cocoindex
Incremental engine for long horizon agents 🌟 Star if you like it!
Runssource: GitHubhomepageRustApache-2.0commit f1c1ba4a83d3
Rust, Apache-2.0 licensed. The project labels itself: agentic data framework, ai, ai agents, change data capture, codebase intelligence, context engineering, data engineering and data indexing.
cocoindex runs. An Argusic agent installed it in 13 minutes and hit 5 errors and fixed every one without help on a clean machine with no GPU, and the whole session was recorded.
Python package imports, Rust extension builds, all core tests pass (611 Rust + 857 Python), mypy type-checks 297 files clean, CLI runs all subcommands, and the files_transform example pipeline successfully converts markdown files to HTML with correct incremental change detection.
What the agent ended up with on a clean machine, in its own words. How this is measured
Measured by Argusic on a fresh machine every time. Every number links to its evidence. Argusic Score 100 of 100 (the mean of this project's run scores).
At a glance
Subject data from GitHub, linked at the top of this page, refreshed . Test data by Argusic (CC BY 4.0); every number links to a run page with the full log, the recording, and their sha256 hashes.
What was measured
From the run that decided this verdict. Every line is a recorded value, not an estimate.

What went wrong, in the agent's own words
The agent's own words, worst first, never rewritten into advice.
- uv not installed in container1 minute
- Rust toolchain not installed1 minute
- cargo test fails linking libpython3.12 (system Python 3.12 lacks shared lib, venv uses Python 3.11)1 minute
- maturin develop fails with 'No such file or directory'1 minute
- CLI test fails: cocoindex command not in PATH
- Install time
- 13 minutes
- Cold machine to finish
- 13 minutes
- Errors hit and fixed
- 5 hit, 5 fixed with no human help
- How the result was proved
- cargo test: 611 passed, 0 failed; pytest python/tests/: 802 passed, 4 skipped; pytest python/tests/cli/: 55 passed; python -m mypy: no issues; files_transform example: 2/2 files processed to HTML, incremental re-run showed 1 unchanged/1 reprocessed
- Model tokens used
- 381,182
- Exact commit tested
- f1c1ba4a83d3
- Container image
- sha256:cdd920bce783
What was not measured
The other half, so you can see exactly how far this evidence goes. A gap is printed as a gap and never filled in.
- Peak GPU memory
- this ran on a CPU machine, so there was no GPU to sample
- Behaviour over a long run
- each attempt uses the smallest documented settings and a fixed time budget, so this measures whether it runs, not how it holds up under load
The end of the recording
The last lines of the terminal session that decided this verdict, exactly as they were recorded.
**Launch and verification** — exercised three ways:
- **Rust tests**: 611 passed, 0 failed (`cargo test` with `PYO3_PYTHON` set to the venv's Python 3.…
- **Python tests**: 802 passed, 4 skipped (`pytest python/tests/`, excluding connector tests needin…
- **CLI tests**: 55 passed, 0 failed
- **Type checks**: mypy found no issues in 297 source files
- **End-to-end example**: files_transform pipeline ingested 2 markdown files into HTML output, incr…
**Error record** — all 5 errors hit were environmental, each fixed:
1. `uv` not in container → installed via `python3 -m venv + pip install uv`
2. `rustc`/`cargo` not in container → installed via `rustup`
3. `cargo test` linking failed (`libpython3.12` not found) → set `PYO3_PYTHON=/work/repo/.venv/bin/…
4. `maturin develop` failed ("No such file or directory") → run `/work/repo/.venv/bin/maturin devel…
5. CLI test failed (`cocoindex: command not found`) → added `.venv/bin` to `PATH`Replay the whole session, every command from a clean machine to this point.
How it was tested
One agent, one container, no human help. It installs the project the way its own documentation says to, runs it, and fixes what breaks. Everything below is recorded as it happened: the terminal session, the log and the exact commit. The full method.
Strengths and limits
Measured facts, not opinions. How this is written.
What went well
- Reached a running state on a clean machine, with the session recorded.
- Installed in 13 minutes.
- Recovered from all 5 errors without a human stepping in, which says the failures are documented well enough to solve.
- Ran without a GPU, so it does not need one to start.
- Licensed Apache-2.0, as reported by its host.
What did not, or is not known
- Measured once so far. A single attempt shows it can run, not that it runs reliably.
What it is a reasonable choice for
- Trying it on a laptop or a small server: it reached a running state without a GPU.
Also tested, in the same area
Every one of these was installed and run by Argusic on a clean machine. Nothing appears here that was not tested.
Run history
Topics (from GitHub)
agentic-data-frameworkaiai-agentschange-data-capturecodebase-intelligencecontext-engineeringdata-engineeringdata-indexingdata-processingetlhelp-wantedindexingknowledge-graphllmlong-horizon-agentpythonragreal-timerustsemantic-search
Embed the badge
Markdown for the project README. It links back here; terms on the terms page.
[](https://argusic.com/subject/cocoindex)Questions
- Does cocoindex run?
- Yes. cocoindex runs. Argusic installed and launched it on a clean machine in 13 minutes, hitting 5 errors on the way, and recorded the session.
- How did Argusic test cocoindex?
- On a fresh, disposable machine, with every command recorded and the repository pinned at commit f1c1ba4a83d3. One attempt is recorded, and the full method is on the methodology page.
- What did it cost to test cocoindex?
- The run that produced this verdict cost $0.07: real compute and model cost, not a list price per million tokens. It is recorded on that run's page.
- How long does cocoindex take to install?
- 13 minutes in the run that decided this verdict, from a clean machine to a running state. That is one measured attempt, not an average.
- Does cocoindex need a GPU?
- Not to start. Argusic reached a running state on a machine with no GPU.
- What goes wrong when installing cocoindex?
- 5 things broke in the recorded run, and 5 were fixed without human help. Each one, and the time it cost, is listed on this page.
- Where is the evidence for cocoindex?
- The recorded run is on this page, each linking to its full log and terminal recording, stored with a sha256 fingerprint so it cannot be quietly altered.