Agent skill

Oss Investment Scorecard

by lucy-cxy in lucy-cxy/oss-investment-scorecard

Evaluate whether an open source project / company is investable by a USD-denominated VC fund in the current AI cycle.

No licenceAuto-check passedBusiness, Finance & HR

Install Oss Investment Scorecard

skills CLI
$ npx skills add lucy-cxy/oss-investment-scorecard --skill oss-investment-scorecard -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install lucy-cxy/oss-investment-scorecard oss-investment-scorecard --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Claude Code skills documentation · loads skills from .claude/skills/

Facts

Skill name
oss-investment-scorecard
GitHub stars
341
Token cost
~2.5k tokens
SKILL.md length
1,170 words
Files
15 (incl. references)
Skills in repo
1
Repo updated
First seen
Licence
None found

At a glance

Evaluate whether an open source project / company is investable by a USD-denominated VC fund in the current AI cycle.

  • Works in 4 steps: Pre-Evaluation Fact Sheet & Macro Gate → Five-Dimension Scorecard → Compute Weighted Total → …
  • Rank an open source startups investability - Any comparison of two
  • SKILL.md covers Purpose, Step 1 — Pre-Evaluation Fact…, Step 2 — Five-Dimension… and Step 3 — Compute Weighted Total, plus 2 more sections
  • Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md

What it does

Oss Investment Scorecard is an agent skill from lucy-cxy/oss-investment-scorecard. Evaluate whether an open source project / company is investable by a USD-denominated VC fund in the current AI cycle. ALWAYS use this skill when the user asks any of the following: - "evaluate [project] for investment" - "can we invest in [project]" - "score this open source company" - "投资评估 [项目]" - "这个开源项目值得投吗" - "给 [公司] 打分" - Any request to assess, rate, or rank an open source startup's investability - Any comparison of two or more open source companies from an investment perspective The skill produces a…

Its SKILL.md is about 2.5k tokens, which your agent loads only when the skill is triggered. The skill folder holds 20 other files, including reference files (for example `.github/ISSUE_TEMPLATE/framework-change.md`, `.github/ISSUE_TEMPLATE/submit-evaluation.md` and `.github/labels.yml`).

It sits in Business, Finance & HR, covering Essays and academic help. The repository describes itself as: A structured 5-dimension scoring framework for evaluating open-source AI projects from a VC investment perspective. Maintained by Lucy Chen, EIR at Zoo Capital (Singapore, $2B+…

When your agent uses it

  • Rank an open source startups investability - Any comparison of two
  • More open source companies from an investment perspective The skill produces a structured 5-dimension weighted scorecard (max 10 pts)
  • A pass/recommend/watch verdict
  • An IC-ready one-paragraph thesis

Example prompts

  • “evaluate [project] for investment”
  • “can we invest in [project]”
  • “score this open source company”
  • “/oss-investment-scorecard”

Workflow steps

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

  1. Pre-Evaluation Fact Sheet & Macro Gate
  2. Five-Dimension Scorecard
  3. Compute Weighted Total
  4. Required Output Format

What it can do on your machine

Read from SKILL.md and the folder at commit 28a210d. 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

    No scripts in the folder and no shell commands in SKILL.md.

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

  • Network

    No URLs in SKILL.md.

    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.

Context cost

Oss Investment Scorecard loads about 2.5k tokens when it runs, and up to ~4.6k if it reads all its reference files. Until then it costs about 189 tokens; SKILL.md has 1,170 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
~2.5k
With references · SKILL.md plus every file in references/, read only if the agent opens them
~4.6k

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

Auto-check passed

The automated check found no risky patterns in SKILL.md.

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

Without a licence we can't republish the file, so here is its outline and opening line. It has 1,170 words (~2,498 tokens).

“Produce a rigorous, consistent, reusable investment evaluation for any open source project/company being considered by a USD VC fund — specifically calibrated for the AI technology acceleration cycle (2023-onwards).”

— opening of SKILL.md by lucy-cxy
name
oss-investment-scorecard

Read the full SKILL.md on GitHub

Files

SKILL.md and 14 other files (references) in the repository root of lucy-cxy/oss-investment-scorecard.

  • SKILL.md
  • .github/ISSUE_TEMPLATE/framework-change.md
  • .github/ISSUE_TEMPLATE/submit-evaluation.md
  • .github/labels.yml
  • .github/pull_request_template.md
  • .github/workflows/triage.yml
  • .github/workflows/update-table.yml
  • CHANGELOG.md
  • CONTRIBUTING.md
  • README.md
  • cases/hugging-face.md
  • cases/inferact-vllm.md
  • llms.txt
  • references/scored-examples.md
  • template/evaluation-template.md

Open the folder on GitHubat commit 28a210d

Compare with similar skills

Oss Investment Scorecard next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.

Oss Investment Scorecard compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Oss Investment Scorecard this skilllucy-cxy/oss-investment-scorecard341—~2.5kAutomated safety check: PassNone
Equity Research Corebyteseek/Mira275—~1.9kAutomated safety check: PassApache-2.0
Weekly Trading Planzhu1090093659/dsh-trading238—~2kAutomated safety check: PassCustom licence
Earnings Report Analysisbyteseek/Mira275—~2.6kAutomated safety check: PassApache-2.0
Xvary Stock Researchsickn33/agentic-awesome-skills47k2 repos~952Automated safety check: PassMIT
Research Report Interpretationbyteseek/Mira275—~3kAutomated safety check: PassApache-2.0

Similar skills

  • Run Mira's core single-equity research workflow across fundamentals, financial quality, macro context, technical pricing, events, and thesis framing.

