Ext Ops Panel
Open dashboard
Comparison

ai.imboard/dossier vs feedback-memory

ai.imboard/dossier is an MCP server published by imboard.ai. Marketplaces we read that list it: 2 (Official MCP Registry, npm registry (MCP servers)). feedback-memory is an MCP server published by ssap-pa. Marketplaces we read that list it: 1 (Official MCP Registry). As of our marketplace pass on 2026-10-29. This pair was picked by a reader, not by our comparison rule, so search engines are asked not to index the page.

Where each is published

Where each is published
Marketplaceai.imboard/dossierfeedback-memory
Official MCP Registry Listed
Version: 1.0.4
Downloads/month (npm): 20 197
Downloads/week (npm): 4 125
Forks (GitHub): 3
Stars (GitHub): 10
Not marked · First seen
Listed
Version: 0.2.1
Forks (GitHub): 0
Stars (GitHub): 1
Not marked · First seen
npm registry (MCP servers) Listed
Version: 1.6.5
Downloads/month (npm): 20 197
Downloads/week (npm): 4 125
Forks (GitHub): 3
Stars (GitHub): 10
Not marked · First seen
Not listed

Each figure is the marketplace's own and is never added up across marketplaces. A marketplace that publishes no figure shows none: no number is not zero.

The facts side by side

ai.imboard/dossier vs feedback-memory
Factai.imboard/dossierfeedback-memory
Marketplaces that list it (differs)2 (better)1 (worse)
Stars (GitHub) (differs)10 (better)1 (worse)
Forks (GitHub) (differs)3 (better)0 (worse)
Last releaseNot publishedNot published
Where it runs (differs)On your machine (@ai-dossier/mcp-server)On your machine (https://github.com/ssap-pa/self-learning-agent-setup/releases/download/v0.2.1/feedback-memory.mcpb)
Transportstdiostdio
Tools it declaresNot publishedNot published
Environment variables it asks for (differs)Not published2, secrets among them: 1
Licence (differs)AGPL-3.0-onlyNot stated
Repository (differs)github.com/imboard-ai/ai-dossiergithub.com/ssap-pa/self-learning-agent-setup
Changes in the last 7 days (differs)20
First seen2026-10-112026-10-11

Lines where the two differ have a tinted background and bold values. Where the data itself says which value is better (more marketplaces, a larger figure of the same marketplace, a fresher release, a verified mark on a marketplace that lists both), the better one is also marked green with ▲ and the worse one red with ▼. Where it runs, the transport, the tools, the settings, hooks, the bundle's parts, the licence and the week's changes are marked only as different: more or fewer is not better in itself.

What each says it does

ai.imboard/dossier

In its own words, on Official MCP Registry:

MCP server for dossier automation standard - enables LLMs to discover, verify, and execute dossiers

feedback-memory

In its own words, on Official MCP Registry:

Remembers why you approved, edited or rejected your agent's drafts; recalls the closest corrections

How to run each

ai.imboard/dossier As a local MCP server: npm package

Claude Code
claude mcp add --transport stdio dossier -- npx -y @ai-dossier/mcp-server

feedback-memory

No data for an automatic command: what its marketplaces declare does not say unambiguously how to connect it.

Requires: OPENAI_API_KEY (secret)

Commands built only from what the marketplaces declare; the full set for every client is on each card.

Tools each declares

Neither one's marketplaces publish a list of tools, so there is nothing to compare.

Settings each asks for

The marketplaces of ai.imboard/dossier publish no settings it asks for, so we do not compare settings.

What it can do: ai.imboard/dossier · What it can do: feedback-memory · Compare two other plugins

Data comes from the Official MCP Registry (registry.modelcontextprotocol.io), CC0 1.0. Package data comes from the public npm registry (registry.npmjs.org). Data comes from public marketplace files in GitHub repositories of their authors. Figures come from our own regular passes over the marketplaces, last read on . We publish no contact details for plugin publishers.

Where the data comes from: how the catalog is built