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.
npx agentmods add commands/modeled-information-format/mnemonic/recallgit clone --depth 1 https://github.com/modeled-information-format/mnemonicWhat 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.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5 | $0.00009 | $0.01770 |
| Opus 5 | $0.00005 | $0.00885 |
| Sonnet 5 | $0.00002 | $0.00354 |
| Haiku 4.5 | $0.00001 | $0.00177 |
Grade A, and why
recall scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 3d ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Nothing flagged
None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.
How it starts
The opening of the file, as written. The whole thing — 242 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Memory
Search first: /mnemonic:search {relevant_keywords}
Capture after: /mnemonic:capture {namespace} "{title}"
Run /mnemonic:list --namespaces to see available namespaces from loaded ontologies.
/mnemonic:recall
Search and recall memories from the mnemonic filesystem.
Arguments
[query]- Optional search term for full-text search--namespace- Filter by namespace (_semantic/decisions, _semantic/knowledge, _semantic/entities, _episodic/incidents, _episodic/sessions, _episodic/blockers, _procedural/runbooks, _procedural/patterns, _procedural/migrations)--tags- Filter by tags (comma-separated)--since- Time filter (7d, 30d, 90d, 1y)--type- Filter by cognitive type (semantic, episodic, procedural)--scope- project, org, or all (default: all)--limit- Maximum results (default: 10)--full- Show full memory content instead of summary
Procedure
Step 1: Parse Arguments
QUERY="${1:-}"
NAMESPACE="${NAMESPACE:-}"
TAGS="${TAGS:-}"
SINCE="${SINCE:-}"
TYPE="${TYPE:-}"
SCOPE="${SCOPE:-all}"
LIMIT="${LIMIT:-10}"
FULL="${FULL:-false}"
ORG=$(git remote get-url origin 2>/dev/null | sed -E 's|.*[:/]([^/]+)/[^/]+\.git$|\1|' | sed 's|\.git$||')
[ -z "$ORG" ] && ORG="default"
Step 2: Build Search Paths
SEARCH_PATHS=""
# Get project name from git remote or directory
PROJECT=$(git remote get-url origin 2>/dev/null | sed -E 's|.*/([^/]+)\.git$|\1|' | sed 's|\.git$||')
[ -z "$PROJECT" ] && PROJECT=$(basename "$(pwd)")
# All memories are under ${MNEMONIC_ROOT}/
# Path structure:
# {org}/{project}/ - project-specific memories
# {org}/ - org-wide memories (shared across projects)
# default/ - fallback when org detection fails
case "$SCOPE" in
project)
SEARCH_PATHS="$HOME/.claude/mnemonic/$ORG/$PROJECT"
;;
org)
SEARCH_PATHS="$HOME/.claude/mnemonic/$ORG"
;;
all|*)
# Search project-specific, then org-wide, then default
SEARCH_PATHS="$HOME/.claude/mnemonic/$ORG/$PROJECT $HOME/.claude/mnemonic/$ORG $HOME/.claude/mnemonic/default"
;;
esac
# Narrow by namespace if specified
if [ -n "$NAMESPACE" ]; then
NEW_PATHS=""
for path in $SEARCH_PATHS; do
NEW_PATHS="$NEW_PATHS $path/$NAMESPACE"
done
SEARCH_PATHS="$NEW_PATHS"
fi
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.
- 3d ago First seen · 242 lines · 9 tokens per session scan A 5e7c1807bb10
recall is a command published in the GitHub repository modeled-information-format/mnemonic (22 stars, last pushed 1mo ago), licensed MIT. It adds 9 tokens to every session and 1,770 once invoked, about $0.0000 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 2026-08-30.
Other commands, from other repositories
issue-review
Run Codex native + adversarial review against the active issue, scoped to allowedfiles, capped per kind.
wiring-check
End-of-task wiring gate — verify every change is connected end-to-end across kipi plugins, hooks, MCP tools, agents, bus files, canonical, and rules. Nothing dangling.
issue-closeout
Triage Codex findings via per-finding dispositions, record findingstriaged, close the active issue.
prd-personas
Run the Skeptic persona session against the active draft PRD.
prd-triage
Triage pending findings on the active PRD.
linear-drain
Create the queued Linear projects and issues that shell scripts captured offline.