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Method, not vibes

Claude Skills for Research: Method Instead of Confident Guessing

July 20268 min readFor anyone who cites sources

Ask Claude to "research" something and you get an answer shaped like research: confident, structured, plausible. Whether it is grounded depends entirely on how carefully you phrased the request that day. A research skill removes that dependency by encoding the method — how to search, how to source, when to admit uncertainty — so the procedure runs the same way every time.

The problem a research skill solves

Language models are fluent, and fluency is indistinguishable from rigor when you are reading quickly. The specific failures are well known: a citation that looks perfect and does not exist, a confident summary of a paper the model never opened, a single source treated as consensus, and a conclusion that quietly matches whatever the question implied.

None of these are fixed by asking nicer. They are fixed by a process — and a skill is where a process lives. A skill is a folder at .claude/skills/<name>/SKILL.md whose description tells Claude when to load it and whose body tells Claude how to work.

What goes inside a research skill

A search protocol. Do not answer from memory. Search, retrieve, and read before writing. State the queries used, so the search itself can be criticized. Where a primary source exists, go to it rather than to an article about it.

A sourcing rule with teeth. Every factual claim carries a link or a document reference. Anything that cannot be sourced is labelled explicitly as unverified rather than quietly folded into the prose. A citation may only be written from a source actually retrieved — never reconstructed from memory, which is exactly how fabricated references get born.

Permission to find nothing. The most valuable line in any research skill is the one authorizing "the evidence here is thin" as a complete answer. Without it, a model asked for five supporting studies will produce five, because producing five is the task it was given.

A disagreement rule. Where sources conflict, report the conflict. Do not average two contradictory findings into a smooth paragraph that represents neither.

An output format. Claim, evidence, source, confidence. Structure that makes a weak claim look weak instead of letting it hide inside an elegant sentence.

Skills worth having in a research setup

Literature review. Search, screen by relevance, extract method and finding and limitation from each paper, then synthesize — noting where the field agrees and where it does not. The extraction step matters: a table of methods and findings is auditable, whereas a flowing summary is not.

Source evaluation. Who published this, who funded it, how large was the sample, was it peer reviewed, is it primary or secondary? Applied consistently rather than when you happen to remember.

Document processing. Research arrives as PDFs. Extracting text, tables, and figures reliably — including from scans that need OCR — is a solved problem if you have the right skill. See our guide to Claude skills for PDF.

Citation formatting. APA, MLA, Chicago, or your journal's house style, applied automatically and consistently. Unglamorous, and it removes an entire category of tedious final-pass corrections.

Red-teaming your own conclusion. The skill that argues against you: what would have to be true for this conclusion to be wrong, what evidence would falsify it, what the strongest counterargument is. Run it before you publish, not after a reviewer does it for you.

Beyond academia

The same architecture serves market research, competitive analysis, technical evaluation, and due diligence. The claim–evidence–source–confidence structure is exactly what a competitor teardown or a build-versus-buy memo needs; only the sources change. If you are doing that kind of work, our guide for marketers covers the research workflows that show up in growth teams.

What a skill will not do

It will not make Claude a reliable narrator of things it did not read, and it will not eliminate your responsibility to verify. What it does is make failures visible: a claim without a source is now conspicuously missing a source instead of blending in. That is the honest promise, and it is worth a lot more than a skill that claims to eliminate hallucination.

Verify the skill loads before you rely on it — ask Claude which skills are available, then make a normal research request and watch for it. The free SKILL.md validator catches the frontmatter errors that make skills silently invisible.

Research, documents, and analysis in one library: ClaudeThings ships 103 skills — including document processing, source evaluation, and analysis workflows — with 89 agents and 181 commands. See the kits →

FAQ

Will a research skill stop fake citations? +
It makes them far less likely by requiring that every citation come from a source actually retrieved, and that unverifiable claims be labelled. It does not remove your obligation to check the important ones.
Do I need web access for research skills to work? +
For anything current, yes — a skill is a method, not a knowledge source. Pair it with search or with local documents so there is something real to read.
Can a research skill work over my own files? +
Yes, and it is one of the best uses: point it at a folder of papers, reports, or transcripts and the same claim–evidence–source discipline applies, with your documents as the evidence base.

Keep reading

Claude Skills for PDF

Papers and reports arrive as PDFs — this is how you process them.

Read →

Claude Skills for Studying

The learning-side companion to the research workflow.

Read →

10 Prompting Techniques for Claude

The prompt-level habits that make research output better.

Read →
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