Honcho
Memory that reasons: continual learning for stateful agents. Better context, fewer tokens.
Description from the maker (original English)
Compiles structured specs into SCORM 1.2/2004 e-learning packages. 47 tools, quality gate, no LLM.
These three are never merged into one score: opinions, measurements and popularity are different things.
We have not written a plain-language summary for this one yet. Below are the facts we read from the registry.
Pick the AI app you use, then copy the settings.
You need
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Works in Claude on the web, desktop and mobile:
https://scorm.edumints.com/mcpRun this in your terminal
claude mcp add --transport http edumints-scorm https://scorm.edumints.com/mcpPaste into .cursor/mcp.json in your project, or ~/.cursor/mcp.json
{
"mcpServers": {
"edumints-scorm": {
"url": "https://scorm.edumints.com/mcp"
}
}
}Your browser asks to open the app, then the app shows the settings and asks you to confirm. Key values are left empty for you to fill in.
Paste into .vscode/mcp.json in your project
{
"servers": {
"edumints-scorm": {
"type": "http",
"url": "https://scorm.edumints.com/mcp"
}
}
}Your browser asks to open the app, then the app shows the settings and asks you to confirm. Key values are left empty for you to fill in.
ChatGPT connects only to servers on the internet:
https://scorm.edumints.com/mcpMenu names can differ slightly by plan and over time.
Your choice stays on this device in a cookie; no account needed.
These settings are generated from the maker’s registry entry. If the README says otherwise, follow the README.
The server asks you to sign in before it lists its tools.
We check information anyone can see; we have not read the code. Checks that do not apply are left out of the count. · Checked Nov 10, 2026
The registry name was verified with the GitHub account kemalyy, which owns the repo
Code last changed 27 days ago
We have not read this repo from GitHub yet
Responded in 415 ms (HTTP 401)
Declares OAuth sign-in, so your AI app can take you to log in
Not checked yet; we read the tool list when we check the endpoint
Compared with every active server in this category in the registry. Stars count only when the publisher owns the repo.
It passed 4 of 4 applicable basic checks. We have not read the code. Before adding a key or token, see what access the server asks for and use a key with only the permissions you need.
The registry does not list a required key, though some servers ask you to sign in on first use.
It runs in the maker’s cloud. Connect over the internet with nothing to install, but what you send passes through the maker’s servers.
The GitHub repo last changed 27 days ago, and the latest version (1.9.0) reached the registry 27 days ago.
Apps that support MCP, such as Claude Desktop, Claude Code, Cursor and VS Code. It connects by URL, so apps that accept remote MCP servers work too, such as ChatGPT in developer mode.
In the same category: Honcho, ShipSwift, Pm Claude Skills
Servers in the same category from other makers, sorted by stars.
Reading a card:↓ Downloads per weeki★ GitHub starsiThree pillars: reviews · checks · usageiUpdated = latest version published to the registryi
Memory that reasons: continual learning for stateful agents. Better context, fewer tokens.
40+ production-ready SwiftUI recipes for building full-stack iOS apps via MCP.
1310 professional Agent Skills + workflow recipes — searchable & fetchable over MCP.
Copied from the maker’s repo as written. PopNx MCP has not reviewed or endorsed it. HTML, images and scripts are removed. Links lead off this site.
An MCP server that compiles interactive, standards-conformant e-learning courses.
You (or an AI client like Claude) are the author; this server is the compiler.
Describe a course as a structured spec — the server validates it, renders it, and packages it as a
self-contained SCORM zip that runs in any LMS (Moodle, SCORM Cloud, Rustici Engine, …).
Deterministic — no LLM runs on the server.
🌐 Languages: English · Türkçe · Español · Русский · 简体中文 · Azərbaycanca · Қазақша · Кыргызча
Four complete courses — four audiences, four visual identities — built entirely with this server and served from a live deploy. Click any screenshot to launch.
| Be a Password Hero! | Spot the Phish | The Ad Hominem Argument | Grafik Dedektifi |
|---|---|---|---|
Ages 9–13 · internet safety · style-playful + custom brand | Corporate onboarding · email security · style-minimal + corporate brand | Graduate level · argumentation theory · style-premium | Turkish · data literacy · inquiry-based (5E) · evidence-bound assessment |
Each demo features a narrative thread, realistic artifact-mockup SVGs, flag-hunting simulations, before/after comparisons, timelines, a case game, and adaptive feedback — with question-level SCORM reporting underneath.
E-learning is usually hand-crafted in heavy desktop authoring tools. This project treats course production as infrastructure for AI agents instead:
lint_course) whose error tier blocks builds, and a CI proof chain (XSD + real SCORM Cloud imports + behavioral probe) so that what ships actually works in an LMS — see Standards & evidence.Author = the MCP client · Compiler = this server.
Point any MCP client (Claude desktop/web/Code, Antigravity, …) at:
https://scorm.edumints.com/mcp
Sign in via OAuth or get an API key at the portal: https://mcp.edumints.com. Then ask: *"Build a 6-minute interactive course on X with a quiz and a summary."* — you get a downloadable SCORM zip back.
