firecrawl-research-index

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🇺🇸

Original

English

🇨🇳

Translation

Chinese

firecrawl research

Find the papers that answer a research query. When in doubt, return the relevant set (most relevant first) rather than one hit.

查找能回答研究问题的论文。若不确定，返回相关论文集（按相关性从高到低排序）而非单篇论文。

Quick start

快速开始

bash

mkdir -p .firecrawl
firecrawl research search-papers "CRISPR base editing off-target effects" \
  --limit 20 -o .firecrawl/papers.json --json
jq -r '.results[] | .primaryId, .title' .firecrawl/papers.json

Run

firecrawl research <subcommand> --help

for flags. MCP arguments use

paperId

, not

id

A successful

search-papers

response is

{success, results}

. Each hit carries

paperId

primaryId

(

pmid:

pmcid:

doi:

, or

arxiv:

ids

title

abstract

, and

score

Done when: the answer is a cited paper set (or the one named paper), each kept or dropped against a verified constraint, with

search-papers

as the first move unless the query already named an id.

bash

mkdir -p .firecrawl
firecrawl research search-papers "CRISPR base editing off-target effects" \
  --limit 20 -o .firecrawl/papers.json --json
jq -r '.results[] | .primaryId, .title' .firecrawl/papers.json

运行

firecrawl research <subcommand> --help

查看可用参数。MCP 参数使用

paperId

，而非

id

。

search-papers

命令执行成功后会返回

{success, results}

。每条结果包含

paperId

、

primaryId

（格式为

pmid:

、

pmcid:

、

doi:

或

arxiv:

）、

ids

、

title

、

abstract

和

score

。

完成标志： 答案为经过验证筛选后的引用论文集（或指定的单篇论文），除非查询已指定论文ID，否则第一步需执行

search-papers

命令。

Tips

技巧

```
search-papers
```
is the first move. If results look thin or all-alike, re-run with a different framing (sibling domain, rival method, dataset/benchmark name).
```
related-papers
```
needs
```
--intent
```
.
```
mode=similar
```
for siblings,
```
citers
```
for who builds on the seeds,
```
references
```
for what they build on.
```
inspect-paper
```
is metadata for one id.
```
read-paper
```
is in-body passages for one constraint (sample size, method, affiliation). Use it to rule a paper out, not to gatekeep.
```
search --categories research
```
is a website filter. It returns pages from academic domains, not paper records in this index.
Named paper ("the Qwen3 report") → one
```
search-papers
```
. Method / family / "papers that do X" → expand with
```
related-papers
```
and keep neighbors.
Superlative / leaderboard questions live on the web:
```
firecrawl search
```
/
```
firecrawl scrape
```
, then
```
search-papers
```
each top entry.
PubMed, bioRxiv, and medRxiv are the largest part of the corpus. Do not send a biomedical query to the open web on the assumption the index is arXiv-only.

第一步执行
```
search-papers
```
。若结果数量少或同质化严重，更换查询框架（如相关领域、替代方法、数据集/基准名称）重新运行。
```
related-papers
```
命令需要指定
```
--intent
```
参数。
```
mode=similar
```
用于查找相似论文，
```
citers
```
用于查找引用该论文的文献，
```
references
```
用于查找该论文引用的文献。
```
inspect-paper
```
用于查询单篇论文的元数据。
```
read-paper
```
用于提取单篇论文中符合特定约束条件的内容片段（如样本量、研究方法、机构归属）。该命令用于排除不符合要求的论文，而非作为准入门槛。
```
search --categories research
```
是网站过滤器，返回学术领域的网页，而非本索引中的论文记录。
若查询指定论文（如“the Qwen3 report”），执行一次
```
search-papers
```
即可。若查询方法/系列/“做X的论文”，则需使用
```
related-papers
```
扩展结果并筛选相关论文。
关于最优结果/排行榜的问题需通过网页检索：先执行
```
firecrawl search
```
/
```
firecrawl scrape
```
，再对每个顶级条目执行
```
search-papers
```
。
PubMed、bioRxiv和medRxiv是语料库中占比最大的部分。请勿假设本索引仅包含arXiv内容，将生物医学查询发送至开放网页检索。

另请参阅

firecrawl-search — web pages, including
```
search --categories research
```
firecrawl-scrape — leaderboards and other non-paper pages
firecrawl-developer-index — issues, PRs, READMEs, and docs

firecrawl-search — 网页检索，包括
```
search --categories research
```
功能
firecrawl-scrape — 抓取排行榜及其他非论文类网页
firecrawl-developer-index — 检索问题、PR、README及文档

firecrawl-research-index

Original

Translation

firecrawl research

firecrawl research

Quick start

快速开始

Tips

技巧

See also

另请参阅