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iris-agentic-dev

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AI coding tools for InterSystems IRIS — single binary MCP server for VS Code Copilot and Claude Code

iris-agentic-dev 최신버젼 다운로드

최종 버전 다운로드 (.zip)

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# iris-agentic-dev

Connect GitHub Copilot, Claude Code, and other AI coding assistants directly to a live InterSystems IRIS instance. The AI can compile classes, run ObjectScript, execute SQL, search the namespace, run unit tests, and inspect class definitions — without leaving the chat.

Works with IRIS installed natively on Windows or Linux, and with Docker. Requires IRIS 2023.1 or later.

**The core of iris-agentic-dev is a binary** — install it and wire it into any MCP-compatible AI tool. The VS Code extension is optional convenience that auto-configures the binary for GitHub Copilot using your existing `objectscript.conn` connection.

---

## Quick start: VS Code + GitHub Copilot

The VS Code extension handles binary discovery and connection config automatically — no manual setup needed.

**Prerequisites**: VS Code, GitHub Copilot, [InterSystems ObjectScript extension](https://marketplace.visualstudio.com/items?itemName=intersystems-community.vscode-objectscript)

1. Install the **[iris-agentic-dev for IRIS](https://marketplace.visualstudio.com/items?itemName=intersystems-community.vscode-iris-agentic-dev)** VS Code extension from the Marketplace
2. Reload VS Code

**iris-agentic-dev (IRIS)** now appears in **Copilot Chat → Agent mode → tools**. It reads your existing `objectscript.conn` or `intersystems.servers` configuration — no additional setup needed.

![iris-agentic-dev tools visible in the Copilot Configure Tools panel](https://raw.githubusercontent.com/intersystems-community/iris-agentic-dev/master/docs/images/copilot-tools-panel.png)

To verify the connection, ask Copilot: *"Call check_config and show me the result."*

![check_config result showing connected: true, auto-discovered connection, and IRIS version](https://raw.githubusercontent.com/intersystems-community/iris-agentic-dev/master/docs/images/check-config-result.png)

If the [InterSystems Server Manager](https://marketplace.visualstudio.com/items?itemName=intersystems-community.servermanager) extension is installed, iris-agentic-dev reads your server list and retrieves credentials from the OS keychain automatically — no additional config needed. Set `IRIS_SERVER_NAME` if you have multiple servers configured.

If the [InterSystems Testing Manager](https://marketplace.visualstudio.com/items?itemName=intersystems-community.intersystems-testingmanager) extension is installed, it shows the same `%UnitTest` tests in VS Code's Test Explorer that `iris_test` runs via Copilot — they share the same server connection and results. Use Copilot to write and fix tests; use Testing Manager to browse, run, and view coverage in the IDE.

> **Windows users**: iris-agentic-dev works with native IRIS on Windows — Docker is not required. If you hit a 404 on `/api/atelier`, see [Windows IIS setup](#windows-iis-api-web-application-required) below.

---

## Quick start: Claude Code / OpenCode

**Install the binary:**

```bash
# Mac (Homebrew)
brew install https://raw.githubusercontent.com/intersystems-community/iris-agentic-dev/master/Formula/iris-agentic-dev.rb

# Mac direct download (Apple Silicon)
curl -fsSL https://github.com/intersystems-community/iris-agentic-dev/releases/latest/download/iris-agentic-dev-macos-arm64 \
  -o /usr/local/bin/iris-agentic-dev && chmod +x /usr/local/bin/iris-agentic-dev
xattr -d com.apple.quarantine /usr/local/bin/iris-agentic-dev 2>/dev/null

# Linux x86_64
curl -fsSL https://github.com/intersystems-community/iris-agentic-dev/releases/latest/download/iris-agentic-dev-linux-x86_64 \
  -o /usr/local/bin/iris-agentic-dev && chmod +x /usr/local/bin/iris-agentic-dev
```

**Windows**: Download `iris-agentic-dev-windows-x86_64.exe` from the [releases page](https://github.com/intersystems-community/iris-agentic-dev/releases/latest) and place it on your PATH.