    275 GitHub stars~1.9k tokensUpdated 1 mo ago
    Business, Finance & HRAuto-check passed
  • Weekly Trading Plan

    zhu1090093659/dsh-trading

    制定每周交易计划:把本周复盘、统一台账持仓与资金、市场消息与公告、facts/ 与知识库、假设档案(hypothesistracking / 持仓 thesis / 宏观管道状态)合成一份下周计划,逐条过六道闸门并给出双向预案与失效条件。当用户要求「制定本周/下周交易计划」「周度作战计划」「把复盘+持仓+消息+知识库合成计划」,或周末例行生成计划时调用。

    238 GitHub stars~2k tokensUpdated today
    Business, Finance & HRAuto-check passed
  • Analyze earnings releases, filings, transcripts, guidance, peer comparisons, market reaction, and thesis impact for a company reporting event.

    275 GitHub stars~2.6k tokensUpdated 1 mo ago
    Business, Finance & HRAuto-check passed
  • Xvary Stock Research

    sickn33/agentic-awesome-skills

    Thesis-driven equity analysis from public SEC EDGAR and market data; /analyze, /score, /compare workflows with bundled Python tools (Claude Code, Cursor, Codex).

    47k GitHub starsUsed in 2 repos~952 tokens
    Business, Finance & HRAuto-check passed
  • Interpret sell-side, institutional, expert, or investor research by extracting claims, assumptions, valuation drivers, verification needs, and thesis impact.

    275 GitHub stars~3k tokensUpdated 1 mo ago
    Business, Finance & HRAuto-check passed
  • Trading Ledger

    sickn33/agentic-awesome-skills

    A trading journal that captures the decision, not just the fill: thesis, plan, and emotion at the moment of entry, written to the user's own Notion database; reviews grade decisions, not P&L.

    47k GitHub starsUsed in 1 repo~2.2k tokens
    Business, Finance & HRAuto-check passed

Questions about Oss Investment Scorecard

What does Oss Investment Scorecard do?

Evaluate whether an open source project / company is investable by a USD-denominated VC fund in the current AI cycle. Oss Investment Scorecard is an agent skill from lucy-cxy/oss-investment-scorecard. Evaluate whether an open source project / company is investable by a USD-denominated VC fund in the current AI cycle.

When should I use Oss Investment Scorecard?

Oss Investment Scorecard fits situations like: rank an open source startups investability - Any comparison of two; more open source companies from an investment perspective The skill produces a structured 5-dimension weighted scorecard (max 10 pts); A pass/recommend/watch verdict; an IC-ready one-paragraph thesis.

How do I install Oss Investment Scorecard in Claude Code?

Run `npx skills add lucy-cxy/oss-investment-scorecard --skill oss-investment-scorecard -a claude-code`. Or copy the skill folder (the lucy-cxy/oss-investment-scorecard repository) into .claude/skills/oss-investment-scorecard in your project. Claude Code loads it when a task matches its description.

How do I install Oss Investment Scorecard in Codex?

Run `npx skills add lucy-cxy/oss-investment-scorecard --skill oss-investment-scorecard -a codex`. Or copy the skill folder (the lucy-cxy/oss-investment-scorecard repository) into .agents/skills/oss-investment-scorecard in your project. Codex loads it when a task matches its description.

Can I use Oss Investment Scorecard in Cursor, Gemini CLI or GitHub Copilot?

Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add lucy-cxy/oss-investment-scorecard --skill oss-investment-scorecard -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/oss-investment-scorecard, .gemini/skills/oss-investment-scorecard, .github/skills/oss-investment-scorecard and .opencode/skills/oss-investment-scorecard in your project.

What does Oss Investment Scorecard need to run?

SKILL.md names no scripts, command-line tools or credentials: Oss Investment Scorecard is instructions for the agent only.

Does Oss Investment Scorecard access the network?

SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.

Is Oss Investment Scorecard safe to install?

Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.

What licence does Oss Investment Scorecard use?

No licence was found for Oss Investment Scorecard or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.

How many tokens does Oss Investment Scorecard use?

About 2.5k tokens (SKILL.md is roughly 10k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full. Its references folder adds about 2.1k tokens, read only when the agent opens those files.

What are the alternatives to Oss Investment Scorecard?

Skills that share tags, products or a category with Oss Investment Scorecard: Equity Research Core (byteseek/Mira, 275 stars), Weekly Trading Plan (zhu1090093659/dsh-trading, 238 stars), Earnings Report Analysis (byteseek/Mira, 275 stars) and Xvary Stock Research (sickn33/agentic-awesome-skills, 47k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Oss Investment Scorecard?

lucy-cxy (a GitHub user) maintains it in lucy-cxy/oss-investment-scorecard, which has 341 GitHub stars. The repository was last updated on April 25, 2026.

Source: lucy-cxy/oss-investment-scorecard on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.