Agent skill

Project Orchestrator

by this-rs in this-rs/project-orchestrator

AI agent orchestrator with Neo4j knowledge graph, Meilisearch search, and Tree-sitter parsing.

Custom licenceAuto-check passedKnowledge Management

Install Project Orchestrator

skills CLI
$ npx skills add this-rs/project-orchestrator --skill project-orchestrator -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install this-rs/project-orchestrator project-orchestrator --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Claude Code skills documentation · loads skills from .claude/skills/

Facts

Skill name
project-orchestrator
GitHub stars
140
Token cost
~2.6k tokens
SKILL.md length
489 words
Files
872 (incl. scripts)
Skills in repo
1
Repo updated
First seen
Licence
Custom licence

At a glance

AI agent orchestrator with Neo4j knowledge graph, Meilisearch search, and Tree-sitter parsing.

  • Works in 3 steps: Start the backends → Build and run the orchestrator → Sync your codebase
  • Coordinating multiple coding agents on complex projects with shared context and plans
  • SKILL.md covers Features, Documentation, Quick Start and Usage, plus 7 more sections
  • Calls curl, cargo and docker; needs NEO4J_PASSWORD and MEILISEARCH_KEY

What it does

Project Orchestrator is an agent skill from this-rs/project-orchestrator. AI agent orchestrator with Neo4j knowledge graph, Meilisearch search, and Tree-sitter parsing. Use for coordinating multiple coding agents on complex projects with shared context and plans.

Its SKILL.md is about 2.6k tokens, which your agent loads only when the skill is triggered. The skill folder holds 876 other files, including scripts (for example `.github/actions/nexus-fakes/action.yml`, `.github/dependabot.yml` and `.github/pull_request_template.md`).

It sits in Knowledge Management, covering Search implementation and Knowledge graphs. It works with Neo4j and OpenAI. The repository describes itself as: A Rust-based AI agent orchestrator with Neo4j knowledge graph, Meilisearch semantic search, and Tree-sitter code parsing.

When your agent uses it

  • Coordinating multiple coding agents on complex projects with shared context and plans
  • Tasks that involve Search implementation
  • Tasks that involve Knowledge graphs

Example prompts

  • “/project-orchestrator”

Requirements

  • Docker
  • A credential in MEILISEARCH_KEY

Workflow steps

3 steps, taken from the step headings in SKILL.md.

  1. Start the backends
  2. Build and run the orchestrator
  3. Sync your codebase

What it can do on your machine

Read from SKILL.md and the folder at commit 81d3a04. It shows what the files ask for, not the result of running them.

  • Tool permissions

    Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.

    From allowed-tools in the SKILL.md frontmatter.

  • Runs code

    Ships 1 file in scripts/, which the agent can run.

    Shell commands in SKILL.md call:

    • curl
    • cargo
    • docker

    From the folder's file list and the shell code blocks in SKILL.md.

  • Network

    No URLs in SKILL.md. Its commands use curl and docker, which can reach the network depending on how they are called.

    From URLs in SKILL.md, links to its own repository left out.

  • Credentials

    Names these keys or tokens, usually read from environment variables:

    • NEO4J_PASSWORD
    • MEILISEARCH_KEY

    From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.

Context cost

Project Orchestrator loads about 2.6k tokens when it runs. Until then it costs about 53 tokens; SKILL.md has 489 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~53
When it runs · the whole SKILL.md, loaded when a task matches
~2.6k

Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.

Safety

Auto-check passed

The automated check found no risky patterns in SKILL.md.

Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); the scripts in this folder are not scanned.

SKILL.md

Its licence (Custom licence) doesn't allow us to republish the file, so here is its outline and opening line. It has 489 words (~2,589 tokens).

“Coordinate multiple AI coding agents with a shared knowledge base.”

— opening of SKILL.md by this-rs, Custom licence
name
project-orchestrator

Read the full SKILL.md on GitHub

Files

SKILL.md and 871 other files (scripts) in the repository root of this-rs/project-orchestrator.

