10 actions in 10 pieces of software · ranked by words, meaning and measured trust · 887 ms
skillcursor/pluginsrecord
- principle-minimize-reader-load
Apply when reviewing or shaping code that's hard to trace. Count layers between question and answer, and hidden state in the reader's head; collapse one-caller wrappers and shrink mutable scope.
- principle-minimize-reader-load
skillyuan1z0825/nature-skillsrecord
- nature-reader
Create source-grounded Chinese-English paper readers with aligned text, figures, tables, and equations. Use for 全文翻译、中英文对照、论文精读 or source-linked questions about a paper; respect a requested excerpt or question without generating a full reader.
- nature-reader
skillhaowjy/creative-writing-skillsrecord
- reader-sim
Read as a specified first-time reader persona and report the felt experience. Use for skill-only workflows when a draft needs persona-bound reader-response signal instead of analytical critique.
- reader-sim
APIrecord
- readerrevenuesubscriptionlinking.publications.readers.get
Gets a reader of a publication.
- readerrevenuesubscriptionlinking.publications.readers.get
skillaevatarAI/aevatar-agent-frameworkrecord
- file-reader
Read a small snippet of a text file using file_read.
- file-reader
- 6Medium Reader MCPfound in code, not yet checkedno passport yet
MCP serverwkbaran/medium-reader-mcp
- clap
- 7mcp-readerfound in code, not yet checkedno passport yet
MCP servermarco-jardim/mcp-reader
- reader_warmup
Warm up the internal ReaderClient (start browser core) to reduce first-call latency.
- reader_warmup
- 8lft-readerfound in code, not yet checkedno passport yet
- check_reader_health
Check whether the lateral flow reader service is up and its models loaded.
- check_reader_health
- 9io.github.AIMento/lean-readerfound in code, not yet checkedno passport yet
- lean_read
Fetch a URL and return token-minimized clean text plus a token-savings receipt. Strips nav/scripts/boilerplate so an LLM reads the article, not the page. The receipt counts tokens vs the raw page HTML (typically ~15x fewer, but it ranges from ~1.5x on already-clean pages to 100x+ on script-heavy doc
- lean_read
- 10web-reader-mcpfound in code, not yet checkedno passport yet
MCP servercharliecai/web-reader-mcp
- read_webpage
Read any webpage content. Automatically selects the optimal fetching strategy (simple HTTP → headless browser → persistent browser).
- read_webpage
Labels are the instruments' verdict and are never changed by ranking. Agents and robots get this same answer as JSON at /api/v1/find?q=…&answer=1 and through the MCP server.