# evals-mcp-server [Health: Active]
**Category:** π» Developer Tools
**Repository:** https://github.com/cyanheads/evals-mcp-server
**GitHub Stars:** 1
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**Directory Page:** https://allmcps.com/mcp/evals-mcp-server
## Description
Author verifiable eval records through a draftβreviewβreviseβsubmit loop with enforced graders.
## Claude Desktop Quick Installation
Install path detected from listing signals. Uses `bunx` (confidence: high):
```json
"mcpServers": {
"evals-mcp-server": {
"command": "bunx",
"args": ["@cyanheads/evals-mcp-server@latest"]
}
}
```
## Documentation & README
@cyanheads/evals-mcp-server
Author verifiable eval records through a draft β review β revise β submit loop with server-enforced graders; compile to JSONL/CSV/Inspect/lm-eval via MCP. STDIO or Streamable HTTP.
9 Tools β’ 1 Resource
[](./CHANGELOG.md) [](./LICENSE) [](https://github.com/users/cyanheads/packages/container/package/evals-mcp-server) [](https://modelcontextprotocol.io/) [](https://www.npmjs.com/package/@cyanheads/evals-mcp-server) [](https://www.typescriptlang.org/) [](https://bun.sh/)
[](https://github.com/cyanheads/evals-mcp-server/releases/latest/download/evals-mcp-server.mcpb) [](https://cursor.com/en/install-mcp?name=evals-mcp-server&config=eyJjb21tYW5kIjoibnB4IiwiYXJncyI6WyIteSIsIkBjeWFuaGVhZHMvZXZhbHMtbWNwLXNlcnZlciJdfQ==) [](https://vscode.dev/redirect?url=vscode:mcp/install?%7B%22name%22%3A%22evals-mcp-server%22%2C%22command%22%3A%22npx%22%2C%22args%22%3A%5B%22-y%22%2C%22%40cyanheads%2Fevals-mcp-server%22%5D%7D)
[](https://www.npmjs.com/package/@cyanheads/mcp-ts-core)
---
## Tools
Nine tools for authoring eval records β the draft loop (create, revise, discard, submit), the standalone deterministic checker, and read/list/export:
| Tool | Description |
|:---|:---|
| `evals_describe_schema` | Return the required and optional fields plus grader options for a task type. Call before drafting. |
| `evals_create_draft` | Create a draft eval record carrying its own grader; returns the parsed record, a review protocol, and a verification subagent prompt. |
| `evals_get_record` | Read a draft or submitted record by id; the id is stable across submit. |
| `evals_revise_draft` | Apply a surgical `set` / `append` / `unset` patch to a draft by dotted path; re-runs the self-consistency check. |
| `evals_discard_draft` | Delete a draft record by id. Draft-only. |
| `evals_run_check` | Run a grader spec against candidate answers and get PASS/REJECT per candidate, decoupled from any saved record. |
| `evals_submit_draft` | Finalize a draft through the committability gate, then freeze it. |
| `evals_list_records` | Browse and filter records by status, domain, task type, or tag. Returns a compact summary per record. |
| `evals_export_records` | Compile submitted records to JSONL, CSV, Inspect AI, or lm-evaluation-harness and write the artifact under `exports/`. |
### `evals_describe_schema`
Return what a record of a given `task_type` needs before you draft it.
- Static β derived from the record and grader Zod schemas, no disk or runtime state
- Per-type gold shape, appropriate grader kind(s), required/optional fields, and authoring notes
- `task_type` is one of `numeric`, `exact_answer`, `set_answer`, `mcq`, `regex_answer`, `json_answer`, `free_response`
---
### `evals_create_draft`
Create and persist a draft eval record, then reflect it back as a review forcing function.
- Validates against the `task_type` discriminated union (per-type rules: `mcq` requires `choices`; `free_response` requires an `llm_rubric` grader)
- Runs a cheap self-consistency check β grader vs gold and each positive must PASS, vs each negative must REJECT
- Returns the normalized record parroted back behind a divider, a per-field review protocol, a ready-to-paste verification subagent prompt, and what's still required before submit
- Optional draft-time `verification` block and `captures` (EvalsIDs) when you already hold provenance
- Stays `draft` β passing self-consistency proves the grader discriminates, not that the gold is right
---
### `evals_revise_draft`
Surgically patch a draft so each change stays legible.
- Explicit `set` (dotted-path β value), `append` (dotted-path β array items), and `unset` (dotted paths) operations β not full-record rewrites
- Returns the updated record, an itemized list of what changed, and a re-run self-consistency verdict
- Re-validates the full shape and cross-field constraints after the patch
- Draft-only β submitted records are frozen; `task_type` cannot be patched (start a new draft to change the discriminant)
---
### `evals_run_check`
Run a grader against one or more candidates without touching a saved record.
- PASS/REJECT per candidate plus the resolved comparison value (e.g. the math.js-evaluated numeric target), so you see why each matched or missed
- `candidates` accepts strings, numbers, objects, or arrays β whatever the grader kind expects
- Supply `gold` for gold-relative kinds (`exact_match`); it is a no-op for target-embedding kinds like `numeric` and `mcq`
- `llm_rubric` cannot run on this server β submission relies on recorded independent verification
---
### `evals_submit_draft`
Finalize a draft through the committability gate, then freeze it.
