llms.txtA
llms.txt from omar-y-abdi/furl-ctx is an llms.txt file: plain text a project publishes for AI models to read.
mdr add omar-y-abdi/furl-ctx/llms.txt@git:20260807.6a54034Pins git:20260807.6a54034 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 14 of 14 checks passed
- Kind
- llms.txt file
- Repository
- omar-y-abdi/furl-ctx
- Path
llms.txt- Versions recorded
- 5
- Latest version
- git:20260807.6a54034, committed Aug 7, 2026
- First version recorded
- Jul 16, 2026
- Size
- 2,931 bytes
- Repository stars
- 5
- License
- Apache-2.0
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
# Furl > Context compression for AI agents, plus prompt compression and token optimization. Compress tool outputs, logs, and RAG chunks before they reach the model to reduce Claude Code token usage. Same answers, typically 0-54% fewer tokens on real high-entropy content, and up to 95% on repetitive logs and fixtures as a best-case ceiling. Python library and MCP server. Apache 2.0, local-first. Furl is shipped as a Python package (`furl-ctx`) with an MCP server exposing six tools: `furl_compress`, `furl_retrieve`, `furl_search`, `furl_list`, `furl_stats`, and `furl_purge`, plus a seventh tool `furl_read` that is off by default. Both use the same compression pipeline: per-content-type compressors (JSON, search results, logs, diffs) feed into a Compress-Cache-Retrieve (CCR) store so compression stays reversible — the LLM can ask for the original on demand, within the configured retention window (default TTL 1800 s; entries are also capacity-evicted oldest-first, and an expired/evicted retrieval is a loud miss, never silent). ## Packages - [PyPI package](https://pypi.org/project/furl-ctx/): Python install. ## Install (copy-paste-runnable) …
Read the whole file at its exact version.
How to install
mdr add omar-y-abdi/furl-ctx/llms.txt@sha256:376dcc08308290e6The line at the top of this page pins the label git:20260807.6a54034, 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_vblwbebn7ugqiaoy)
3 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 5 versions of this file, between Jul 16, 2026 and Aug 7, 2026, about one every 5 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20260807.6a54034 latest | 2026-08-07 | 6a54034 | 2,931 B | A | view · diff |
| git:20260807.a80ee72 | 2026-08-07 | a80ee72 | 2,925 B | A | view · diff |
| git:20260718.eea562c | 2026-07-18 | eea562c | 2,925 B | A | view · diff |
| git:20260717.0534b8d | 2026-07-17 | 0534b8d | 2,850 B | A | view · diff |
| git:20260716.cbfa3b9 | 2026-07-16 | cbfa3b9 | 2,550 B | A | view |
Audit of the latest version
- pass: Size between 200 bytes and 200 KB (2931 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
omar-y-abdi/furl-ctx · 5 stars · license Apache-2.0 · pushed 2026-10-28 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_vblwbebn7ugqiaoy GET https://markdownregistry.com/api/v1/resolve?ref=omar-y-abdi/furl-ctx/llms.txt GET https://markdownregistry.com/api/v1/blob/376dcc08308290e6e3f10cf8d92ab7c00e41232b518e0fef121d92f120ae65d9
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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