research-with-sources

research-with-sources is a skill for Claude Code, Codex from inkeep/open-knowledge. It costs 136 tokens per session (5,013 once invoked), scanned A, original, GPL-3.0.

A workflow for researching a topic against saved sources and writing a draft article in a knowledge base. It stores the work under the project's research/ folder.

In plain words
What is it for?
Use it to investigate a topic, compare options, gather evidence, synthesise sources, or expand an existing research document.
Why use it?
It keeps evidence and source material connected to the draft, making research easier to review and extend later.

Skill for Claude CodeCodex

Which agent this was written for is unclear — body not stored (licence); the path alone says nothing.

Good fit Use it to investigate a topic, compare options, gather evidence, synthesise sources, or expand an existing research document.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/inkeep/open-knowledge/research
About the project

OpenKnowledge is a markdown editor and local knowledge-base application for writing wikis, notes, specifications, and reports. People use it through desktop, web, or command-line interfaces to edit documents, search and link knowledge, and work with AI coding agents. The catalogue entries provide skills and instructions for using its knowledge-management and agent integrations.

inkeep/open-knowledge · 4,635 stars · on GitHub · openknowledge.ai

Install

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.

Any agent
npx skills add inkeep/open-knowledge --skill research
Clone the repo
git clone --depth 1 https://github.com/inkeep/open-knowledge

Made for: Claude Code, Codex.

Wrote 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.

agentmods badge for research-with-sources

README.md
[![agentmods](https://agentmods.dev/badge/skills/inkeep/open-knowledge/research/github.svg)](https://agentmods.dev/skills/inkeep/open-knowledge/research)
Your own site
<a href="https://agentmods.dev/skills/inkeep/open-knowledge/research"><img src="https://agentmods.dev/badge/skills/inkeep/open-knowledge/research/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.

agentmods 80×15 button for research-with-sources

Your own site · 80×15
<a href="https://agentmods.dev/skills/inkeep/open-knowledge/research"><img src="https://agentmods.dev/badge/skills/inkeep/open-knowledge/research.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 136 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 5,013 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 1 finding. A grade says what 26 rules found in the file — not that it is safe. Third-party audits
  • NVIDIA SkillSpector warn 7 Sept 2026
SkillSpector: 1 finding, 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 Excessive Agency · line 34
    Skill enables autonomous high-impact decisions without human-in-the-loop verification. Critical operations (destructive commands, financial transactions, data deletion) should require explicit user confirmation.
    Fix: Add human-in-the-loop confirmation for destructive, irreversible, or high-impact operations. Never auto-execute commands that modify files, send data, or alter system state.
How audits are shown
Origin unknown No closer match found in the catalogue.
Token cost

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.

ModelPer sessionOnce invoked
Fable 5.1 $0.00136 $0.05013
Opus 5.5 $0.00054 $0.02005
Sonnet 5.5 $0.00027 $0.01003
Haiku 4.5 $0.00014 $0.00501

Measured 5d ago against content hash acdb87ed61a8, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

research-with-sources 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 5d 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.

- If a fetch returns an obvious *summary* instead of the raw bytes (some LLM-backed fetch tools do this), note it and try a raw alternative (`curl -sL <url>`, or ask the user to paste).
packages/server/assets/skills/packs/knowledge-base/research/SKILL.md · 381 lines

The source is not reproduced here

Licensed GPL-3.0

The repository is licensed GPL-3.0, which this catalogue does not treat as permission to reproduce the file. Read it at the source.

Read it on GitHub

Changes

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.

  1. 5d ago Changed acdb87ed61a8
  2. 1mo ago First seen · 381 lines · 136 tokens per session scan A 4161b1bf2df6

Subscribe to this mod's changes

research-with-sources is a skill published in the GitHub repository inkeep/open-knowledge (4,635 stars, last pushed today), licensed GPL-3.0. It adds 136 tokens to every session and 5,013 once invoked, about $0.0005 per session on Opus 5.5. 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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