Openloomi Connectors
melandlabs/openloomi
openloomi Connectors tools - manage the native 7 messaging integrations and pair with the composio skill for the 1000+ apps OAuth layer (Slack, Discord, X, Gmail, Outlook, Google…
Search or cite Echo at the start of a fresh Marin investigation when prior-work policy applies, another selected workflow requires it, or the user explicitly asks; reuse relevant results during the…
Apache-2.0Auto-check passed
Install Consult Echo
$ npx skills add marin-community/marin --skill consult-echo -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install marin-community/marin consult-echo --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/marin-community/marin.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.agents/skills/consult-echo .claude/skills/consult-echo && rm -rf skills-srcUse ~/.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/
Install the "consult-echo" agent skill from https://github.com/marin-community/marin/tree/main/.agents/skills/consult-echo into .claude/skills/consult-echo/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "consult-echo", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/marin-community/marin/tree/main/.agents/skills/consult-echoType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add marin-community/marin --skill consult-echo -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install marin-community/marin consult-echo --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/marin-community/marin.git skills-src && mkdir -p .agents/skills && cp -r skills-src/.agents/skills/consult-echo .agents/skills/consult-echo && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "consult-echo" agent skill from https://github.com/marin-community/marin/tree/main/.agents/skills/consult-echo into .agents/skills/consult-echo/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "consult-echo", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add marin-community/marin --skill consult-echo -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install marin-community/marin consult-echo --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/marin-community/marin.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/.agents/skills/consult-echo .cursor/skills/consult-echo && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "consult-echo" agent skill from https://github.com/marin-community/marin/tree/main/.agents/skills/consult-echo into .cursor/skills/consult-echo/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "consult-echo", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/marin-community/marin.git --path .agents/skills/consult-echo--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add marin-community/marin --skill consult-echo -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install marin-community/marin consult-echo --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/marin-community/marin.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/.agents/skills/consult-echo .gemini/skills/consult-echo && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "consult-echo" agent skill from https://github.com/marin-community/marin/tree/main/.agents/skills/consult-echo into .gemini/skills/consult-echo/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "consult-echo", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install marin-community/marin consult-echoInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add marin-community/marin --skill consult-echo -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/marin-community/marin.git skills-src && mkdir -p .github/skills && cp -r skills-src/.agents/skills/consult-echo .github/skills/consult-echo && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "consult-echo" agent skill from https://github.com/marin-community/marin/tree/main/.agents/skills/consult-echo into .github/skills/consult-echo/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "consult-echo", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add marin-community/marin --skill consult-echo -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install marin-community/marin consult-echo --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/marin-community/marin.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/.agents/skills/consult-echo .opencode/skills/consult-echo && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "consult-echo" agent skill from https://github.com/marin-community/marin/tree/main/.agents/skills/consult-echo into .opencode/skills/consult-echo/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "consult-echo", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
Facts
- Skill name
consult-echo- GitHub stars
- 3.9k
- Token cost
- ~1.4k tokens
- SKILL.md length
- 638 words
- Files
- 2
- Skills in repo
- 41
- Repo updated
- First seen
- Licence
- Apache-2.0
At a glance
Search or cite Echo at the start of a fresh Marin investigation when prior-work policy applies, another selected workflow requires it, or the user explicitly asks; reuse relevant results during the…
- SKILL.md covers Search, Choose the durable home and Write or revise a wiki note
- Calls uv
What it does
Consult Echo is an agent skill from marin-community/marin. Search or cite Echo at the start of a fresh Marin investigation when prior-work policy applies, another selected workflow requires it, or the user explicitly asks; reuse relevant results during the same logical investigation.
Its SKILL.md is about 1.4k tokens, which your agent loads only when the skill is triggered. The skill folder holds 2 other files (for example `agents/openai.yaml`).
It works with Discord and GitHub. The repository describes itself as: Open-source framework for the research and development of foundation models. The licence is Apache-2.0.
Example prompts
- “/consult-echo”
What it can do on your machine
Read from SKILL.md and the folder at commit be1f5f1. It shows what the files ask for, not the result of running them.
Tool permissions
Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.
From allowed-tools in the SKILL.md frontmatter.
Runs code
Shell commands in SKILL.md call:
uv
From the folder's file list and the shell code blocks in SKILL.md.
Network
No URLs in SKILL.md. Its commands use uv, which can reach the network depending on how they are called.
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
Consult Echo loads about 1.4k tokens when it runs. Until then it costs about 60 tokens; SKILL.md has 638 words of instructions outside code blocks.