Works best together with the authoring skill (a Claude Agent Skill that teaches an AI client
how to author high-quality courses with this server):
https://github.com/kemalyy/edumints-scorm-skill
docker run -p 8000:8000 -v "$PWD/data:/data" ghcr.io/kemalyy/edumints-scorm-mcp:latest
The image includes all optional features (ffmpeg, Node + HyperFrames for video, Piper TTS).
Apple Silicon + Docker Desktop: if the container crashes with
Illegal instruction(SIGILL),
it is an upstream native-ARM64 issue in
cryptography's Rust bindings
(pyca/cryptography#14733) — not this repo.
Workaround: run with
--platform linux/amd64(emulated).
python -m venv .venv && source .venv/bin/activate
pip install ".[tts]" # ".[tts]" adds offline Turkish TTS (Piper); drop it if unwanted python server.py # serves MCP over HTTP
For video generation also install Node 22+ with HyperFrames (npm i -g hyperframes) plus ffmpeg. Configuration: copy .env.example and adapt (data dir, quotas, base URL, TTLs). No secrets are required to run locally.
A course is produced from a single build_from_spec call (this is examples/small.json, abridged):
{
"title": "Intro to SCORM", "scorm_version": "1.2", "language": "en", "tracking": { "completion_rule": "viewed_all_and_passed", "passing_score": 50 }, "screens": [ { "type": "title_slide", "id": "t1", "title": "Intro to SCORM", "subtitle": "Core concepts in 5 minutes" }, { "type": "content_slide", "id": "c1", "title": "What is SCORM?", "body_html": " SCORM lets e-learning content talk to an LMS. " }, { "type": "mcq", "id": "q1", "title": "Mini quiz", "prompt_html": " What is SCORM for? ", "options": [ { "id": "a", "text_html": "Content–LMS communication", "correct": true }, { "id": "b", "text_html": "Video editing" } ], "points": 10 }, { "type": "summary", "id": "s1", "title": "Well done", "body_html": " You learned the basics. " } ] }
build_from_spec(spec) → { project_id, screens: 4, warnings: [] } build_package(project_id) → downloadable SCORM zip ├─ imsmanifest.xml ├─ index.html (self-contained player + runtime) └─ assets/
Full working specs live in examples/ (games, branching, themed and i18n courses).
build_from_spec (single-call path), granular editing (create_project / add_screen / update_screen / …), set_theme / set_tracking, add_asset (SSRF-guarded imports), synthesize_speech (offline Piper TTS), video tools (ffmpeg / HyperFrames motion-graphics), preview / validate_package / build_package, lint_course (quality gate), export_qti (QTI 2.1), list_compositions / set_composition / set_screen_composition.kicker, lead, ) and a balanced symmetric/asymmetric layout chosen from a JSON pattern catalogue (rule of thirds, Z/F eye flow, course rhythm) — or any free grid — on all 31 screen types. The server asks the decisions that matter while the course is built (composition_questions), questions/polls/branching take an optional case (stimulus) for application-level assessment, tabs become master–detail and game scenes go side by side. New default palette mint (+ ink, slate), embedded OFL fonts. Existing courses render unchanged.game screen composes mechanic primitives (score/lives/timer/hints) + declarative when event if condition then action rules + branching nodes; adaptive_practice estimates proficiency (Elo or Bayesian Knowledge Tracing) and calibrates difficulty per learner. See docs/GAME-PATTERNS.md.cmi.interactions (question-level reporting), cmi.objectives, adlcp:masteryscore (1.2) / completionThreshold (2004), LOM metadata, and a compact suspend-data v2 encoding for resume state.style-minimal / style-playful / style-premium, and more) layered with brand tokens: one style, many brands. Light/neutral/high-contrast presets, WCAG-aware, prefers-reduced-motion support.add_asset via data-URI or https), ffmpeg processing, programmatic motion-graphic/data-viz video (HyperFrames), built-in offline Turkish TTS (Piper).cmi5.xml packaging yet). See docs/GAME-XAPI.md.assessmentItems for interop with assessment platforms. See docs/QTI.md.Claims are cheap; this repo ships its proof chain in CI:
imsmanifest.xml files are validated against the official ADL/IMS schemas for both SCORM 1.2 and 2004 (automated in tests/test_conformance.py).scorm-probe launches built courses in real Chromium against a fake LMS and asserts runtime behavior (init, navigation, scoring, completion). Also blocking in CI; a silent skip fails the build.Details, procedures and honest limits: [docs/CONFORMANCE.md](docs/CONFORMANCE.md). Accessibility: WCAG 2.2 AA conformance statement with explicitly documented limitations — [docs/ACCESSIBILITY-CONFORMANCE.md](docs/ACCESSIBILITY-CONFORMANCE.md).
The only official distribution channels for this project are:
| Channel | URL |
|---|---|
| Source repository | https://github.com/kemalyy/edumints-scorm-mcp |
| Authoring skill | https://github.com/kemalyy/edumints-scorm-skill |
| Container image | ghcr.io/kemalyy/edumints-scorm-mcp |
| Hosted MCP endpoint | https://scorm.edumints.com/mcp |
| Account portal | https://mcp.edumints.com |
Anything else — mirror repos, re-uploaded zips, PyPI/npm packages, other registries or domains — is unofficial and unverified. We publish no PyPI or npm packages today. If you find