yc-reader

GitHub

通过 yc-oss API 查询 Y Combinator 公司、批次、行业及招聘等静态数据,支持初创企业与风投研究。

plugins/social-readers/skills/yc-reader/SKILL.md himself65/finance-skills

Trigger Scenarios

查询 YC 支持的初创公司 查找特定 YC 批次 按行业或标签筛选公司 查看正在招聘的公司 获取 YC 投资组合统计

Install

npx skills add himself65/finance-skills --skill yc-reader -g -y
More Options

Non-standard path

npx skills add https://github.com/himself65/finance-skills/tree/main/plugins/social-readers/skills/yc-reader -g -y

Use without installing

npx skills use himself65/finance-skills@yc-reader

指定 Agent (Claude Code)

npx skills add himself65/finance-skills --skill yc-reader -a claude-code -g -y

安装 repo 全部 skill

npx skills add himself65/finance-skills --all -g -y

预览 repo 内 skill

npx skills add himself65/finance-skills --list

SKILL.md

Frontmatter
{
    "name": "yc-reader",
    "description": "Look up Y Combinator companies and batches from the public yc-oss API, a static JSON dataset refreshed daily: company profiles, batch rosters (e.g. W25, S24), companies by industry or tag, top companies, who is hiring, founder-diversity lists, and overall YC stats. Use this skill whenever the user asks about YC-backed startups, a YC batch, YC companies in a sector or tag or that are hiring, the Y Combinator portfolio, or startup and venture research that draws on YC data. Read-only."
}

Y Combinator Reader (Read-Only)

Fetches Y Combinator company data from the yc-oss/api, an unofficial open-source API that indexes all publicly launched YC companies. The data is sourced from YC's Algolia search index and updated daily via GitHub Actions.

This is a read-only data source. It provides company profiles, batch listings, industry/tag breakdowns, hiring status, and diversity data. No write operations exist — the API serves static JSON files.

No authentication required. The API is public and free. Just use curl to fetch JSON endpoints.


Step 1: Verify Prerequisites

This skill only needs curl (to fetch data) and jq (to parse/filter JSON). Both are pre-installed on most systems.

!`(command -v curl > /dev/null && echo "CURL_OK" || echo "CURL_MISSING") && (command -v jq > /dev/null && echo "JQ_OK" || echo "JQ_MISSING")`

If JQ_MISSING, install it:

# macOS
brew install jq

# Linux (Debian/Ubuntu)
sudo apt-get install jq

If jq is unavailable, you can still fetch raw JSON with curl and parse it inline with Python or other tools — but jq makes filtering much easier.


Step 2: Identify What the User Needs

Match the user's request to the appropriate endpoint. See references/api_reference.md for full details.

User Request Endpoint Notes
Overall YC stats meta.json Company count, batch list, industry/tag lists
All companies companies/all.json Full dataset (~5,700 companies) — large response
Top companies companies/top.json ~91 top-performing YC companies
Companies hiring companies/hiring.json ~1,400 currently hiring
Non-profit companies companies/nonprofit.json YC-backed non-profits
Diversity data companies/black-founded.json, hispanic-latino-founded.json, women-founded.json Founder diversity
Specific batch batches/{batch-name}.json e.g., winter-2026.json, spring-2026.json, fall-2025.json
Single company profile batches/{batch-name}/{slug}.json e.g., batches/summer-2009/stripe.json, batches/winter-2009/airbnb.json
By industry industries/{industry}.json e.g., fintech.json, healthcare.json
By tag tags/{tag}.json e.g., ai.json, developer-tools.json

Batch name format

Batches use {season}-{year} format: winter-2026, spring-2026, summer-2026, fall-2025. Older batches follow the same pattern back to summer-2005. The short form (w09, s21) also works for the per-company endpoint.

Industry and tag name format

Use lowercase with hyphens for multi-word names: real-estate, developer-tools, machine-learning.


Step 3: Execute the Request

Base URL

https://yc-oss.github.io/api/

General pattern

# Fetch and pretty-print
curl -s https://yc-oss.github.io/api/companies/top.json | jq .

# Count companies in a result
curl -s https://yc-oss.github.io/api/batches/winter-2025.json | jq length

# Filter by field (e.g., hiring companies in a batch)
curl -s https://yc-oss.github.io/api/batches/winter-2025.json | jq '[.[] | select(.isHiring == true)]'

# Extract specific fields
curl -s https://yc-oss.github.io/api/companies/top.json | jq '.[] | {name, one_liner, batch, team_size, website}'

# Search by name (case-insensitive)
curl -s https://yc-oss.github.io/api/companies/all.json | jq '[.[] | select(.name | test("stripe"; "i"))]'

Key rules

  1. Use -s flag with curl to suppress progress output
  2. Pipe through jq for readable output and filtering
  3. Avoid fetching companies/all.json unless necessary — it's a large response (~5,700 companies). Prefer more specific endpoints (batches, industries, tags) when possible
  4. Use jq select/filter to narrow results client-side when the API doesn't have a specific endpoint for what the user wants
  5. Batch names are lowercase with hyphens — winter-2025 not Winter 2025 or W25
  6. Tag and industry names are lowercase with hyphens — developer-tools not Developer Tools

Common jq filters

Filter Purpose
jq length Count results
jq '.[0]' First company
jq '.[:10]' First 10 companies
jq '[.[] | select(.isHiring == true)]' Only hiring companies
jq '[.[] | select(.status == "Active")]' Only active companies
jq '[.[] | select(.team_size > 100)]' Companies with 100+ employees
jq '.[] | {name, one_liner, batch, website}' Select specific fields
jq '[.[] | select(.name | test("query"; "i"))]' Search by name
jq 'sort_by(-.team_size) | .[:10]' Top 10 by team size

Step 4: Present the Results

Summarize rather than dump JSON. For each company, give the name, one-liner, batch, team size, status, hiring status (a growth signal), and website. For a batch, lead with its size and notable companies; for an industry or tag, the count and which companies are top or hiring; for research questions, aggregate stats such as counts, common industries, and team-size distribution. Mention that the dataset refreshes daily.


Step 5: Diagnostics

If a request fails:

Error Cause Fix
404 Not Found Invalid batch, industry, or tag name Check meta.json for valid names
Empty array [] No companies match the query Broaden the search or check spelling
curl: Could not resolve host No internet connection Check network connectivity
Large/slow response Fetching companies/all.json (5,700+ entries) Use a more specific endpoint or add jq filters

To discover valid batch, industry, and tag names:

# List all batches
curl -s https://yc-oss.github.io/api/meta.json | jq '.batches[].name'

# List all industries
curl -s https://yc-oss.github.io/api/meta.json | jq '.industries[].name'

# List all tags (there are 333+)
curl -s https://yc-oss.github.io/api/meta.json | jq '.tags[].name'

Reference Files

  • references/api_reference.md — Complete endpoint reference with company schema, all endpoint URLs, and research workflow examples

Read the reference file when you need the exact company field schema, valid batch/industry/tag names, or detailed research workflow patterns.

Version History

  • 7fe9185 Current 2026-09-28 05:37
  • fa526ce 2026-07-25 11:00

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