recall

recall is a command for coding agents from ololand-ai/ololand-plugins. It costs 48 tokens per session (579 once invoked), scanned A, original, Apache-2.0.

A command for reading confirmed facts stored about an OloLand deal, such as financial figures, sponsors, dates, and agreed conventions.

In plain words
What is it for?
Use it to retrieve all saved facts for a deal or filter the results by specific fact names.
Why use it?
It restores previously confirmed deal context at the start of a session, so the analyst does not need to repeat it or rely on uncertain memory.

Command

Part of the ololand-dd plugin — 22 skills, 52 commands, 3 agents shipped together

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/ololand-ai/ololand-plugins/recall
Clone the repo
git clone --depth 1 https://github.com/ololand-ai/ololand-plugins

Or install ololand-dd, the plugin that ships this one along with the rest of its 22 skills, 52 commands, 3 agents.

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 recall

README.md
[![agentmods](https://agentmods.dev/badge/commands/ololand-ai/ololand-plugins/recall.svg)](https://agentmods.dev/commands/ololand-ai/ololand-plugins/recall)
Your own site
<a href="https://agentmods.dev/commands/ololand-ai/ololand-plugins/recall"><img src="https://agentmods.dev/badge/commands/ololand-ai/ololand-plugins/recall.svg" alt="Measured on agentmods" height="20"></a>
Per session 48 Only the description is in the session, so the agent can decide to use it. The body loads when it is invoked.
When invoked 579 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 $0.00048 $0.00579
Opus 5 $0.00024 $0.00290
Sonnet 5 $0.00010 $0.00116
Haiku 4.5 $0.00005 $0.00058

Measured 4d ago against content hash 365f0b2e5dd4, method: parsed. Prices are Anthropic first-party input rates as of 2026-08-30, from the pricing page.

Security

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 4d 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.

plugins/ololand-dd/commands/recall.md · 56 lines

How it starts

The opening of the file, as written. The whole thing — 56 lines — stays where its author put it; the contents beside it link to each section on GitHub.

/recall

You are reading the persistent fact store for an OloLand deal. Every fact returned was confirmed by an analyst at some point and survives across conversation sessions.

Required inputs

  1. deal_id — the OloLand deal whose facts to recall.

Optional:

  • keys — list of specific keys to filter on (e.g. ["ebitda_fy24_confirmed", "sponsor_name"]). Omit to recall every fact stored for the deal.

Action

Call mcp__ololand__recall_deal_facts with the deal_id and (optionally) keys. Render the response in this format:

Confirmed facts for <deal_id>:
  <key>: <value>
    Provenance: <note if any>
    Last updated: <updated_at>

If the result is empty:

No confirmed facts for <deal_id>. Use /remember to start building the deal's persistent record.

When to use

  • At the start of any new session about a deal. Run /recall before doing anything else so you have the analyst-confirmed context loaded before the conversation drifts.
  • Before composing an IC memo or CIM section. Cross-reference what the corpus says with what analysts have explicitly confirmed; conflicts are signal.
  • When a previous answer feels wrong. A recalled fact may explain why — e.g. the model is quoting unaudited management figures when the analyst confirmed an adjusted number lives at key ebitda_fy24_confirmed.

When NOT to use

  • For information that's pulled from the deal corpus on demand (use mcp__ololand__search_deal_documents or mcp__ololand__search_extracted_knowledge for that).
  • For deal-level metadata (use mcp__ololand__get_deal instead).
  • As an audit trail for AI claim corrections (use the corrections endpoint — mcp__ololand__submit_agent_claim_correction).

Pairing rule

/recall and /remember are companions. The institutional-memory pattern:

  1. Open a session — start with /recall <deal_id>.
  2. Do work; surface a fact that the corpus cannot give you.
  3. Confirm with the user.
  4. /remember it.
  5. Future sessions start the loop again with /recall.

Read the full file on GitHub · 56 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. 4d ago First seen · 56 lines · 48 tokens per session scan A 365f0b2e5dd4

Subscribe to this mod's changes

recall is a command published in the GitHub repository ololand-ai/ololand-plugins (0 stars, last pushed 7d ago), licensed Apache-2.0. It adds 48 tokens to every session and 579 once invoked, about $0.0002 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.