  • SKILL.md
  • .cargo/audit.toml
  • .cargo/config.toml
  • .env.example
  • .env.production.example
  • .github/actions/nexus-fakes/action.yml
  • .github/dependabot.yml
  • .github/pull_request_template.md
  • .github/workflows/ci.yml
  • .github/workflows/release.yml
  • .github/workflows/security.yml
  • .gitignore
  • AGENTS.md
  • CLAUDE.md
  • CONTRIBUTING.md
  • Cargo.lock
  • … and 856 more

Open the folder on GitHubat commit 81d3a04

Compare with similar skills

Project Orchestrator next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.

Project Orchestrator compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Project Orchestrator this skillthis-rs/project-orchestrator140—~2.6kAutomated safety check: PassCustom licence
Neo4j Genai Plugin Skillneo4j-contrib/neo4j-skills114—~3kAutomated safety check: NotesMIT
Install and Run Cogneetopoteretes/cognee32k1 repos~1kAutomated safety check: NotesApache-2.0
Engraphdevwhodevs/engraph171—~792Automated safety check: PassMIT
HypatiaMarchLiu/hypatia239—~7.9kAutomated safety check: NotesMIT
Neo4j Driver Python Skillneo4j-contrib/neo4j-skills114—~4.1kAutomated safety check: NotesMIT

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Works with

Questions about Project Orchestrator

What does Project Orchestrator do?

AI agent orchestrator with Neo4j knowledge graph, Meilisearch search, and Tree-sitter parsing. Project Orchestrator is an agent skill from this-rs/project-orchestrator. AI agent orchestrator with Neo4j knowledge graph, Meilisearch search, and Tree-sitter parsing.

When should I use Project Orchestrator?

Project Orchestrator fits situations like: coordinating multiple coding agents on complex projects with shared context and plans; tasks that involve Search implementation; tasks that involve Knowledge graphs.

How do I install Project Orchestrator in Claude Code?

Run `npx skills add this-rs/project-orchestrator --skill project-orchestrator -a claude-code`. Or copy the skill folder (the this-rs/project-orchestrator repository) into .claude/skills/project-orchestrator in your project. Claude Code loads it when a task matches its description.

How do I install Project Orchestrator in Codex?

Run `npx skills add this-rs/project-orchestrator --skill project-orchestrator -a codex`. Or copy the skill folder (the this-rs/project-orchestrator repository) into .agents/skills/project-orchestrator in your project. Codex loads it when a task matches its description.

Can I use Project Orchestrator in Cursor, Gemini CLI or GitHub Copilot?

Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add this-rs/project-orchestrator --skill project-orchestrator -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/project-orchestrator, .gemini/skills/project-orchestrator, .github/skills/project-orchestrator and .opencode/skills/project-orchestrator in your project.

What does Project Orchestrator need to run?

Going by SKILL.md and its folder, Project Orchestrator needs the command-line tools its instructions call (curl, cargo and docker) and credentials named NEO4J_PASSWORD and MEILISEARCH_KEY. Our summary lists: Docker; A credential in MEILISEARCH_KEY.

Does Project Orchestrator access the network?

SKILL.md contains no URLs. Its commands use curl and docker, which can reach the network depending on how they are called. This is read from the text; nothing was executed.

Is Project Orchestrator safe to install?

Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. The check reads SKILL.md only: the scripts in the folder are not scanned, so read them before running anything.

What licence does Project Orchestrator use?

Project Orchestrator has a licence file (from the LICENSE file in the skill folder) that doesn't match a standard licence. Read it on GitHub before reusing the skill.

How many tokens does Project Orchestrator use?

About 2.6k tokens (SKILL.md is roughly 10k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.

What are the alternatives to Project Orchestrator?

Skills that share tags, products or a category with Project Orchestrator: Neo4j Genai Plugin Skill (neo4j-contrib/neo4j-skills, 114 stars), Install and Run Cognee (topoteretes/cognee, 32k stars), Engraph (devwhodevs/engraph, 171 stars) and Hypatia (MarchLiu/hypatia, 239 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Project Orchestrator?

this-rs (a GitHub organization) maintains it in this-rs/project-orchestrator, which has 140 GitHub stars. The repository was last updated on October 8, 2026.

Source: this-rs/project-orchestrator on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.