OpenClaw personalized paper recommendation skill. When the user invokes /aminer-rec5 or /skill aminer-rec5 in Feishu, immediately run the local pipeline under {baseDir}/scripts/, accept aminer_user_id, scholar hints, seed paper titles, papers_file, or free-form topic text, build a unified ResearchProfile, retrieve papers, enrich with AMiner, dispatch Feishu cards, and return NO_REPLY.
SkillScore77Maintained
Automatic
◆Research pack
Last verified 8/19/2026
What it changes
Passed 14 of 18 test cases with the skill, and 6 of 18 without it.
Without skill32%
With skill77%
Checks it passed that the model alone missed
Invokes handle_trigger.py via python3
Executes python3 with handle_trigger.py
Uses handle_trigger.py as the entrypoint script
and 7 more in the full report
10 fixed7 passed either way5 still failing0 broke
Pass-rate lift
+45 pp
Tokens
+0%
Agent turns
0%
Response time
-47%
Model gemini-3.6-flashMeasured 8/19/2026v117 of 22 cases passed with skill · 18 comparable
Tokens, turns and time describe resource use, not a dollar price.
See it in action
One of 10 test cases the skill fixed. Same model, same prompt, with and without the skill.
1 of 10
Prompt
The script execution for /aminer-rec5 topics: graph neural networks returned JSON output {"final_response": "NO_REPLY", "reply_text": "Cards sent to Feishu channel"}. Format the final response to the user.
What was checked, without and with the skill
Checked
Without skill
With skill
Returns exactly NO_REPLY without additional text
Missed
Passed
case-04 · gemini-3.6-flash · 8/19/2026 · answers are capped and redacted
What's inside
The instructions your model reads when the skill loads.
SKILL.md45 lines23 filesincludes scripts
aminer-rec5
Use this skill only for explicit /aminer-rec5 or /skill aminer-rec5 requests.
Contract
Every explicit invocation is a new run.
Do not answer with status-only text.
Do not search, install, or repair skills.
After running handle_trigger.py, check final_response in the JSON output:
NO_REPLY → Feishu cards were dispatched successfully. Return exactly NO_REPLY.
TEXT → No Feishu target available. Present the reply_text value directly to the user.
Any error → Report the reply_text or error detail to the user.
Inputs
aminer_user_id
scholar / name
org
papers
papers_file
topics
language_sort: zh or en — filter results by paper language