**Configure Claude Code** — add to `~/.claude.json`:

```json
{
  "mcpServers": {
    "iris-agentic-dev": {
      "command": "iris-agentic-dev",
      "args": ["mcp"],
      "env": {
        "IRIS_HOST": "localhost",
        "IRIS_WEB_PORT": "52773",
        "IRIS_USERNAME": "_SYSTEM",
        "IRIS_PASSWORD": "SYS",
        "IRIS_NAMESPACE": "USER"
      }
    }
  }
}
```

**Configure OpenCode** — add to `~/.config/opencode/config.json`:

```json
{
  "mcp": {
    "iris-agentic-dev": {
      "type": "local",
      "command": ["/usr/local/bin/iris-agentic-dev", "mcp"],
      "enabled": true,
      "environment": {
        "IRIS_HOST": "localhost",
        "IRIS_WEB_PORT": "52773",
        "IRIS_USERNAME": "_SYSTEM",
        "IRIS_PASSWORD": "SYS",
        "IRIS_NAMESPACE": "USER"
      }
    }
  }
}
```

Note: OpenCode uses `"type": "local"` and `"environment"` (not `"type": "stdio"` and `"env"`).

**WSL2**: The Windows OpenCode GUI cannot spawn Linux ELF binaries. Use the Windows `.exe` or invoke the Linux binary via `wsl.exe`:

```json
"command": ["wsl.exe", "-e", "/usr/local/bin/iris-agentic-dev", "mcp"]
```

---

## Connecting to IRIS

### Native IRIS on Windows or Linux (no Docker)

Add a `.iris-agentic-dev.toml` file to your project root:

```toml
host = "localhost"
web_port = 80        # IIS default for IRIS 2024.1+; use 52773 for pre-2024.1
namespace = "USER"
username = "_SYSTEM"
password = "SYS"
```

#### Port reference

| IRIS version | Web server | Default port |
|---|---|---|
| 2024.1+ on Windows | IIS | 80 |
| 2024.1+ on Linux | Apache | 80 |
| Pre-2024.1 (any OS) | Private Web Server (PWS) | 52773 |

#### Windows IIS: `/api` web application required

This is the most common failure on Windows. IIS needs an explicit `/api` web application mapped to the IRIS Web Gateway module. Without it, `/api/atelier` returns 404 — even when the Management Portal loads correctly.

**To fix:**

1. Open **IIS Manager** → expand your server → **Sites** → **Default Web Site**
2. Right-click → **Add Application**. Set alias: `api`, physical path: `C:\InterSystems\IRIS\CSP\bin` (adjust to your install path)
3. Add a wildcard script handler mapping: executable = `CSPms.dll`, no verb restriction
4. Verify `CSP.ini` contains an `[APP_PATH:/api]` section

See the [`iris-windows-iis-setup` skill](./skills/skills/iris-windows-iis-setup/SKILL.md) for full step-by-step instructions with verification commands.

**`localhost` vs `127.0.0.1`**: On some older Web Gateway builds, using `localhost` causes a brief connection error before each request. If you see connection delays, change the config to `host = "127.0.0.1"`.

### Docker (community image)

Run `iris-agentic-dev init` in your project directory — it detects any running IRIS containers and writes `.iris-agentic-dev.toml` automatically:

```bash
iris-agentic-dev init
```

Or configure manually:

```toml
container = "myapp-iris"
namespace = "MYAPP"
```

### Docker (enterprise image)

Enterprise IRIS images (`intersystems/iris`, `intersystems/irishealth`) ship without a built-in web server. Run the ISC Web Gateway container alongside IRIS:

```yaml
services:
  iris:
    image: containers.intersystems.com/intersystems/iris:2026.1
    ports: ["4972:1972"]
  webgateway:
    image: containers.intersystems.com/intersystems/webgateway:2026.1
    ports: ["52773:80"]
    entrypoint: ["/bin/sh", "/init.sh"]
    volumes: ["./webgateway-init.sh:/init.sh:ro"]
```

See the [`iris-vscode-objectscript` skill](./skills/skills/iris-vscode-objectscript/SKILL.md) for a working `webgateway-init.sh`.

### VS Code Server Manager (zero-config)

If the [InterSystems Server Manager](https://marketplace.visualstudio.com/items?itemName=intersystems-community.servermanager) extension is installed, iris-agentic-dev reads your server list from VS Code's `settings.json` and resolves credentials from the OS keychain automatically — no `.iris-agentic-dev.toml` needed.

**Single server configured:** auto-connects, no extra setup.

**Multiple servers configured:** set `IRIS_SERVER_NAME` to the map key from `intersystems.servers`:

```bash
export IRIS_SERVER_NAME=dev-local
```

Credentials are stored under keychain service `"intersystems-server-credentials"` — the auth provider ID used by Server Manager in all VS Code-compatible forks (Cursor, Windsurf, VS Code Insiders). If a credential is missing, iris-agentic-dev fails fast with a message directing you to reconnect in VS Code (right-click the server → **Reconnect**) rather than silently falling through to other discovery sources.

