knowledge-miss

A command that records cases where the agent lacked knowledge that should have been available from earlier work. RAG means retrieving relevant stored information for an answer.

In plain words
What is it for?
Use it to classify a knowledge miss and record where the missing information was eventually found.
Why use it?
It creates a record of why previously known information was missed, such as poor search terms, stale notes, or content in another repository.

Command

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 commands/wittyreference/twilio-claude-plugin/knowledge-miss
Clone the repo
git clone --depth 1 https://github.com/wittyreference/twilio-claude-plugin
Per session 22 Only the description is in the session, so the agent can decide to use it. The body loads when it is invoked.
When invoked 451 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. Scan, not verified.
Origin original 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 $0.00022 $0.00451
Opus 5 $0.00011 $0.00226
Sonnet 5 $0.00004 $0.00090
Haiku 4.5 $0.00002 $0.00045

Measured 2d ago against content hash 0dcc2baf9274, method: parsed. Prices are Anthropic first-party input rates as of 2026-08-30, from the pricing page.

Security

Grade A, and why

knowledge-miss scanned grade A with 0 findings 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 2d ago.

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.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

commands/knowledge-miss.md · 52 lines

What it actually says

Knowledge Miss Logger

Log a knowledge miss event — when Claude should have had context from prior work but didn't.

Input

<user_request> $ARGUMENTS </user_request>

Behavior

  1. Classify the miss into one of these categories:

    • semantic_gap — Content exists in the codebase but keyword search wouldn't find it (e.g., searched for "auth" but answer was in a file about "identity verification")
    • not_in_memory — Content was never captured in memory files or docs
    • cross_repo — Content exists in a sibling repo (feature-factory, factory-workshop, twilio-claude-plugin, private-feature-factory)
    • stale — A memory entry exists but is outdated or wrong
    • plan_archaeology — The answer was in a plan file but the plan wasn't discoverable
  2. Identify the resolution — briefly note where the information was eventually found (or if it wasn't found at all).

  3. Emit the event by running this bash command (substitute the actual values):

source hooks/_emit-event.sh
EMIT_SESSION_ID="${CLAUDE_SESSION_ID:-unknown}"
emit_event "knowledge_miss" "$(jq -nc \
  --arg desc 'DESCRIPTION' \
  --arg cat 'CATEGORY' \
  --arg res 'RESOLUTION' \
  '{description: $desc, category: $cat, resolution: $res}')"
  1. Confirm to the user: "Knowledge miss logged: [category] — [description]"

Query

To review collected data, run:

./scripts/query-events.sh knowledge

Purpose

This data feeds the 90-day RAG adoption decision. If knowledge misses average >2/session with >50% being semantic_gap, the project will adopt vector search. If <1/session, file-based improvements are sufficient.

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. 2d ago First seen · 52 lines · 22 tokens per session scan A 0dcc2baf9274

Subscribe to this mod's changes

knowledge-miss is a command published in the GitHub repository wittyreference/twilio-claude-plugin (2 stars, last pushed 3mo ago), licensed MIT. It adds 22 tokens to every session and 451 once invoked, about $0.0001 per session on Opus 5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-31.