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rag-retrieval
35 / 100 · High risk
Only if you trust the author. Some of what it can do is expected: a coding skill usually runs build and test commands.
By yonatangross/orchestkit (GitHub) · coding · 301 stars · scanned at commit 0d38e66
Retrieval-Augmented Generation patterns for grounded LLM responses. Use when building RAG pipelines, embedding documents, implementing hybrid search, contextual retrieval, HyDE, agentic RAG, multimodal RAG, query decomposition, reranking, or pgvector search.
Works with any agent that supports SKILL.md skills.
What this skill can do
Can call paid AI services billed to you
The author does not mention this.
Found in 6 places.
Show 3 more
Sends data to these websites: api.openai.com, api.anthropic.com, example.com
The author does not mention this. It runs automatically when the plugin is installed.
Found in 28 places.
Show 17 more
- plugins/ork/skills/rag-retrieval/rules/embeddings-models.md, line 14
from openai import OpenAI - plugins/ork/skills/rag-retrieval/rules/hyde-generation.md, line 21
from openai import AsyncOpenAI - plugins/ork/skills/rag-retrieval/scripts/rag-pipeline-template.ts, line 6
import OpenAI from 'openai' - plugins/ork/hooks/README.md, line 1510
(count unchanged at 175, 2026-08-30, #3322 sandbox posture): `pretool/bash/network-egress-guard` stands its ASK tier down when CC's own Bash sandbox is on with - plugins/ork/hooks/README.md, line 1530
(count unchanged at 171, 2026-08-22): `pretool/bash/network-egress-guard` false-positive fix (#3632). A quoted heredoc (`<<'SH' … SH`) writing a local script wa - plugins/ork/hooks/README.md, line 1548
(count unchanged, 2026-08-12): the compaction layer stopped reading fields nobody writes, and stopped writing a field CC reads as something else (#3321 claims 2 - plugins/ork/hooks/bin/telemetry-sync.mjs, line 88
const response = await fetch(url, { - plugins/ork/hooks/dist/lifecycle.mjs, line 21
`))}function So(t,e){if(!t)return!1;let n=le(e);return n?t.toLowerCase()===n.toLowerCase():!1}function Pl(){let t=null,e=process.env.ORK_HQ_TELEMETRY_URL;return - plugins/ork/hooks/dist/lifecycle.mjs, line 22
`)}catch{}Oo(t,e)}}import{existsSync as ip,readFileSync as cp}from"node:fs";function xn(){let t=U();if(!ip(t))return 0;try{let n=JSON.parse(cp(t,"utf-8")).tools - plugins/ork/hooks/dist/lifecycle.mjs, line 62
`,r=Ms();Og(r,n,"utf8").catch(()=>{g(Yn,"Failed to write telemetry event (non-blocking)")})}async function xe(){let t=Ms();try{let e=await Ls(t);if(e.size<=Ag)r - plugins/ork/hooks/dist/posttool.mjs, line 46
`))}function xo(e,t){if(!e)return!1;let n=ot(t);return n?e.toLowerCase()===n.toLowerCase():!1}function Ml(){let e=null,t=process.env.ORK_HQ_TELEMETRY_URL;return - plugins/ork/hooks/dist/posttool.mjs, line 101
`)}catch{}}function ms(e,t){let n=process.env[e];if(!n)return t;let r=parseFloat(n);return!Number.isFinite(r)||r<=0||r>=1?t:r}function Dm(){let e=Bn(),t=process - plugins/ork/hooks/dist/posttool.mjs, line 104
`,r=ws();rh(r,n,"utf8").catch(()=>{S(qn,"Failed to write telemetry event (non-blocking)")})}async function Yn(){let e=ws();try{let t=await Ts(e);if(t.size<=uh)r - plugins/ork/hooks/dist/posttool.mjs, line 112
`);break}return p()}function na(e,t){if(e===void 0||e===""||e==="*")return!0;if(/^[\w|-]+$/.test(e))return e.split("|").includes(t);try{return new RegExp(e).tes - plugins/ork/hooks/dist/pretool.mjs, line 68
`).filter(Boolean),i=Su(),s=Qr(o,e).length;if(e&&s>=i)return`Context7 session limit reached (${i} queries this session). Rely on already-fetched documentation o - plugins/ork/hooks/dist/pretool.mjs, line 70
`,{flag:"a"})}catch{}}var no=200,Xt=1e3,Vt=20,Cu=new Set(["person","project","technology","concept","tool","pattern","decision","preference","workflow","organiz - plugins/ork/hooks/dist/pretool.mjs, line 74
`))}function po(t,e){if(!t)return!1;let n=ne(e);return n?t.toLowerCase()===n.toLowerCase():!1}function ol(){let t=null,e=process.env.ORK_HQ_TELEMETRY_URL;return
and 8 more places
Reads your saved credentials, such as SSH keys or .env files
The author does not mention this. It runs automatically when the plugin is installed.