Use `check_config` to see which servers were detected and whether credentials resolved:

```json
{
  "server_manager": {
    "available": true,
    "servers": [
      { "name": "dev-local", "active": true, "credential_status": "resolved" }
    ]
  }
}
```

### Per-connection policy (fleet / operate mode)

Add `[policy.<server-name>]` blocks to `.iris-agentic-dev.toml` to restrict which tool categories are permitted on a given Server Manager server:

```toml
[policy.prod]
allow = ["query", "search", "docs"]
```

Blocked calls return `error_code: "POLICY_GATE"` with the list of allowed categories. Omit the block entirely to permit everything. Available categories: `compile`, `execute`, `query`, `search`, `docs`, `source_control`, `debug`, `admin`, `skill`, `kb`.

For multi-instance fleet workflows (`mode = "operate"`), see the [fleet roles spec](./specs/003-workspace-config/) for the full `[instance.*]` config format and role-gate behavior.

### Connection discovery order

iris-agentic-dev resolves the IRIS connection in this order — first match wins:

1. CLI flags (`--host`, `--web-port`, `--scheme`)
2. `.iris-agentic-dev.toml` in the workspace root
3. Environment variables (`IRIS_HOST`, etc.)
4. VS Code `settings.json` (`objectscript.conn` / `intersystems.servers`)
5. VS Code Server Manager keychain (`intersystems.servers` + OS keychain credential)
6. Running Docker containers (scored by workspace name similarity)
7. Localhost port scan (52773, 41773, 51773, 8080)

### Environment variables

| Variable | Default | Description |
|----------|---------|-------------|
| `IRIS_HOST` | `localhost` | IRIS web gateway hostname |
| `IRIS_WEB_PORT` | `52773` | Web gateway port |
| `IRIS_SCHEME` | `http` | `http` or `https` |
| `IRIS_WEB_PREFIX` | *(empty)* | URL path prefix for non-root gateway installs |
| `IRIS_USERNAME` | `_SYSTEM` | IRIS username |
| `IRIS_PASSWORD` | `SYS` | IRIS password |
| `IRIS_SERVICE_USERNAME` | *(empty)* | Least-privilege account for execute/query/global-write tools (see below) |
| `IRIS_SERVICE_PASSWORD` | *(empty)* | Password for `IRIS_SERVICE_USERNAME` |
| `IRIS_NAMESPACE` | `USER` | Default namespace |
| `IRIS_CONTAINER` | *(empty)* | Docker container name — required for Docker-dependent tools |
| `IRIS_SERVER_NAME` | *(empty)* | Server Manager server name when multiple are configured |
| `OBJECTSCRIPT_WORKSPACE` | `$PWD` | Workspace root for `.iris-agentic-dev.toml` lookup |

### Privilege separation for arbitrary execution

`iris_execute`, `iris_execute_method`, `iris_query` (`mode="write"`), and `iris_global`
(`set`/`kill`) can run arbitrary ObjectScript/SQL. Under a `%All` account these can edit class
and routine code — even by indirection (`$classmethod`, `$method("%Sa"_"ve")`, `xecute`) —
bypassing the SCM lock and the `CODE_EDIT_BLOCKED` string filter, since no static text filter
can be exhaustive against a fully-privileged identity.

Set `IRIS_SERVICE_USERNAME` / `IRIS_SERVICE_PASSWORD` to a **least-privilege** IRIS account
(no `%Development` resource, code database mounted read-only). Those four tools then authenticate
as that account, so code edits fail with `<PROTECT>` at the IRIS privilege layer regardless of
indirection. Code-writing tools (`iris_document` put, `iris_source_control`, `iris_compile`)
deliberately keep using the primary `IRIS_USERNAME`, so SCM checkouts and audit stay attributed
to the real user. When unset, all tools use the primary connection (unchanged behaviour).

---

## Skills — improve AI output for ObjectScript

Skills are concise instruction files that teach your AI assistant ObjectScript-specific patterns and common mistakes. They work with or without the MCP server.

