Query OpenClaw's episodic memory — past triage outcomes, host patterns, alert history.

No licenceAuto-check: notes

Install Memory Recall

skills CLI
$ npx skills add papadopouloskyriakos/agentic-chatops --skill memory-recall -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install papadopouloskyriakos/agentic-chatops memory-recall --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ git clone --depth 1 https://github.com/papadopouloskyriakos/agentic-chatops.git skills-src && mkdir -p .claude/skills && cp -r skills-src/openclaw/skills/memory-recall .claude/skills/memory-recall && rm -rf skills-src

Use ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.

Claude Code skills documentation · loads skills from .claude/skills/

Facts

Skill name
memory-recall
GitHub stars
107
Token cost
~245 tokens
SKILL.md length
76 words
Files
2
Skills in repo
17
Repo updated
First seen
Licence
None found

At a glance

Query OpenClaw's episodic memory — past triage outcomes, host patterns, alert history.

  • SKILL.md covers WHEN to use and HOW to use
  • Runs Shell scripts from its folder

What it does

Memory Recall is an agent skill from papadopouloskyriakos/agentic-chatops. Query OpenClaw's episodic memory — past triage outcomes, host patterns, alert history. Use before triage to check if you've seen this host/alert before and what happened.

Its SKILL.md is about 250 tokens, which your agent loads only when the skill is triggered. The skill folder holds 1 other file (for example `memory-recall.sh`).

The repository describes itself as: 3-tier agentic ChatOps (n8n + GPT-4o + Claude Code) implementing all 21 patterns from "Agentic Design Patterns" — solo operator managing 137 devices.

Example prompts

  • “/memory-recall”

Requirements

  • A Bash shell
  • Pre-approved tools (allowed-tools): Bash

What it can do on your machine

Read from SKILL.md and the folder at commit 473f057. It shows what the files ask for, not the result of running them.

  • Tool permissions

    Pre-approves these tools, so the agent can use them without asking each time:

    • Bash

    From allowed-tools in the SKILL.md frontmatter.

  • Runs code

    Ships script files (Shell), which the agent can run.

    From the folder's file list and the shell code blocks in SKILL.md.

  • Network

    No URLs in SKILL.md.

    From URLs in SKILL.md, links to its own repository left out.

  • Credentials

    Names no API keys, tokens, secrets or passwords.

    From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.

Context cost

Memory Recall loads about 245 tokens when it runs. Until then it costs about 46 tokens; SKILL.md has 76 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~46
When it runs · the whole SKILL.md, loaded when a task matches
~245

Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.

Safety

Auto-check: notes

The automated check noted patterns worth knowing about, such as sudo or a known installer.

  • NotePre-approves every shell command (allowed-tools: Bash)SKILL.md
    allowed-tools: Bash

Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.

SKILL.md

Without a licence we can't republish the file, so here is its outline and opening line. It has 76 words (~245 tokens).

“Query your own past triage outcomes to inform current investigations.”

— opening of SKILL.md by papadopouloskyriakos
name
memory-recall
allowed-tools
Bash
user-invocable
false

Read the full SKILL.md on GitHub

Files

SKILL.md and 1 other file in openclaw/skills/memory-recall of papadopouloskyriakos/agentic-chatops.

  • SKILL.md
  • memory-recall.sh

Open the folder on GitHubat commit 473f057

Compare with similar skills

Memory Recall next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.

Memory Recall compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Memory Recall this skillpapadopouloskyriakos/agentic-chatops107—~245Automated safety check: NotesNone
Triaging Issuespytorch/pytorch104k—~4.2kAutomated safety check: PassCustom licence
Issue Triagepaperclipai/paperclip99k—~1kAutomated safety check: PassMIT
Triagepnpm/pnpm37k—~2.9kAutomated safety check: PassMIT
Herdr Issue Triageherdrdev/herdr43k—~517Automated safety check: PassApache-2.0
RTK Combined Issue and PR Triagertk-ai/rtk83k—~1.6kAutomated safety check: NotesApache-2.0

Similar skills

  • Triaging Issues

    pytorch/pytorch

    Triages GitHub issues by routing to oncall teams, applying labels, and closing questions.

    104k GitHub stars~4.2k tokensUpdated today
    AI & LLM EngineeringAuto-check passed
  • Issue Triage

    paperclipai/paperclip

    Triage Paperclip inbox issues that are stale, blocked, in-review, or assigned-but-not-progressing, and decide a single next action per issue (resume, reassign, unblock, escalate, or close).

    99k GitHub stars~1k tokensUpdated today
    DevelopmentAuto-check passed
  • Triage

    pnpm/pnpm

    Triage an incoming GitHub issue against the pnpm codebase and related open issues, then apply exactly one implementation-readiness label using pnpm's state: taxonomy.

    37k GitHub stars~2.9k tokensUpdated today
    DevelopmentAuto-check passed
  • Herdr Issue Triage

    herdrdev/herdr

    Triages open herdr GitHub issues into a short decision-first Markdown table with a priority light, recommendation, age, reactions and a reason for each.