- The gate runs the grader against the gold (must PASS), requires β₯1 declared negative case to be REJECTED, and requires a recorded, decorrelated independent verification that agrees with the gold
- Resolves and embeds any `captures` from `EVALS_CAPTURE_DIR`, cross-checking the gold against the authoritative captured value
- Rejects duplicates (same `content_hash` already submitted)
- On pass, flips the record to `submitted`, stamps `submitted_at` and a `checksum`, and freezes it; otherwise refuses with a typed error and the record stays a draft
- `free_response` `llm_rubric` is admitted on recorded independent verification and flagged `server_verified: false`
---
### `evals_export_records`
Compile submitted records to a downstream eval format.
- `jsonl` (lossless, the lingua franca), `csv` (a flattened, lossy spreadsheet summary), `inspect` (UK AISI Inspect AI), `lm-eval` (EleutherAI lm-evaluation-harness)
- Optional `domain` / `task_type` / `tag` filter
- Only submitted records are exported β drafts are skipped
- Writes the artifact under `exports/` and returns the file path, record count, byte size, and a short preview instead of dumping inline
## Resource
| Type | Name | Description |
|:---|:---|:---|
| Resource | `eval://record/{id}` | A single draft or submitted record by id β the same payload `evals_get_record` returns, for resource-capable clients. |
All record data is also reachable through the tool surface β `evals_get_record` for a single record, `evals_list_records` to browse. The resource is a convenience mirror for clients that support resources, not the access path.
## Features
Built on [`@cyanheads/mcp-ts-core`](https://www.npmjs.com/package/@cyanheads/mcp-ts-core):
- Declarative tool and resource definitions β single file per primitive, framework handles registration and validation
- Unified error handling β handlers throw, framework catches, classifies, and formats
- Typed error contracts β tools declare their domain failures (`reason` + recovery), surfaced to the agent
- Pluggable auth: `none`, `jwt`, `oauth`
- Structured logging with optional OpenTelemetry tracing
- STDIO and Streamable HTTP transports
Eval authoring:
- A `draft β review β surgical-revise β submit` loop, with the server acting as both scribe (normalize, persist, compile) and adversarial checker (run the record's own grader, reject what doesn't hold up)
- Records are a Zod `discriminatedUnion` keyed on `task_type` β `numeric`, `exact_answer`, `set_answer`, `mcq`, `regex_answer`, `json_answer`, `free_response`
- A typed grader DSL serialized with each record β deterministic kinds (`numeric` via math.js, `exact_match`, `set_match`, `regex`, `mcq`, `json_match`) run server-side; `llm_rubric` relies on recorded independent verification
- An enforced committability gate at submit: the gold must pass its own grader, β₯1 negative must be rejected, and a recorded decorrelated verification must agree with the gold
- Optional fleet grounding via the `captures` EvalsID field β link framework-written tool-call dumps, resolved from `EVALS_CAPTURE_DIR` and cross-checked against the gold (no server-to-server calls)
- Plain JSON files under `EVALS_DATA_DIR` β inspectable, diffable, version-controllable records
- Compile to JSONL, CSV, Inspect AI, and lm-evaluation-harness formats
Agent-friendly output:
- The two instructional tools (`evals_create_draft`, `evals_revise_draft`) carry the loop's review mechanism in their responses β the parsed record parroted back, a per-field review protocol, and a ready subagent prompt
- Self-consistency verdicts on every draft and revise β per-positive and per-negative results, not just a boolean
- `evals_list_records` discloses truncation when the limit is hit, so a partial set is never mistaken for the whole corpus
- The submit gate refuses with a typed `reason` + recovery hint, so a rejected record tells the agent exactly what to fix
## Getting started
Add the following to your MCP client configuration file. Set `EVALS_DATA_DIR` to a writable folder β the server manages `drafts/`, `submitted/`, and `exports/` under it.
```json
{
"mcpServers": {
"evals-mcp-server": {
"type": "stdio",
"command": "bunx",
"args": ["@cyanheads/evals-mcp-server@latest"],
"env": {
"MCP_TRANSPORT_TYPE": "stdio",
"MCP_LOG_LEVEL": "info",
"EVALS_DATA_DIR": "/absolute/path/to/evals-data"
}
}
}
}
```
Or with npx (no Bun required):
```json
{
"mcpServers": {
"evals-mcp-server": {
"type": "stdio",
"command": "npx",
"args": ["-y", "@cyanheads/evals-mcp-server@latest"],
"env": {
"MCP_TRANSPORT_TYPE": "stdio",
"MCP_LOG_LEVEL": "info",
"EVALS_DATA_DIR": "/absolute/path/to/evals-data"
}
}
}
}
```
Or with Docker:
```json
{
"mcpServers": {
"evals-mcp-server": {
"type": "stdio",
"command": "docker",
"args": [
"run", "-i", "--rm",
"-e", "MCP_TRANSPORT_TYPE=stdio",
"-e", "EVALS_DATA_DIR=/data",
"-v", "evals-data:/data",
"ghcr.io/cyanheads/evals-mcp-server:latest"
]
}
}
}
```
For Streamable HTTP, set the transport and start the server:
```sh
MCP_TRANSPORT_TYPE=http MCP_HTTP_PORT=3010 EVALS_DATA_DIR=./evals-data bun run start:http
# Server listens at http://localhost:3010/mcp
```
### Prerequisites
- [Bun v1.4.0](https://bun.sh/) or higher (or Node.js v24+).