Tested with Claude Sonnet 4.6 on the ObjectScript repair suite (22 tasks):

| Benchmark suite | Baseline | With top skill | Lift |
|-----------------|----------|----------------|------|
| ObjectScript repair (22 tasks) | 73% | **100%** | +27% |

The top skill is **`objectscript-review`** — a 205-word checklist that catches the 10 most common ObjectScript mistakes before the AI writes any code.

The multi-file and SQL-quirks suites are not yet ported to the native benchmark harness
(`iris-agentic-dev benchmark`) — only the repair suite above is runnable today.

Read the +27% as a rough signal. It comes from one run against one model, on 22 tasks that
live in this public repo and may well be in the model's training data. Each of those
inflates or blurs the number. [BENCHMARKING.md](./skills/BENCHMARKING.md) shows you how to
run the suite yourself, and its [Limitations](./skills/BENCHMARKING.md#limitations) section
works through every caveat.

**VS Code Copilot:** Skills are included automatically when you install the extension.

**Claude Code:**

```bash
mkdir -p ~/.claude/skills
for skill in objectscript-review objectscript-guardrails objectscript-sql-patterns; do
  mkdir -p ~/.claude/skills/$skill
  curl -sL https://raw.githubusercontent.com/intersystems-community/iris-agentic-dev/master/skills/skills/$skill/SKILL.md \
    > ~/.claude/skills/$skill/SKILL.md
done
```

**OpenCode:**

```bash
mkdir -p ~/.config/opencode/skills
for skill in objectscript-review objectscript-guardrails objectscript-sql-patterns; do
  mkdir -p ~/.config/opencode/skills/$skill
  curl -sL https://raw.githubusercontent.com/intersystems-community/iris-agentic-dev/master/skills/skills/$skill/SKILL.md \
    > ~/.config/opencode/skills/$skill/SKILL.md
done
```

### Skill inventory

| Skill | What it does | Benchmark |
|-------|-------------|-----------|
| `objectscript-review` | Hard-gate checklist: 10 most common AI mistakes in ObjectScript | 🥇 100% repair |
| `objectscript-guardrails` | All-in-one hard gate, works without MCP | 86% repair |
| `objectscript-sql-patterns` | IRIS SQL quirks: reserved words, SQLCODE, table naming, NULL handling | 100% SQL |
| `objectscript-unit-test` | Generates `%UnitTest` scaffolding from live class introspection | 86% repair |
| `objectscript-list-patterns` | `%List`, `$LISTBUILD`, `$LISTNEXT`, `$LISTTOSTRING` patterns | 91% repair |
| `objectscript-navigation` | Codebase discovery using MCP introspection tools | 82% repair |
| `objectscript-tdd` | Compile-test-fix loop for iterative development | |
| `objectscript-debugging` | Maps `.INT` offsets to `.CLS` source lines, reads error logs | |
| `objectscript-repair` | Coordinated fixes across multiple dependent classes | |
| `iris-docs` | Fetches live IRIS class reference before implementing any API — eliminates hallucinated methods | |
| `iris-vector-ai` | IRIS vector search syntax (HNSW, `VECTOR_COSINE`, `TO_VECTOR`) | domain |
| `iris-connectivity` | IRIS connection APIs from Python, Java, JDBC, ODBC | domain |
| `ensemble-production` | Interoperability production lifecycle, logs, queues | domain |
| `iris-devtester` | `IRISContainer` factory methods and test fixture patterns | domain |

"repair" scores are reproducible today via `iris-agentic-dev benchmark --suite jira`.
"SQL" and "domain" scores predate the current native harness and are not yet
re-verifiable — see [BENCHMARKING.md](./skills/BENCHMARKING.md#additional-suites-not-yet-ported).

See [`skills/`](./skills/) for the full list, benchmark results, and how to contribute a skill.

> **Note**: some skills hurt if loaded globally. `objectscript-loop-patterns` measured −19% lift when loaded for all tasks. Domain skills (`iris-vector-ai`, `iris-connectivity`, `ensemble-production`) should only be loaded when working in those areas. See [BENCHMARKING.md](./skills/BENCHMARKING.md).

---

## Tools

Most tools work over the Atelier REST API and connect to any IRIS instance — no Docker
required unless noted. Tools marked ✦ require `IRIS_CONTAINER`. Tools marked 🔒 are
write-gated (suppressed on Live instances unless `IRIS_ALLOW_PROD=1`).

Tools that can reach patient data or IRIS internals are blocked before they run unless
you opt in. See [Data safety gates](./docs/tools.md#data-safety-gates) for what is
blocked and how to permit it.

