Ready to supercharge your AI agents?

Install any skill in seconds. Free to start, no credit card required.

Get Started Free →

Chroma Integration Skill — measured AI agent skill | DecimalAI

a5c-ai/chroma-integration

SkillScore32Maintained

Chroma local vector database setup and operations for development and production

by a5c-ai

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

Automatic

AI Engineer pack

decimalai skills pull a5c-ai-chroma-integration

Get this skill — curl · raw file

curl -fsSL https://app.decimal.ai/s/a5c-ai-chroma-integration/SKILL.md

Raw file: /s/a5c-ai-chroma-integration/SKILL.md ↗ · machine-readable summary at /s/a5c-ai-chroma-integration.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 9d ago

Yes — +27% lift-18% tokens0% turns32% of whole cases pass with skill (7/22)

Test case	Without → With	Effect	Δ tokens	Δ turns
case-01	✗→✓	▲ Improved	-37%	0%
case-03	✗→✓	▲ Improved	-6%	0%
case-06	✗→✓	▲ Improved	-37%	0%
case-10	✗→✓	▲ Improved	-45%	0%
case-17	✗→✓	▲ Improved	-9%	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 — 7/31/2026

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

a5c-ai / babysitter

library/specializations/ai-agents-conversational/skills/chroma-integration/SKILL.md

View on GitHub ↗

License MITImported 7/31/2026Version v1

Skill contents

SKILL.md

Chroma Integration Skill

Capabilities

Set up Chroma (ephemeral, persistent, client-server)
Create and manage collections
Implement document ingestion with embeddings
Configure metadata filtering
Set up multi-tenant collections
Implement where and where_document filters

Target Processes

vector-database-setup
rag-pipeline-implementation

Implementation Details

Deployment Modes

Ephemeral: In-memory for testing
Persistent: Local file-based storage
Client-Server: Chroma server deployment

Core Operations

Collection creation with embedding functions
Add/update/delete documents
Query with filters
Metadata management

Configuration Options

Embedding function selection
Persistence directory
Distance metric (l2, ip, cosine)
Collection metadata
Server configuration

Best Practices

Use persistent mode for development
Deploy server mode for production
Design metadata schema upfront
Implement proper ID strategies

Dependencies

chromadb
langchain-chroma

Want to see if a5c-ai/chroma-integration 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.