Summer School Finder

What it does

When your agent uses it

• A user wants to find summer school programs
• Asks about summer programs for a specific subject
• Wants to compare university summer schools
• Asks what summer schools exist for X

Example prompts

• “what summer schools exist for X”
• “find me a summer program in Y”
• “summer school options for high school students”
• “/summer-school-finder”

Requirements

• Node.js
• Compatibility (from SKILL.md): {"tools":["tinyfish"]}

Workflow steps

4 steps, taken from the step headings in SKILL.md.

1. 1Clarify inputs
2. 2Discover program URLs
3. 3Parallel scraping
4. 4Filter and rank

What it can do on your machine

Read from SKILL.md and the folder at commit 63cd841. It shows what the files ask for, not the result of running them.

• Tool permissions

  Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.

  From allowed-tools in the SKILL.md frontmatter.

• Runs code

  Shell commands in SKILL.md call:

  • npm

  From the folder's file list and the shell code blocks in SKILL.md.

• Network

  Hosts in commands or code, which the agent is likely to contact:

  • summerprogram.stanford.edu
  • summer.harvard.edu
  • precollege.syr.edu
  • summerdiscovery.com

  From URLs in SKILL.md, links to its own repository left out.

• Credentials

  Names no API keys, tokens, secrets or passwords.

  From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.

• Compatibility

  {"tools":["tinyfish"]}

  From compatibility in the SKILL.md frontmatter.

Context cost

Summer School Finder loads about 1.7k tokens when it runs. Until then it costs about 189 tokens; SKILL.md has 455 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it

~189

When it runs · the whole SKILL.md, loaded when a task matches

~1.7k

Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.

Safety

Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.

SKILL.md

The full file from tinyfish-io/tinyfish-cookbook at commit 63cd841, republished under its MIT licence (© tinyfish-io). 455 words, ~1,701 tokens.

name

summer-school-finder

description

Discover and compare summer school programs from universities around the world. Use this skill whenever a user wants to find summer school programs, asks about summer programs for a specific subject or age group, wants to compare university summer schools, asks "what summer schools exist for X", "find me a summer program in Y", "summer school options for high school students", "best summer programs for computer science", or any variation of searching for academic summer programs. Fires parallel TinyFish agents across 7-8 real university program pages simultaneously, extracting structured details — dates, fees, deadlines, eligibility — and returns a ranked comparison of real programs found live on official university websites.

compatibility

{"tools":["tinyfish"]}

metadata.author

KrishnaAgarwal7531

metadata.version

1.0

metadata.tags

summer-school university programs education students academic

tinyfish --version
tinyfish auth status

# Fire all agents in parallel — one per URL
tinyfish agent run \
  --url "{PROGRAM_URL}" \
  "You are on an official university summer school program page. Extract details fast.
   Read only what is visible on this page — do not navigate away.
   Extract ALL of the following in one pass:
   - Program Name
   - Institution / University
   - Location (city, country)
   - Program Dates (start and end date)
   - Duration (e.g. 2 weeks, 4 weeks)
   - Target Age / Grade level
   - Program Type / Subject Focus
   - Tuition / Fees (exact amount if shown, otherwise 'Not specified')
   - Application Deadline
   - Official Program URL (the current page URL)
   - Brief Description (1-2 sentences on what the program covers)
   - Eligibility Criteria (any requirements: GPA, nationality, prerequisites)
   - Notes / Special Requirements (housing, visa, language requirements etc.)
   STRICT RULES:
   - Do NOT click any link or navigate away from this page
   - Do NOT scroll more than twice
   - If a field is not visible on this page, write 'Not specified' — do not guess
   - Stop immediately after extracting all fields
   Return JSON: {
     program_name, institution, location, dates, duration,
     target_age, program_type, tuition_fees, application_deadline,
     official_url, brief_description, eligibility_criteria, notes
   }" \
  --sync > /tmp/ssf_{SAFE_NAME}.json &

wait

# Collect all results
for f in /tmp/ssf_*.json; do echo "=== $f ===" && cat "$f"; done

## Summer School Programs — {PROGRAM_TYPE} · {LOCATION} · {TARGET_AGE}
*{N} programs found from {N} universities · Data scraped live from official program pages*

---

### 1. {Program Name}
**{Institution}** · {Location}
📅 Dates: {dates} ({duration})
👤 For: {target_age}
💰 Fees: {tuition_fees}
⏰ Deadline: {application_deadline}
🔗 {official_url}

{brief_description}

**Eligibility:** {eligibility_criteria}
**Notes:** {notes}

---

### 2. {Program Name}
[same structure]

---
[up to 8 programs]

---

### 📊 Quick Comparison

| Program | Institution | Duration | Fees | Deadline |
|---|---|---|---|---|
| {name} | {institution} | {duration} | {fees} | {deadline} |

---

### ⏰ Deadlines Coming Up
- {program} — deadline {date} ({N days away})
- ...

*All data scraped live from official university websites. Always verify details directly with the institution before applying.*

© tinyfish-io, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file

Files

SKILL.md and 1 other file in skills/summer-school-finder of tinyfish-io/tinyfish-cookbook.

• SKILL.md
• README.md

Open the folder on GitHubat commit 63cd841