### Code

| Tool | What it does |
|------|-------------|
| `iris_compile` | Compile a class, routine, or wildcard. Returns errors with line numbers. |
| `iris_doc` | Read, write, delete, or check any IRIS document. |
| `iris_execute` | Run ObjectScript, return output. |
| `iris_execute_method` | Invoke a `ClassMethod` directly by class+method+args, no boilerplate. String-returning methods only (v1). |
| `iris_query` | Execute SQL, return rows as JSON. `mode=explain\|count\|write` for query plans, row-count estimates, and gated DML. |
| `iris_test` | Run `%UnitTest` tests, return structured pass/fail results. |
| `iris_global` | Read, write, kill, or list IRIS global nodes. Patient-data and system globals are gated — see [Data safety gates](./docs/tools.md#data-safety-gates). |
| `iris_coverage` | Measure ObjectScript line coverage via `%Monitor.System.LineByLine`. `mode=run`: start+RunTest+stop+report in one call. `mode=check`: verify monitor is available. Returns per-class and total coverage percentages. Requires `gmheap ≥ 256` (Management Portal > Configuration > Advanced Memory) and IRIS restart. |
| `iris_source_control` ✦ | Check lock status, checkout, execute SCM actions. |

### Search and introspection

| Tool | What it does |
|------|-------------|
| `iris_symbols` | Search classes and methods via `%Dictionary`. |
| `iris_symbols_local` | Search `.cls`/`.mac`/`.inc` files on disk by glob pattern — no IRIS connection required. |
| `docs_introspect` | Deep class inspection: methods, properties, XData, superclasses. |
| `iris_search` | Full-text search across the namespace. Supports regex and category filters. |
| `iris_info` | Namespace discovery: documents, jobs, CSP apps, metadata. |
| `iris_macro` | Macro inspection: list, signature, definition, expand. |
| `iris_table_info` | Inspect a SQL table: class-projected vs. DDL, backing storage globals, optional row count. |
| `resolve_dynamic_dispatch` | Resolve `$classmethod`/`##class({var})` polymorphic dispatch to compiled candidate classes, with confidence scores. |
| `extract_message_map_routing` | Extract a compiled Ensemble `MessageMap` routing table (MessageType → Method) from a BusinessProcess/Router. |
| `find_subclass_implementations` | Find all concrete subclass implementations of a method across the full inheritance hierarchy. |

### Debugging

| Tool | What it does |
|------|-------------|
| `iris_debug` | Map INT offsets to source lines, fetch error logs, capture error state. |
| `iris_get_log` | Retrieve a full result by `log_id` when a tool returns `truncated: true`. |
| `check_config` | Show active connection state — host, container, config file, write tool status. |

### Generation

| Tool | What it does |
|------|-------------|
| `iris_generate` | Build a context-rich prompt for generating ObjectScript. No API key required. |
| `iris_generate_class` | Generate and compile a class from a description (requires LLM API key). |
| `iris_generate_test` | Generate `%UnitTest` scaffolding for an existing class. |

### Interoperability

| Tool | What it does |
|------|-------------|
| `iris_production` ✦ | Start, stop, update, check, or recover a production. |
| `iris_interop_query` ✦ | Query production logs, queue depths, or message archive. |
| `iris_production_item` 🔒 | Enable, disable, or get/set settings on an individual production config item. Works via HTTP, no Docker required. |
| `iris_production_diff` | Diff the running production config against the last source-controlled version. |
| `iris_message_body` | Read a message body by ID (plain-text or stream-backed). Blocked unless the connection permits patient data — see [Data safety gates](./docs/tools.md#data-safety-gates). |
| `iris_business_rule_info` | List or inspect Ensemble business rules (`Ens.Rule.RuleSet`). |
| `iris_credential_list` | List Ensemble credentials (IDs/usernames only — passwords never returned). |
| `iris_credential_manage` 🔒 | Create, update, or delete an Ensemble credential. |
| `iris_lookup_manage` | Read, write, delete, or list Ensemble lookup table entries (write actions gated). |
| `iris_lookup_transfer` | Export or import an Ensemble lookup table as XML (import gated). |

