Getting it into your agent
One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.
npx skills add ZhixiangLuo/10xProductivity --skill colleague-distillationgit clone --depth 1 https://github.com/ZhixiangLuo/10xProductivityWrote this? Show the measurements
A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.
[](https://agentmods.dev/skills/zhixiangluo/10xproductivity/colleague-distillation)<a href="https://agentmods.dev/skills/zhixiangluo/10xproductivity/colleague-distillation"><img src="https://agentmods.dev/badge/skills/zhixiangluo/10xproductivity/colleague-distillation/github.svg" alt="Measured on agentmods" height="20"></a>Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.
<a href="https://agentmods.dev/skills/zhixiangluo/10xproductivity/colleague-distillation"><img src="https://agentmods.dev/badge/skills/zhixiangluo/10xproductivity/colleague-distillation.svg" alt="Reviewed on agentmods" width="80" height="20"></a>- NVIDIA SkillSpector warn
SkillSpector: 2 findings, up to medium
These are SkillSpector’s own severities. On a checked sample its high-severity flags on skills were ~96% false positives — a documented command, a public API, a “never do X” rule — so we show them as a caution to read, not a verdict. Why →
- medium Agent Snooping · line 38 Skill enumerates or reads other installed skills. Access to other skills' SKILL.md files or the skills directory reveals prompt instructions, capabilities, and secrets that should be invisible to peer skills.Fix: Remove all code or instructions that list or read other skills' files or directories. Skills should operate independently; cross-skill access is a privilege escalation.
- medium Agent Snooping · line 39 Skill enumerates or reads other installed skills. Access to other skills' SKILL.md files or the skills directory reveals prompt instructions, capabilities, and secrets that should be invisible to peer skills.Fix: Remove all code or instructions that list or read other skills' files or directories. Skills should operate independently; cross-skill access is a privilege escalation.
What it costs to keep this loaded
Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.00104 | $0.02155 |
| Opus 5 | $0.00052 | $0.01077 |
| Sonnet 5 | $0.00021 | $0.00431 |
| Haiku 4.5 | $0.00010 | $0.00215 |
Grade A, and why
colleague-distillation scanned grade A with 1 finding against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 13d ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Makes network callslowCapability
Not a fault in itself. Listed so you know the mod talks to something, and to what.
4. **Credentials:** `source` or load **`$TENX_PRIVATE_DIR/.env`** (or project `.env`) before `curl` / scripts. Never commit secrets. How it starts
The opening of the file, as written. The whole thing — 191 lines — stays where its author put it; the contents beside it link to each section on GitHub.
10xProductivity skill: This file is the Claude Code entry point for colleague distillation when working in this repo.
Colleague distillation (tool-backed)
Purpose
Produce a colleague skill: structured work knowledge (systems, standards, review style) plus persona (tone, decisions, interpersonal habits), using APIs and search already wired in tool_connections / 10xProductivity — not hand-pasted exports.
Output layout matches the open colleague-skill convention so results can coexist with that generator:
colleagues/{slug}/work.mdcolleagues/{slug}/persona.mdcolleagues/{slug}/meta.jsoncolleagues/{slug}/SKILL.md(merged invocable skill)
Optional: Clone colleague-skill for its prompts/work_analyzer.md, persona_analyzer.md, work_builder.md, persona_builder.md if you want identical extraction templates; this skill defines what to fetch and where to write.
Prerequisites
- Load the relevant 10xProductivity connection docs under
tool_connections/and any allowed private recipes under$TENX_PRIVATE_DIR/personal/. - Load
$TENX_PRIVATE_DIR/verified_connections.md— only call tools listed there (or documented in10xProductivity/tool_connections//personal/). - For Jira, use the verified Jira connection documentation and recipes in this repo.
- Credentials:
sourceor load$TENX_PRIVATE_DIR/.env(or project.env) beforecurl/ scripts. Never commit secrets.
Cursor vs Claude Code
| Environment | Where to put generated files | How this skill is loaded |
|---|---|---|
| Cursor | Repo root: colleagues/{slug}/ |
.cursor/skills/colleague-distillation/SKILL.md |
| Claude Code | Same colleagues/{slug}/ under the active project |
.claude/skills/colleague-distillation/SKILL.md |
Use the same slug and folder layout in both; only the skill install path differs.
What this file has done since we first saw it
Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.
- 13d ago First seen · 191 lines · 104 tokens per session scan A 194f0a654404
colleague-distillation is a skill published in the GitHub repository ZhixiangLuo/10xProductivity (474 stars, last pushed 2mo ago), licensed MIT. It adds 104 tokens to every session and 2,155 once invoked, about $0.0005 per session on Opus 5. A static security scan graded it A with 1 finding (makes network calls). No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.
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