    43k GitHub stars~517 tokensUpdated 2 days ago
    DevelopmentAuto-check passed
  • Runs issue triage and PR triage in parallel, then cross-analyzes the results to flag duplicate coverage, security gaps, P0 issues with no PR, and PR conflicts.

    83k GitHub stars~1.6k tokensUpdated yesterday
    DevelopmentAuto-check: notes
  • Triage

    TalAter/annyang

    Triage and close GitHub issues on TalAter/annyang. An agent skill from TalAter/annyang.

    6.8k GitHub stars~810 tokensUpdated 4 days ago
    AI & LLM EngineeringAuto-check: notes

More from papadopouloskyriakos/agentic-chatops

All 17 skills in this repo
  • Escalate To Claude

    papadopouloskyriakos/agentic-chatops

    Escalate a YouTrack issue to Claude Code (Tier 2) for CODE IMPLEMENTATION ONLY.

    107 GitHub stars~672 tokensUpdated 4 days ago
    Auto-check: notes
  • Netbox Lookup

    papadopouloskyriakos/agentic-chatops

    Look up infrastructure devices, VMs, IPs, VLANs, and interfaces from NetBox CMDB.

    107 GitHub stars~618 tokensUpdated 4 days ago
    Auto-check: notes
  • Youtrack Lookup

    papadopouloskyriakos/agentic-chatops

    Look up YouTrack issues by ID or list open issues. An agent skill from papadopouloskyriakos/agentic-chatops.

    107 GitHub stars~550 tokensUpdated 4 days ago
    Auto-check: notes
  • Playbook Lookup

    papadopouloskyriakos/agentic-chatops

    Query past incident resolutions from the knowledge base. An agent skill from papadopouloskyriakos/agentic-chatops.

    107 GitHub stars~363 tokensUpdated 4 days ago
    Auto-check: notes
  • Bootstrap

    papadopouloskyriakos/agentic-chatops

    Meta-skill chaining /specify → /constitute → /plan → /tasks → spec-validation → dispatch-ready.

    107 GitHub stars~837 tokensUpdated 4 days ago
    Auto-check: notes
  • Cross Tier Review

    papadopouloskyriakos/agentic-chatops

    Cross-tier review protocol — chain of verification for REVIEW REQUEST messages from Claude Code (Tier 2).

    107 GitHub stars~691 tokensUpdated 4 days ago
    Auto-check: notes

Questions about Memory Recall

What does Memory Recall do?

Query OpenClaw's episodic memory — past triage outcomes, host patterns, alert history. Memory Recall is an agent skill from papadopouloskyriakos/agentic-chatops. Query OpenClaw's episodic memory — past triage outcomes, host patterns, alert history.

How do I install Memory Recall in Claude Code?

Run `npx skills add papadopouloskyriakos/agentic-chatops --skill memory-recall -a claude-code`. Or copy the skill folder (openclaw/skills/memory-recall in papadopouloskyriakos/agentic-chatops) into .claude/skills/memory-recall in your project. Claude Code loads it when a task matches its description.

How do I install Memory Recall in Codex?

Run `npx skills add papadopouloskyriakos/agentic-chatops --skill memory-recall -a codex`. Or copy the skill folder (openclaw/skills/memory-recall in papadopouloskyriakos/agentic-chatops) into .agents/skills/memory-recall in your project. Codex loads it when a task matches its description.

Can I use Memory Recall in Cursor, Gemini CLI or GitHub Copilot?

Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add papadopouloskyriakos/agentic-chatops --skill memory-recall -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/memory-recall, .gemini/skills/memory-recall, .github/skills/memory-recall and .opencode/skills/memory-recall in your project.

What does Memory Recall need to run?

Going by SKILL.md and its folder, Memory Recall needs a shell for the scripts in its folder. Our summary lists: A Bash shell. Its frontmatter pre-approves these tools: Bash.

Does Memory Recall access the network?

SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.

Is Memory Recall safe to install?

Our automated static check of SKILL.md found notes only (pre-approves every shell command (allowed-tools: bash)), nothing it rates as a warning. It is not a guarantee. Review the folder before installing.

What licence does Memory Recall use?

No licence was found for Memory Recall or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.

How many tokens does Memory Recall use?

About 245 tokens (SKILL.md is roughly 980 characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.

What are the alternatives to Memory Recall?

Skills that share tags, products or a category with Memory Recall: Triaging Issues (pytorch/pytorch, 104k stars), Issue Triage (paperclipai/paperclip, 99k stars), Triage (pnpm/pnpm, 37k stars) and Herdr Issue Triage (herdrdev/herdr, 43k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Memory Recall?

papadopouloskyriakos (a GitHub user) maintains it in papadopouloskyriakos/agentic-chatops, which has 107 GitHub stars. The repository holds 17 skills in this directory. The repository was last updated on October 6, 2026.

Source: papadopouloskyriakos/agentic-chatops on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.