llms.txtA
llms.txt from korovin-aa97/talkthrough-mcp is an llms.txt file: plain text a project publishes for AI models to read.
mdr add korovin-aa97/talkthrough-mcp/llms.txt@git:20260905.1bee6c4Pins git:20260905.1bee6c4 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 14 of 14 checks passed
- Kind
- llms.txt file
- Repository
- korovin-aa97/talkthrough-mcp
- Path
llms.txt- Versions recorded
- 4
- Latest version
- git:20260905.1bee6c4, committed Sep 5, 2026
- First version recorded
- Jul 10, 2026
- Size
- 1,328 bytes
- Repository stars
- 33
- License
- MIT
Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.
What the file says
# talkthrough-mcp > Local-first MCP server that turns narrated screen recordings (or any > video/audio file) into agent-ready structured data: timestamped transcript > segments, scene-change keyframes, OCR text, and wall-clock anchoring, with > lazy token-budgeted retrieval tools. No LLM inside the server; recordings > never leave the machine. ## Docs - [README](README.md): positioning, quickstart per client, tool reference, wall-clock ladder, configuration, CLI - [Install guide for agents](llms-install.md): machine-followable setup steps - [Per-engine integrations](integrations/README.md): exact config snippets for Claude Code/Desktop, Codex CLI, OpenClaw, Gemini CLI, Cursor, Cline, OpenCode, Goose, Copilot CLI, Windsurf, Zed - [Agent skill](.agents/skills/talkthrough/SKILL.md): how to use the tools well - [Agent contributor guide](AGENTS.md): working on this repo with a coding agent - [Troubleshooting](docs/TROUBLESHOOTING.md): first-run downloads, client wiring, language/OCR/wall-clock fixes, data removal - [Design](docs/DESIGN.md): pipeline, manifest schema, token-budget rules - [Findings contract](examples/output-contract.schema.json): triage output JSON Schema …
Read the whole file at its exact version.
How to install
mdr add korovin-aa97/talkthrough-mcp/llms.txt@sha256:b143731bd2b44071The line at the top of this page pins the label git:20260905.1bee6c4, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.
[](https://markdownregistry.com/a/art_p47itmhky7mwfgfz)
2 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 4 versions of this file, between Jul 10, 2026 and Sep 5, 2026, about one every 19 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20260905.1bee6c4 latest | 2026-09-05 | 1bee6c4 | 1,328 B | A | view · diff |
| git:20260710.9ad467c | 2026-07-10 | 9ad467c | 1,328 B | A | view · diff |
| git:20260710.29d96f9 | 2026-07-10 | 29d96f9 | 1,200 B | A | view · diff |
| git:20260710.107e073 | 2026-07-10 | 107e073 | 915 B | A | view |
Audit of the latest version
- pass: Size between 200 bytes and 200 KB (1328 bytes)
- pass: No zero-width or bidi control characters
- pass: No instruction hidden inside an HTML comment
- pass: No link to an exfiltration or paste host
- pass: No credential-shaped string
- pass: No instruction to send local credentials anywhere
- pass: No text hidden with inline styles
- pass: No prompt-injection phrasing
- pass: No curl or wget piped into a shell
- pass: No recursive delete of root, home or parent
- pass: No instruction to read or print local credentials
- pass: No base64 blob over 200 characters
- pass: No link to a raw IP address
- pass: No script tag
Source
korovin-aa97/talkthrough-mcp · 33 stars · license MIT · pushed 2026-10-31 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_p47itmhky7mwfgfz GET https://markdownregistry.com/api/v1/resolve?ref=korovin-aa97/talkthrough-mcp/llms.txt GET https://markdownregistry.com/api/v1/blob/b143731bd2b440712848bd23d1c1b621f2b298d0d279bcdbfa6a485cf35302c7
Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.
Guides: how to add an llms.txt file to a website · which agent file does what.
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