Found in 7 places.
Show 4 more
- plugins/ork/settings.json, line 14
"Read(~/.netrc)", - plugins/ork/settings.json, line 15
"Read(~/.npmrc)", - plugins/ork/hooks/README.md, line 1562
(218 -> 219, global 152 -> 153, 2026-08-09): added `pretool/read/credential-read-guard`, the first PreToolUse hook on the Read tool that can deny. `src/settings - plugins/ork/hooks/dist/lifecycle.mjs, line 22
`)}catch{}Oo(t,e)}}import{existsSync as ip,readFileSync as cp}from"node:fs";function xn(){let t=U();if(!ip(t))return 0;try{let n=JSON.parse(cp(t,"utf-8")).tools
Downloads and installs other software
The author does not mention this. It runs automatically when the plugin is installed.
Found in 7 places.
Show 4 more
- plugins/ork/hooks/dist/permission.mjs, line 13
`)}catch{}}function ht(t,e,n,r){let o=dt(t,e);if(b(o))try{let s=$t(o,"utf8");if(j(s)===j(n))return l(r,`Rules file ${e} unchanged, skipping write`),!1}catch{}re - plugins/ork/hooks/dist/pretool.mjs, line 20
${s}`)}function Sr(t){let e=t.replace(/\\\s*[\r\n]+/g," ");if(/\n/.test(e))return!0;let n=Ot(t);if(/(?:&&|\|\||[|;])/.test(n))return!0;let r=_r(yr(t)),o=Xe(br(r - plugins/ork/hooks/dist/pretool.mjs, line 117
`);return e.log(kt,`Consolidated ${n.length} hooks into ${r}t`),x(o,t)}var nd="headless-defer",rd=["Bash(git push --force*)","Bash(git push -f*)","Bash(npm publ - plugins/ork/hooks/dist/setup.mjs, line 22
Run 'npm audit' or 'pip-audit' for full details.`;if(vt(r,S),e.log("dependency-version-check",g),u>0||f>0)return m(S,t)}else vt(r,"none"),e.log("dependency-vers
Changes files outside its own folder
The author does not mention this. It runs automatically when the plugin is installed.
Found in 1 place.
Runs commands on your computer
The author does not mention this. It runs automatically when the plugin is installed. Expected for a coding skill.
Found in 160 places.
Show 17 more
- plugins/ork/hooks/README.md, line 1556
(count unchanged, 2026-08-10): `posttool/bash/session-heartbeat-publisher` now tracks the persistent Bash shell's cwd, and `pretool/bash/git-validator`'s third - plugins/ork/hooks/README.md, line 1586
(count unchanged, 2026-07-24): pretool/bash network-egress-guard DENY tier is now QUOTE-AWARE (#3122). It scanned `normalizeSingle(raw)`, which strips quote cha - plugins/ork/hooks/bin/stop-uncommitted-check.mjs, line 23
import { execFileSync } from 'node:child_process'; - plugins/ork/hooks/bin/stop-uncommitted-check.mjs, line 83
const raw = execFileSync( - plugins/ork/hooks/dist/lifecycle.mjs, line 14
`)}catch{}}function Q(t,e,n,r){let o=pn(t,e);if(ft(o))try{let s=zr(o,"utf8");if(ut(s)===ut(n))return g(r,`Rules file ${e} unchanged, skipping write`),!1}catch{} - plugins/ork/hooks/dist/lifecycle.mjs, line 22
`)}catch{}Oo(t,e)}}import{existsSync as ip,readFileSync as cp}from"node:fs";function xn(){let t=U();if(!ip(t))return 0;try{let n=JSON.parse(cp(t,"utf-8")).tools - plugins/ork/hooks/dist/lifecycle.mjs, line 31
Run 'npm audit' or 'pip-audit' for full details.`;if(Tn(r,k),e.log("dependency-version-check",m),u>0||p>0)return O(k,t)}else Tn(r,"none"),e.log("dependency-vers - plugins/ork/hooks/dist/lifecycle.mjs, line 36
`).filter(Boolean).slice(-20),n=[];for(let r of e)try{n.push(JSON.parse(r))}catch{}return n}catch{return[]}}function Tf(t){let e=new Map,n=[];for(let r of t){if - plugins/ork/hooks/dist/lifecycle.mjs, line 50