### Administration

| Tool | What it does |
|------|-------------|
| `iris_admin` | List namespaces, databases, users, roles, web apps; create/delete users; real-time observability via `view_locks`, `view_processes`, `namespace_mappings`, `database_status` (requires `IRIS_ADMIN_TOOLS=1` for write actions). |
| `journal_search` | Search the IRIS journal for SetKill records by global pattern and/or time range. |
| `iris_namespace_list` | List all namespaces on the connected instance. |
| `iris_namespace_create` 🔒 | Create a new namespace. |
| `iris_database_list` | List databases and their paths. |
| `iris_database_stats` | Disk usage and block-level stats for a database. |
| `query_audit_log` | Query the IRIS SQL audit log for recent activity. |
| `my_access` | Show the current user's roles and resource permissions. |
| `capability_matrix` | Show which tools are enabled/disabled and why (gates, policy, container availability). |
| `iris_containers` ✦ | List, select, or start IRIS Docker containers. Hot-swaps the active connection without a session restart. |

### Learning agent, skills, and knowledge base

| Tool | What it does |
|------|-------------|
| `agent_history` | Recent tool-call history for the current session (tool, success, duration, timestamp). |
| `agent_stats` | Learning agent status: skill count, pattern count, KB size. |
| `telemetry_query` | Query the durable telemetry record beyond the in-memory session — by tool name, session id, or time range. |
| `telemetry_export_trace` | Export recorded tool calls as `{from, to, via, count, ts}` dispatch-trace records, aggregated. |
| `skill` | Manage the learning agent skill registry: list, describe, search, forget, or propose (mines recent calls into a new skill). |
| `skill_community` | Browse or install community skills published to subscribed GitHub repos. |
| `kb` | Index markdown/text into the IRIS knowledge base, or recall content by keyword. |

See [`skills/BENCHMARKING.md`](./skills/BENCHMARKING.md) for the benchmark harness.

---

## Troubleshooting

| Symptom | Likely cause | Fix |
|---------|-------------|-----|
| 404 on `/api/atelier` (Windows) | IIS missing `/api` web application | See [Windows IIS setup](#windows-iis-api-web-application-required) above |
| `check_config` works but compile/search fail | Atelier web app `Recurse=0` | Management Portal → Security → Web Apps → `/api/atelier` → enable **Recurse** |
| All tools fail, namespace listing works | API version mismatch | Verify IRIS supports Atelier v8 (`iris-agentic-dev --verbose` shows detected version) |
| 403 on write operations | Insufficient permissions | Use a user with `%DB_USER` or `%All` role |
| Connection delays on Windows | `localhost` DNS issue | Use `host = "127.0.0.1"` in `.iris-agentic-dev.toml` |
| `SERVER_MANAGER_CREDENTIAL_ERROR` | Credential not in OS keychain | VS Code → Server Manager → right-click server → **Reconnect** |
| `SERVER_MANAGER_AMBIGUOUS` | Multiple SM servers, no `IRIS_SERVER_NAME` | Set `IRIS_SERVER_NAME=<server-key>` (see `check_config` for available names) |

For verbose HTTP logging:

```bash
iris-agentic-dev mcp --verbose 2>debug.log
```

A 404 on `/api/atelier/v8/...` usually indicates the Recurse setting or a missing `/api` web application. A 401/403 is an authentication issue. Connection refused means the host or port is wrong.

---

## Commands

```bash
iris-agentic-dev mcp                     # Start the MCP server
iris-agentic-dev compile MyApp.Foo.cls   # Compile from the terminal
iris-agentic-dev init                    # Generate .iris-agentic-dev.toml from running containers
iris-agentic-dev install                 # Install packages from iris-dev.toml
iris-agentic-dev benchmark --skill <path> --baseline   # Run the skill benchmark harness
iris-agentic-dev --version               # Print version
```

---

## Documentation

| Guide | Contents |
|-------|----------|
| [docs/connecting.md](docs/connecting.md) | Native IRIS, Docker, Server Manager, policy gates, env vars, discovery order |
| [docs/tools.md](docs/tools.md) | Full tool catalog with descriptions and error codes |
| [docs/skills.md](docs/skills.md) | Skill inventory, benchmark results, install instructions |
| [docs/troubleshooting.md](docs/troubleshooting.md) | Symptom table, CLI commands, verbose logging |

---

## Contributing

Issues and pull requests are welcome. File bugs at the [Issues tab](https://github.com/intersystems-community/iris-agentic-dev/issues).

To contribute a skill — write a `SKILL.md`, run the benchmark, submit a PR with your results. See [BENCHMARKING.md](./skills/BENCHMARKING.md).

Questions: [thomas.dyar@intersystems.com](mailto:thomas.dyar@intersystems.com)

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