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VC Curated Match Skill — measured AI agent skill | DecimalAI

varnan-tech/vc-curated-match

NewSkillScoreMaintained

Accepts a product description and URL to algorithmically identify relevant Venture Capital investors targeting exactly that stage, industry, and niche based on a curated static dataset.

financeby varnan-tech

Links this skill to your agents and keeps it current with the author’s updates.

Automatic

Finance & Accounting pack

1 · One-time — install the CLI (docs ↗)

pip install decimalai

2 · Get the skill — writes .claude/skills/varnan-tech-vc-curated-match/SKILL.md

decimalai skills pull varnan-tech-vc-curated-match --out .claude/skills/

No CLI? Get the same file — curl · raw file

curl -fsSL --create-dirs -o .claude/skills/varnan-tech-vc-curated-match/SKILL.md https://app.decimal.ai/s/varnan-tech-vc-curated-match/SKILL.md

Raw file: /s/varnan-tech-vc-curated-match/SKILL.md ↗ · machine-readable summary at /s/varnan-tech-vc-curated-match.json ↗

In productionGlobal

how this skill behaves on real traffic · last 30 days

No production data for this skill yet — usage numbers appear here once agents start running it.

Anonymized aggregate across every org using this skill — proof from real production use, not a demo.

Does this skill help? · Benchmark: with vs. withoutsign in to run this on your agents

22 test cases from the publisher’s eval.yaml · each run twice on gemini-3.6-flash — with the skill injected, then without · last run 10h ago

—-56% tokens0% turns59% of whole cases pass with skill (13/22)

Test case	Without → With	Effect	Δ tokens	Δ turns
case-02	✗→✓	▲ Improved	-66%	0%
case-07	✗→✓	▲ Improved	-2%	0%
case-08	✗→✓	▲ Improved	-56%	0%
case-10	✗→✓	▲ Improved	-77%	0%
case-13	✗→✓	▲ Improved	-71%	0%

Showing 5 of 22 cases

SkillSafety

✓ 3 of 3 passed

Code scan15 of 15 checks clean

0 critical · 0 warning · 0 info — scanner v4 — 8/3/2026

live_secretremote_code_executionreverse_shelldata_exfiltrationssrf_metadataagent_snoopinganti_refusaldestructive_commandsobfuscated_unicodeunicode_homoglyphopaque_blobsuspicious_urltool_overreachtrigger_abuseprompt_injection_phrasing

IntentSafe

LLM judge · does the skill do what it claims

ContentClean

LLM judge · policy & harmful-content review

Source

Imported

varnan-tech / opendirectory

skills/vc-curated-match/SKILL.md

View on GitHub ↗

License MITImported 8/3/2026Version v1Bundled 4 files · scripts

Skill contents

scripts/

SKILL.md

VC Curated Match Skill

Identify targeted VC funds based on a product's description and URL.

When to Trigger This Skill

Use this skill when the user asks to:

Find investors for their startup or open-source project.
Get a list of relevant VC funds by stage, industry, or space.
Match their product built with specific technologies to investor theses.

Step 1: Confirm Input

Ask the user for the product description and the URL. Optional parameters:

Stage: Pre-Seed, Seed, Series A (--stage)
Output: e.g., vc-matches.md (--output)

Step 2: Fetch Matches & Generate Report

Run the orchestrator script to handle context fetching, VC matching, and Markdown generation in one command.

bash
python scripts/run.py --description "A fast rust-based web framework" --url "https://example.com"

For custom requests, append overrides:

bash
python scripts/run.py \
  --description "..." \
  --url "..." \
  [--stage Seed] \
  [--output matched-investors.md]

Step 3: Present Results

Summarize the closest matches returned. Mention high-confidence matches explicitly. Provide the output path.

Dependencies

Standard Python 3.10+ library (no external packages required).

Want to see if varnan-tech/vc-curated-match would activate on your phrasing? Try it before you install — no LLM call, no signup.

Other measured skills in the registry, with their headline benchmark lift.