`}function Od(){let t=process.env.CLAUDE_CONFIG_DIR||_e(_(),".claude");return _e(t,"rules")}function xd(t,e){let n=Kn(t);for(;Kn(n)!==n;){if(te(_e(n,".claude"," - plugins/ork/hooks/dist/lifecycle.mjs, line 67
`);return e.log(ot,`Merged ${n.length} messages from SessionEnd hooks`),{continue:!0,systemMessage:o}}var si=!1;function um(){si||(Pe(),si=!0)}async function ii - plugins/ork/hooks/dist/lifecycle.mjs, line 103
`)}`)}var ze=["ork","debt"].join("-"),Gh=String.raw`(?:\/\/|#|--|;|\/\*|\*)`,Jh=new RegExp(`${Gh}\\s*${ze}:\\s*(.+)`,"i"),dr=["bash","c","cc","cjs","cpp","cs"," - plugins/ork/hooks/dist/lifecycle.mjs, line 111
`);return e.log("post-compact-recovery",`Recovered context after compaction #${o.compactionCount} (${s.activeFiles?.length||0} files, ${s.activeTasks?.length||0 - plugins/ork/hooks/dist/lifecycle.mjs, line 121
Keep options to 2\u20134 to match picker affordances. Unset ORK_ASK_FALLBACK to restore picker mode once CC ships an upstream fix.`;function Kc(t,e=d){return pr - plugins/ork/hooks/dist/lifecycle.mjs, line 122
`))r.startsWith("worktree ")&&n.add(br(r.slice(9).trim()));return n}catch{return null}}function Yc(t,e=0){if(e>Hk)return!1;let n;try{n=Sr(t)}catch{return!1}for( - plugins/ork/hooks/dist/lifecycle.mjs, line 126
`),e.log(m_,`Flagged dead analytics writer(s): ${o.map(s=>s.name).join(", ")}`),l())}import{execSync as nn}from"node:child_process";import{createHash as x_}from - plugins/ork/hooks/dist/notification.mjs, line 3
import{execFileSync as ee,spawn as ut}from"node:child_process";import{basename as ne}from"node:path";function s(){return{continue:!0,suppressOutput:!0}}function - plugins/ork/hooks/dist/notification.mjs, line 7
${n}`;return ut("notify-send",["--",t,r],{stdio:"ignore",windowsHide:!0,detached:!0}).unref(),!0}catch{return!1}}async function at(t,e=g){if(process.env.ORK_NO_
and 140 more places
Safer alternatives
Low-risk skills in the same category (coding) that look related. Check that one does what you need.
Other copies in this repository
yonatangross/orchestkit has 1 more folder with a skill named rag-retrieval. This page shows the lowest-scoring copy.
Install
Paste this into your terminal. It downloads exactly the version we scanned, not whatever is newest.
if [ -e ~/.agents/skills/'rag-retrieval' ] || [ -L ~/.agents/skills/'rag-retrieval' ]; then echo 'A skill folder named rag-retrieval already exists — not replacing it' >&2; false; else d=$(mktemp -d) && git clone --quiet --filter=blob:none --no-checkout 'https://github.com/yonatangross/orchestkit' "$d" && git -C "$d" checkout --quiet '0d38e66123f2a4a70737bfae758df796070f07df' -- 'plugins/ork/skills/rag-retrieval' && mkdir -p ~/.agents/skills && cp -R "$d"/'plugins/ork/skills/rag-retrieval' ~/.agents/skills/'rag-retrieval' && rm -rf "$d"; fi
Codex reads ~/.agents/skills directly. For Claude Code, Cursor, Copilot, Gemini CLI, Antigravity or OpenCode, also link it. For Claude Code: ln -s ~/.agents/skills/'rag-retrieval' ~/.claude/skills/'rag-retrieval' (other agents: ~/.cursor/skills, ~/.copilot/skills, ~/.gemini/skills, ~/.gemini/config/skills, ~/.config/opencode/skills). Or install through the finder skill, which does both.
Badge for your README
The badge for yonatangross/orchestkit shows the score of its lowest-scoring skill.
[](https://zalavijaysinh.github.io/skilltrust/repos/yonatangross/orchestkit/)
Score history
| Date | Version | Score |
|---|
| 2026-11-10 | 0d38e66 | 35 |
| 2026-11-07 | caa5346 | 90 |