vector-db-launch

vector-db-launch is a skill for Claude Code, Codex from richfrem/agent-plugins-skills. It costs 40 tokens per session (916 once invoked), scanned A, original, MIT.

Start the Native Python ChromaDB background server. Use when semantic search returns connection refused on port 8110, or when the user wants to enable concurrent agent read/writes.

Skill for Claude CodeCodex

Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

agentmods
npx agentmods add skills/richfrem/agent-plugins-skills/vector-db-launch
Any agent
npx skills add richfrem/agent-plugins-skills --skill vector-db-launch
Clone the repo
git clone --depth 1 https://github.com/richfrem/agent-plugins-skills

Made for: Claude Code, Codex.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

agentmods badge for vector-db-launch

README.md
[![agentmods](https://agentmods.dev/badge/skills/richfrem/agent-plugins-skills/vector-db-launch.svg)](https://agentmods.dev/skills/richfrem/agent-plugins-skills/vector-db-launch)
Your own site
<a href="https://agentmods.dev/skills/richfrem/agent-plugins-skills/vector-db-launch"><img src="https://agentmods.dev/badge/skills/richfrem/agent-plugins-skills/vector-db-launch.svg" alt="Measured on agentmods" height="20"></a>
Per session 40 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 916 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 1 finding. Scan, not verified.
Origin unknown No closer match found in the catalogue.
Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

ModelPer sessionOnce invoked
Fable 5 $0.00040 $0.00916
Opus 5 $0.00020 $0.00458
Sonnet 5 $0.00008 $0.00183
Haiku 4.5 $0.00004 $0.00092

Measured today against content hash 6d53aaabc22d, method: parsed. Prices are Anthropic first-party input rates as of 2026-08-30, from the pricing page.

Security

Grade A, and why

vector-db-launch scanned grade A with 1 finding against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured today.

The scan reads SKILL.md. This mod also ships 2 executable files (scripts/operations.py, scripts/query.py), listed below but not scanned — reading those needs a real analyzer, not pattern matching.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Makes network callslowCapability

Not a fault in itself. Listed so you know the mod talks to something, and to what.

curl -sf http://127.0.0.1:8110/api/v1/heartbeat > /dev/null && echo "✅ ChromaDB running" || echo "❌ ChromaDB not running"
plugins/agent-memory/skills/vector-db-launch/SKILL.md · 85 lines

How it starts

The opening of the file, as written. The whole thing — 85 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Dependencies

This skill requires Python 3.8+ and standard library only. No external packages needed.

To install this skill's dependencies:

pip-compile ./requirements.in
pip install -r ./requirements.txt

See ./requirements.txt for the dependency lockfile (currently empty — standard library only).


Vector DB Launch (Python Native Server)

ChromaDB provides the vector database backend for semantic search. If configured for Option C (Native Server) in vector_profiles.json, the database must be running as a background HTTP service to be accessed by operations.py.

When You Need This

  • RAG ingest fails with connection refused to 127.0.0.1:8110
  • Semantic search hangs or fails to connect
  • The user has explicitly selected Option 2 (Python Native Server) during vector-db-init

Pre-Flight Check

# Check if ChromaDB is already running
curl -sf http://127.0.0.1:8110/api/v1/heartbeat > /dev/null && echo "✅ ChromaDB running" || echo "❌ ChromaDB not running"

If it prints "✅ ChromaDB running", you're done. If not, proceed.

Security: Localhost-Only Binding (Hard Rule)

ChromaDB has multiple unpatched, unfixed CVEs as of 2026-08-27 (CVE-2026-45829: pre-auth code injection, CVSS 10.0; CVE-2026-45830/45831: authorization provider doesn't scope tenant/database/ collection permissions) — see plugins/agent-memory/requirements.in for full detail. Never bind the server to 0.0.0.0 or any publicly routable interface--host MUST always be 127.0.0.1. This is the only available mitigation until upstream ships a fix; do not weaken it for convenience (e.g. to reach the server from another machine on the network).

Launching the Server (Native Python)

The ChromaDB server runs as a background Python process.

It binds to the ${chroma_host}:${chroma_port} defined in your active profile inside .agent/learning/vector_profiles.json (defaults to 127.0.0.1:8110). Its data volume is mounted from the path defined by the profile's ${chroma_data_path}.

Read the full file on GitHub · 85 lines

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. today First seen · 85 lines · 40 tokens per session scan A 6d53aaabc22d

Subscribe to this mod's changes

vector-db-launch is a skill published in the GitHub repository richfrem/agent-plugins-skills (6 stars, last pushed today), licensed MIT. It adds 40 tokens to every session and 916 once invoked, about $0.0002 per session on Opus 5. A static security scan graded it A with 1 finding (makes network calls). No closer match exists in the catalogue, so it is treated as the original; first seen 2026-09-03.

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