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 passed
The automated check found no risky patterns in SKILL.md.
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
The full file from marin-community/marin at commit be1f5f1, republished under its Apache-2.0 licence (© marin-community). 638 words, ~1,393 tokens.
Download SKILL.mdSave it as
.claude/skills/consult-echo/SKILL.md (or your agent's skills folder). This skill also uses 1 other file; get the full folder from GitHub.- name
- consult-echo
- description
- Search or cite Echo at the start of a fresh Marin investigation when prior-work policy applies, another selected workflow requires it, or the user explicitly asks; reuse relevant results during the same logical investigation.
Consult Echo
Search Echo before rediscovering prior work. Cite canonical Echo, GitHub, or Discord URLs for the evidence you use.
Treat one incident, debugging session, or research question as one logical investigation across continuation turns. Search once when that investigation starts, then reuse relevant results already fetched in the conversation. Do not search again merely because the user asks a follow-up question or requests the next operational step. Search again only when the incident, question, repository scope, or freshness requirement changes, when a selected workflow requires a current duplicate check, or when the user explicitly asks.
Search
Use a natural-language federated search:
uv run infra/marina/apps/echo/cli.py search "how do I diagnose a stalled TPU collective" --limit 10Search covers wiki, file, pr, and issue by default. Repeat --domain to
select a subset.
File search infers the configured Marin-community repository from the current
Git checkout, including ordinary contributor forks. Pass --repository <owner/repo> to choose one configured repository or --repository all to
search all six. The CLI prints the resolved file scope once. Searches that omit
the file domain work outside a Git checkout.
Discord is excluded by default because messages may be noisy or untrusted. Add
--domain discord only when discussion history is relevant, and open the
canonical URL when surrounding thread context matters.
Fetch a result's full detail with the value in the SOURCE ID column:
uv run infra/marina/apps/echo/cli.py get <source-id>The GRADE KEY column is for feedback. get also accepts file grading keys
with numeric suffixes, such as file:20849.
Grade evaluated results with the exact query and printed keys:
uv run infra/marina/apps/echo/cli.py feedback --query "stalled TPU collective" \
--grade wiki:730=0 --grade file:731=10 \
<<< "The file result answered the task; wiki results were off-topic."Use 0 for irrelevant and 10 for directly useful. Grade only evaluated results and always explain overall quality on stdin, including for an empty result set.
Use grep for exact strings in GitHub or Discord activity, narrowing with
--source or --kind when needed:
uv run infra/marina/apps/echo/cli.py grep "FAILED_PRECONDITION" --source githubUse rg for exact identifiers in the current checkout. Echo's file index
follows the periodically refreshed GitHub head, so it does not contain
branch-only or uncommitted files. Use wiki search --tag <tag> when tags, rather
than federated relevance, define the desired synthesis. Authentication reuses
the shared Marin login via iris login; see
Echo setup and access.
Run this search sequence before adding or editing a wiki note.
Show full SKILL.md (288 more words)Show less
Choose the durable home
Every live infrastructure incident, as defined by write-ops-log, gets a
standalone Echo record linked from its associated PR or issue. Also use the
narrowest reusable home when the incident or other work changes durable
guidance:
- Update
OPS.mdfor a recurring operational procedure, diagnostic workflow, or guardrail in one subsystem. - Update
docs/for reusable product or user guidance that belongs with the repository. - Edit an existing Echo wiki note for a cross-cutting pattern or synthesis that has no single repository home.
- Add a wiki note only when the searches find no near-duplicate.
Create one incident entry per incident and edit it while the same incident continues. Keep raw logs and diffs in their source systems. Edit a near-duplicate synthesis instead of adding another.
Write or revise a wiki note
Write the shortest entry that changes a future action:
- Lead with an actionable value: a decision, command, diagnostic discriminator, guardrail, or recovery step.
- Include only the facts needed to support or apply that action. Link to the canonical PR, issue, dashboard, log bundle, or report for chronology and raw evidence instead of copying it into Echo.
- Put the action in the title,
use_when, or opening paragraph. - Keep chronology without a reusable decision in an issue, logbook, or source artifact.
Write an Open Knowledge Format document:
---
type: wiki-note
title: Stalled TPU collectives can have several low-power causes
use_when: when a distributed TPU job stalls before the first optimizer update
tags:
- ops
- debugging
- iris
---
State the reusable pattern, how to distinguish its causes, and the evidence URLs.Use lowercase kebab-case tags. Keep the title concrete and make use_when
describe the future search trigger. Make the body stand alone. Cite canonical
URLs inline. Concision still requires enough context to apply the guidance
safely; do not omit a precondition, destructive-action warning, or material
caveat.
