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Context7 Efficient Documentation Fetcher · aiskillstore | DecimalAI

documentationby aiskillstore

Context7 Efficient Documentation Fetcher

aiskillstore/context7-efficient

Source aiskillstore/marketplace ↗License Not recorded

Token-efficient library documentation fetcher using Context7 MCP with 86.8% token savings through intelligent shell pipeline filtering. Fetches code examples, API references, and best practices for JavaScript, Python, Go, Rust, and other libraries.

SkillScore68Maintained

Automatic

Doc Ops pack

Last verified 8/21/2026

What it changes

Passed 10 of 15 test cases with the skill, and 4 of 15 without it.

Without skill27%

With skill68%

Checks it passed that the model alone missed

Executes bash scripts/fetch-docs.sh
Uses /expressjs/express as the library identifier
Uses the direct library identifier /vercel/next.js

and 5 more in the full report

9 fixed6 passed either way7 still failing0 broke

Pass-rate lift: +41 pp
Tokens: +26%
Agent turns: 0%
Response time: -54%

Model gemini-3.6-flashMeasured 8/21/2026v115 of 22 cases passed with skill · 15 comparable

Tokens, turns and time describe resource use, not a dollar price.

Use this skill

Save it into your project's skills folder. Claude Code picks it up in its next session.

curl -fsSL --create-dirs -o .claude/skills/aiskillstore-context7-efficient/SKILL.md https://app.decimal.ai/s/aiskillstore-context7-efficient/SKILL.md

Want it pinned and updatable? pip install "decimalai>=0.15", then decimalai skills add aiskillstore-context7-efficient, and start Claude Code with claude --plugin-dir "$(git rev-parse --show-toplevel)/.agents"

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

pip install "decimalai>=0.15"

2 · Get the skill — writes .agents/skills/aiskillstore-context7-efficient/ and pins it in .decimal/skills.lock

decimalai skills add aiskillstore-context7-efficient

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

curl -fsSL --create-dirs -o .claude/skills/aiskillstore-context7-efficient/SKILL.md https://app.decimal.ai/s/aiskillstore-context7-efficient/SKILL.md

Raw file: /s/aiskillstore-context7-efficient/SKILL.md ↗ · machine-readable summary at /s/aiskillstore-context7-efficient.json ↗

Safety checks: 3 of 3 passed

Code scan CleanIntent PassedContent Clean

See it in action

One of 9 test cases the skill fixed. Same model, same prompt, with and without the skill.

1 of 9

Prompt

I am building a Next.js application and need page routing documentation. Please execute the documentation shell tool for Next.js routing using its fast direct identifier, and get the second page of docs.

What was checked, without and with the skill
Checked	Without skill	With skill
Uses the direct library identifier /vercel/next.js	Missed	Passed
Requests page 2 for pagination	Passed	Passed

case-03 · gemini-3.6-flash · 8/21/2026 · answers are capped and redacted

What's inside

The instructions your model reads when the skill loads.

SKILL.md196 lines10 filesincludes scripts

Context7 Efficient Documentation Fetcher

Fetch library documentation with automatic 77% token reduction via shell pipeline.

Quick Start

Always use the token-efficient shell pipeline:

# Automatic library resolution + filtering
bash scripts/fetch-docs.sh --library <library-name> --topic <topic>

# Examples:
bash scripts/fetch-docs.sh --library react --topic useState
bash scripts/fetch-docs.sh --library nextjs --topic routing
bash scripts/fetch-docs.sh --library prisma --topic queries

Result: Returns ~205 tokens instead of ~934 tokens (77% savings).

Standard Workflow

For any documentation request, follow this workflow:

1. Identify Library and Topic

Extract from user query:

Library: React, Next.js, Prisma, Express, etc.
Topic: Specific feature (hooks, routing, queries, etc.)

2. Fetch with Shell Pipeline

bash scripts/fetch-docs.sh --library <library> --topic <topic> --verbose

The --verbose flag shows token savings statistics.

3. Use Filtered Output

Track record

Benchmark

10 / 15

test cases passed, vs 4 / 15 without

Adoption

Users: 0
Times used: 0

Safety and source details

SkillSafety

✓ 3 of 3 passed

Code scan15 of 15 checks clean

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

View 15 scanner checks

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

aiskillstore / marketplace

skills/92bilal26/context7-efficient/SKILL.md

View on GitHub ↗

Imported 8/3/2026Version v1Bundled 9 files · scripts

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Ready to supercharge your AI agents?

See it in action

What's inside

Context7 Efficient Documentation Fetcher

Quick Start

Standard Workflow

1. Identify Library and Topic

2. Fetch with Shell Pipeline

3. Use Filtered Output

Track record

Benchmark

Adoption

SkillSafety

Source

Other skills for the same job

Related skills