- A writable directory for `EVALS_DATA_DIR`. No external API key is required.
### Installation
1. **Clone the repository:**
```sh
git clone https://github.com/cyanheads/evals-mcp-server.git
```
2. **Navigate into the directory:**
```sh
cd evals-mcp-server
```
3. **Install dependencies:**
```sh
bun install
```
4. **Configure environment:**
```sh
cp .env.example .env
# edit .env and set EVALS_DATA_DIR
```
## Configuration
All server configuration is validated at startup via Zod schemas in `src/config/server-config.ts`.
| Variable | Description | Default |
|:---|:---|:---|
| `EVALS_DATA_DIR` | Root folder for record JSON; the store manages `drafts/`, `submitted/`, and `exports/` under it. | `./evals-data` |
| `EVALS_REQUIRE_CONFIRMATION` | When `true`, `evals_submit_draft` requests human confirmation through multi-round input before finalizing. | `false` |
| `EVALS_DEFAULT_LICENSE` | Default `metadata.license` applied when a draft omits one (e.g. `CC-BY-4.0`). | β |
| `EVALS_CAPTURE_DIR` | Directory of framework-written tool-call captures; when set, `captures` EvalsIDs resolve to full dumps. | β |
| `MCP_TRANSPORT_TYPE` | Transport: `stdio` or `http`. | `stdio` |
| `MCP_HTTP_PORT` | Port for the HTTP server. | `3010` |
| `MCP_AUTH_MODE` | Auth mode: `none`, `jwt`, or `oauth`. | `none` |
| `MCP_LOG_LEVEL` | Log level (RFC 5424). | `info` |
| `OTEL_ENABLED` | Enable [OpenTelemetry instrumentation](https://github.com/cyanheads/mcp-ts-core/tree/main/docs/telemetry). | `false` |
See [`.env.example`](https://github.com/cyanheads/evals-mcp-server/blob/HEAD/.env.example) for the full list of optional overrides.
## Running the server
### Local development
- **Build and run:**
```sh
# One-time build
bun run rebuild
# Run the built server
bun run start:stdio
# or
bun run start:http
```
- **Run checks and tests:**
```sh
bun run devcheck # Lint, format, typecheck, security
bun run test # Vitest test suite
bun run lint:mcp # Validate MCP definitions against spec
```
### Docker
```sh
docker build -t evals-mcp-server .
docker run --rm -e MCP_TRANSPORT_TYPE=stdio -e EVALS_DATA_DIR=/data -v evals-data:/data evals-mcp-server
```
The Dockerfile defaults to HTTP transport, stateless session mode, and logs to `/var/log/evals-mcp-server`. OpenTelemetry peer dependencies are installed by default β build with `--build-arg OTEL_ENABLED=false` to omit them.
## Project structure
| Directory | Purpose |
|:---|:---|
| `src/index.ts` | `createApp()` entry point β registers tools and the resource, inits the record-store and exporter services. |
| `src/config` | Server-specific environment variable parsing and validation with Zod. |
| `src/mcp-server/tools` | Tool definitions (`*.tool.ts`). |
| `src/mcp-server/resources` | Resource definitions (`*.resource.ts`). |
| `src/services/eval-record` | The record schema, draft builder, and submit gate. |
| `src/services/grader` | Deterministic grader DSL execution and the committability check. |
| `src/services/record-store` | On-disk JSON record CRUD, the draftβsubmitted move, and export writes. |
| `src/services/exporter` | Compiling submitted records to JSONL/CSV/Inspect/lm-eval. |
| `tests/` | Unit and integration tests mirroring `src/`. |
## Development guide
See [`CLAUDE.md`/`AGENTS.md`](https://github.com/cyanheads/evals-mcp-server/blob/HEAD/CLAUDE.md) for development guidelines and architectural rules. The short version:
- Handlers throw, framework catches β no `try/catch` in tool logic
- Use `ctx.log` for request-scoped logging; records persist to disk via the `record-store` service, not `ctx.state`
- Register new tools and resources in the `createApp()` arrays in `src/index.ts`
- The server is the source of truth β validate inputs, run the grader as a hard gate, and never admit a record on assertion alone
## Contributing
Issues and pull requests are welcome. Run checks and tests before submitting:
```sh
bun run devcheck
bun run test
```
## License
Apache-2.0 β see [LICENSE](https://github.com/cyanheads/evals-mcp-server/blob/HEAD/LICENSE) for details.