Create a note:
uv run infra/marina/apps/echo/cli.py wiki add --file note.mdRevise the closest existing note:
uv run infra/marina/apps/echo/cli.py wiki show <id> > note.md
# Edit note.md.
uv run infra/marina/apps/echo/cli.py wiki edit <id> --file note.mdBoth write commands print the canonical Echo URL. Return and cite that URL after every add or edit.
© marin-community, Apache-2.0. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
Files
SKILL.md and 1 other file in .agents/skills/consult-echo of marin-community/marin.
- SKILL.md
- agents/openai.yaml
Open the folder on GitHubat commit be1f5f1
Compare with similar skills
Consult Echo 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.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Consult Echo this skillmarin-community/marin | 3.9k | — | ~1.4k | Automated safety check: Pass | Apache-2.0 | |
| Openloomi Connectorsmelandlabs/openloomi | 1k | — | ~3.3k | Automated safety check: Pass | Apache-2.0 | |
| Project Managerpwrdrvr/openclaw-codex-app-server | 265 | — | ~1.5k | Automated safety check: Pass | MIT | |
| Chat SDKdatabuddy-analytics/Databuddy | 1.2k | — | ~2.6k | Automated safety check: Pass | AGPL-3.0 | |
| Fumadocsbetter-notify/better-notify | 313 | — | ~2.3k | Automated safety check: Pass | MIT | |
| Releasepwrdrvr/openclaw-codex-app-server | 265 | — | ~2.2k | Automated safety check: Pass | MIT |
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pwrdrvr/openclaw-codex-app-server
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databuddy-analytics/Databuddy
Build multi-platform chat bots with Chat SDK (chat npm package).
Fumadocs
better-notify/better-notify
A skill your agent uses when writing MDX documentation pages for a Fumadocs project — frontmatter, meta.json, page ordering, and fumadocs-ui React components available inside MDX content.
Release
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Writing Release Notes
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Related
Questions about Consult Echo
What does Consult Echo do?
Search or cite Echo at the start of a fresh Marin investigation when prior-work policy applies, another selected workflow requires it, or the user explicitly asks; reuse relevant results during the…. Consult Echo is an agent skill from marin-community/marin. Search or cite Echo at the start of a fresh Marin investigation when prior-work policy applies, another selected workflow requires it, or the user explicitly asks; reuse relevant results during the same logical investigation.
How do I install Consult Echo in Claude Code?
Run `npx skills add marin-community/marin --skill consult-echo -a claude-code`. Or copy the skill folder (.agents/skills/consult-echo in marin-community/marin) into .claude/skills/consult-echo in your project. Claude Code loads it when a task matches its description.
How do I install Consult Echo in Codex?
Run `npx skills add marin-community/marin --skill consult-echo -a codex`. Or copy the skill folder (.agents/skills/consult-echo in marin-community/marin) into .agents/skills/consult-echo in your project. Codex loads it when a task matches its description.
Can I use Consult Echo 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 marin-community/marin --skill consult-echo -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/consult-echo, .gemini/skills/consult-echo, .github/skills/consult-echo and .opencode/skills/consult-echo in your project.
What does Consult Echo need to run?
Going by SKILL.md and its folder, Consult Echo needs the command-line tools its instructions call (uv).
Does Consult Echo access the network?
SKILL.md contains no URLs. Its commands use uv, which can reach the network depending on how they are called. This is read from the text; nothing was executed.
Is Consult Echo safe to install?
Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.
What licence does Consult Echo use?
Consult Echo is published under the Apache-2.0 licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
How many tokens does Consult Echo use?
About 1.4k tokens (SKILL.md is roughly 5.6k 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 Consult Echo?
Skills that share tags, products or a category with Consult Echo: Openloomi Connectors (melandlabs/openloomi, 1k stars), Project Manager (pwrdrvr/openclaw-codex-app-server, 265 stars), Chat SDK (databuddy-analytics/Databuddy, 1.2k stars) and Fumadocs (better-notify/better-notify, 313 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Consult Echo?
marin-community (a GitHub organization) maintains it in marin-community/marin, which has 3,902 GitHub stars. The repository holds 41 skills in this directory. The repository was last updated on October 8, 2026.
Source: marin-community/marin on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.