CocoIndex is an incremental data-processing engine that keeps code, documents, messages, PDFs, and videos continuously updated as context for AI agents and language-model applications. Engineers use it to build declarative Python pipelines that process only changed data, and its catalogue skills help coding agents work with CocoIndex correctly.
Getting it into your agent
One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.
npx skills add cocoindex-io/cocoindex --skill create-releasegit clone --depth 1 https://github.com/cocoindex-io/cocoindexWrote this? Show the measurements
A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.
[](https://agentmods.dev/skills/cocoindex-io/cocoindex/create-release)<a href="https://agentmods.dev/skills/cocoindex-io/cocoindex/create-release"><img src="https://agentmods.dev/badge/skills/cocoindex-io/cocoindex/create-release/github.svg" alt="Measured on agentmods" height="20"></a>Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.
<a href="https://agentmods.dev/skills/cocoindex-io/cocoindex/create-release"><img src="https://agentmods.dev/badge/skills/cocoindex-io/cocoindex/create-release.svg" alt="Reviewed on agentmods" width="80" height="20"></a>What it costs to keep this loaded
Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.00155 | $0.04725 |
| Opus 5.5 | $0.00062 | $0.01890 |
| Sonnet 5.5 | $0.00031 | $0.00945 |
| Haiku 4.5 | $0.00015 | $0.00473 |
Grade A, and why
create-release scanned grade A with 1 finding against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured today.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Makes network callslowCapability
Not a fault in itself. Listed so you know the mod talks to something, and to what.
curl -fsS https://pypi.org/pypi/cocoindex/<pypi_version>/json \ How it starts
The opening of the file, as written. The whole thing — 356 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Create a CocoIndex Release
How a release works here
Publishing a GitHub release whose tag doesn't exist yet creates the v<version>
tag on the release's target commit. That tag push starts
.github/workflows/release.yml, which:
- stamps the version from the tag into
Cargo.toml,pyproject.tomlandpython/cocoindex/_version.py(.github/scripts/update_version.py). The checked-in versions stay placeholders (999.0.0,dynamic), so a release needs no version-bump commit; - builds the wheels (abi3 and free-threaded, every platform) and the sdist, and smoke-tests them;
- uploads them to PyPI, then deploys the docs when the release is the
repository's "Latest" one (the
Docs Gatejob).
So publishing the GitHub release is the one action that ships everything.
Don't git tag and git push instead: that ships to PyPI with no release
entry and no notes. And publishing can't be taken back — PyPI never accepts the
same version twice — so the release is drafted first, shown to the user, and
published only on their go-ahead.
A minor or major release is cut from main. A patch release is cut from the
minor's release branch, release/<X.Y>, which starts at the minor's tag and
takes only backports (dev/agent-skills/backport/SKILL.md says what
qualifies and how one lands; AGENTS.md, Versioning, is the policy). The docs
site shows the docs of the latest release, so a patch of an older minor is
published with --latest=false (step 5) and deploys no docs.
Needs gh authenticated with push access to cocoindex-io/cocoindex. The
commands below use placeholders: <branch> (main or release/1.1),
<prev_tag> (e.g. v1.0.26), <sha> (full commit SHA), <version> (e.g.
1.1.0) and <tag> (v<version>).
1. Pin the branch, the commit and the previous release
git fetch origin --tags
git rev-parse origin/<branch> # <sha>
git describe --tags --abbrev=0 --match 'v[0-9]*' <sha> # <prev_tag>: the newest release tag the commit descends from
git log --oneline <prev_tag>..<sha>
What ships with it
1 file beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.
What this file has done since we first saw it
Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.
- today Changed · +57 lines · +28 tokens per session 6d01f6aaa9ad
- 6d ago First seen · 299 lines · 127 tokens per session scan A d37d710540ca
create-release is a skill published in the GitHub repository cocoindex-io/cocoindex (11,827 stars, last pushed yesterday), licensed Apache-2.0. It adds 155 tokens to every session and 4,725 once invoked, about $0.0006 per session on Opus 5.5. A static security scan graded it A with 1 finding (makes network calls). No closer match exists in the catalogue, so it is treated as the original; first seen 2026-10-31.
create-release compared with skills from other repositories
| Mod | Type | Stars | Last push | Licence | Scan | Tokens | Works with |
|---|---|---|---|---|---|---|---|
| create-releasecocoindex-io/cocoindex | Skill | 12k | yesterday | Apache-2.0 | A | 155 | Claude Code, Codex |
| xberg-releasexberg-io/xberg | Skill | 9.5k | today | MIT | A | 16 | Claude Code, Codex |
| git-workflowvstorm-co/pydantic-deepagents | Skill | 1.1k | 7d ago | MIT | A | 17 | Claude Code, Codex |
| Release Notes GeneratorAgentEra/Agently | Skill | 1.7k | 24d ago | Apache-2.0 | A | 46 | Claude Code, Codex |
| pinned-release-checklistAgentEra/Agently | Skill | 1.7k | 24d ago | Apache-2.0 | A | 18 | Claude Code, Codex |
| Release Readiness ReviewerAgentEra/Agently | Skill | 1.7k | 24d ago | Apache-2.0 | A | 18 | Claude Code, Codex |
| Release ChecklistAgentEra/Agently | Skill | 1.7k | 24d ago | Apache-2.0 | A | 19 | Claude Code, Codex |