Wiki QueryAgriciDaniel/claude-obsidian | 15k | — | ~1.2k | Automated safety check: Pass | MIT |
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Related
Categories
Questions about Clarity Gate
What does Clarity Gate do?
Pre-ingestion verification for epistemic quality in RAG systems. Clarity Gate is an agent skill from sickn33/agentic-awesome-skills. Pre-ingestion verification for epistemic quality in RAG systems.
When should I use Clarity Gate?
Clarity Gate fits situations like: tasks that involve Knowledge bases; tasks that involve Retrieval-augmented generation.
How do I install Clarity Gate in Claude Code?
Run `npx skills add sickn33/agentic-awesome-skills --skill clarity-gate -a claude-code`. Or copy the skill folder (skills/clarity-gate in sickn33/agentic-awesome-skills) into .claude/skills/clarity-gate in your project. Claude Code loads it when a task matches its description.
How do I install Clarity Gate in Codex?
Run `npx skills add sickn33/agentic-awesome-skills --skill clarity-gate -a codex`. Or copy the skill folder (skills/clarity-gate in sickn33/agentic-awesome-skills) into .agents/skills/clarity-gate in your project. Codex loads it when a task matches its description.
Can I use Clarity Gate 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 sickn33/agentic-awesome-skills --skill clarity-gate -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/clarity-gate, .gemini/skills/clarity-gate, .github/skills/clarity-gate and .opencode/skills/clarity-gate in your project.
What does Clarity Gate need to run?
SKILL.md names no scripts, command-line tools or credentials: Clarity Gate is instructions for the agent only.
Does Clarity Gate access the network?
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.
Is Clarity Gate 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. Review the folder before installing.
What licence does Clarity Gate use?
Clarity Gate is published under the CC-BY-4.0 licence (declared in SKILL.md). It allows redistribution, so the full SKILL.md is shown on this page.
How many tokens does Clarity Gate use?
About 709 tokens (SKILL.md is roughly 2.8k 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 5.7k tokens, read only when the agent opens those files.
What are the alternatives to Clarity Gate?
Skills that share tags, products or a category with Clarity Gate: Knowledgebase (open-edge-platform/edge-ai-suites, 140 stars), Openloomi (melandlabs/openloomi, 1k stars), AutoRAG Librarian (Marker-Inc-Korea/AutoRAG, 5.1k stars) and LLM Wiki (praneybehl/llm-wiki-plugin, 118 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Clarity Gate?
sickn33 (a GitHub user) maintains it in sickn33/agentic-awesome-skills, which has 47,405 GitHub stars. The repository holds 1,497 skills in this directory. The repository was last updated on October 9, 2026.
Source: sickn33/agentic-awesome-skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.