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<h1 align="center">mcp-scorecard</h1>

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</p>

<h3 align="center">
  Agent-readiness scorecard for any MCP server.<br>
  Probes a target over stdio, runs 10 checks, outputs a 0-100 score with itemized findings.
</h3>

---

## Quick start

```bash
# Audit a published npm package
npx -y mcp-scorecard whoop-mcp-unofficial

# Audit a GitHub repo (auto-resolves to the published npm package, or local dist)
npx -y mcp-scorecard https://github.com/davidmosiah/whoop-mcp

# Audit a local build (entry file or package directory)
npx -y mcp-scorecard /Users/you/Desktop/my-mcp/dist/index.js
npx -y mcp-scorecard ./my-mcp          # resolves package.json bin/main
npx -y mcp-scorecard ./dist/index.js   # relative paths work offline

# CI gate: fail the build if the score drops
npx -y mcp-scorecard my-mcp --min-score 80

# Structured JSON for piping into your own tooling
npx -y mcp-scorecard my-mcp --json

# Run scorecard itself as an MCP server (stdio default)
npx -y mcp-scorecard serve

# Same server on Streamable HTTP — v2 stateless, loopback only
npx -y mcp-scorecard serve --http
# GET  http://127.0.0.1:3000/health
# POST http://127.0.0.1:3000/mcp   (sessionless)
```

Env for HTTP: `MCP_SCORECARD_HOST`, `MCP_SCORECARD_PORT`, `MCP_SCORECARD_TRANSPORT=http`.

## Demo

Real captured run auditing the official MCP reference server
[`@modelcontextprotocol/server-everything`](https://www.npmjs.com/package/@modelcontextprotocol/server-everything)
— nothing here is hand-edited, this is exactly what the CLI printed:

```console
$ npx -y mcp-scorecard @modelcontextprotocol/server-everything

# mcp-scorecard - @modelcontextprotocol/server-everything @2026.1.26

**Agent-readiness score:** 44/100

- [PASS] Schema validity              (13/13 tools have valid input schema)
- [FAIL] Tool naming convention       (12/13 tools violate snake_case)
- [FAIL] Privacy modes documented     (only 1 tool(s) mention privacy modes)
- [PASS] Mutation gating              (no write tools — n/a)
- [FAIL] Agent manifest               (no agent_manifest tool)
- [FAIL] Smoke test                   (no smoke script and no test script)
- [PASS] Resources advertised         (7 resources registered)
- [PASS] Tool descriptions            (avg 88 chars across 13 tools)
- [FAIL] Annotations                  (0/13 read tools annotated)
- [FAIL] Manifest discoverability     (no discovery tools)

## Details
### Tool naming convention
- Non-snake_case names: get-annotated-message, get-env, get-resource-links, get-resource-reference, get-structured-content, get-sum, get-tiny-image, gzip-file-as-resource, toggle-simulated-logging, toggle-subscriber-updates
### Annotations
- Missing readOnlyHint: echo, get-annotated-message, get-env, get-resource-links, get-resource-reference, get-structured-content, get-sum, get-tiny-image, gzip-file-as-resource, toggle-simulated-logging

## Suggested fixes
- Rename tools to lowercase snake_case (a-z, 0-9, _).
- Add a `privacy_mode` parameter (summary | structured | raw) on read tools so agents can request only what they need.
- Expose a `<prefix>_agent_manifest` tool that returns { recommended_first_calls, standard_tools, ... } so agents can self-onboard.
- Add `scripts/smoke-tools.mjs` that boots the server via StdioClientTransport and asserts the tool list.
- Add `annotations: { readOnlyHint: true, openWorldHint: false }` to every read tool definition.
- Expose discovery tools so agents can self-onboard: `*_agent_manifest`, `*_data_inventory`, `*_capabilities`, `*_connection_status`.
```

The reference server is a feature showcase, not a production integration — a 44 is
expected and is exactly why the conventions checks exist. Agent-oriented servers
that adopt snake_case naming, a manifest tool, and read-only annotations land in
the 80s and 90s.

## What it checks

Ten quality dimensions, each scored 0-10. Final score is the sum, capped at 100.

1. **Schema validity** - boots the server, lists tools, and validates each
   tool's `inputSchema` with ajv. Missing or non-object schemas score zero
   per tool.
2. **Tool naming convention** - rewards a shared prefix and snake_case
   (e.g. `whoop_get_sleep`). Mixed case, hyphens, and missing prefixes lose
   points.
3. **Privacy modes documented** - looks for a `privacy_mode` parameter on
   any tool, or descriptions that mention `summary | structured | raw`.
4. **Mutation gating** - any tool name matching `(set|update|delete|create|
   pause|resume|enable|disable|cancel|publish|send)` must document a gate
   in its description (`Gated by ALLOW_MUTATIONS`, `requires explicit user
   intent`, `dry-run`, `confirm`).
5. **Agent manifest** - calls `<prefix>_agent_manifest` and checks the
   response object has `recommended_first_calls` (non-empty array) AND
   `standard_tools` (non-empty array). The probe NEVER persists the payload
   - only field names and lengths are recorded.
6. **Smoke test present** - looks for `scripts/smoke*.{mjs,js,ts}` in the
   package, or a real `test` script in `package.json` (not the npm default
   echo-and-fail).
7. **Resources advertised** - counts what `listResources()` returns. Zero
   scores zero; one or two scores 5; three or more scores 10.
8. **Tool descriptions** - average description length across all tools.
   Below 30 chars scores 0; 30-60 scores 5; 60+ scores 10.
9. **Annotations** - counts what fraction of read tools (any non-mutation
   tool) carry `annotations.readOnlyHint = true`. Score scales linearly.
10. **Manifest discoverability** - has any of `*_agent_manifest`,
    `*_data_inventory`, `*_capabilities`, `*_connection_status`. Two or
    more scores 10; exactly one scores 7; none scores 0.

## Output format

### Markdown (default)

```
# mcp-scorecard - whoop-mcp-unofficial @0.4.3

**Agent-readiness score:** 88/100

- [PASS] Schema validity              (28/28 tools have valid input schema)
- [PASS] Tool naming convention       (consistent `whoop_` prefix, snake_case)
- [PASS] Privacy modes documented     (privacy_mode parameter on 6 tool(s))
- [PASS] Mutation gating              (no write tools - n/a)
- [PASS] Agent manifest               (recommended_first_calls present, 5 entries)
- [PASS] Smoke test                   (scripts/smoke-tools.mjs found)
- [PASS] Resources advertised         (8 resources registered)
- [PASS] Tool descriptions            (avg 142 chars across 28 tools)
- [WARN] Annotations                  (20/28 read tools annotated)
- [PASS] Manifest discoverability     (4/4 discovery tools present (agent_manifest, data_inventory, capabilities, connection_status))

## Suggested fixes
- Add `annotations: { readOnlyHint: true, openWorldHint: false }` to every read tool definition.

_Generated by mcp-scorecard v0.1.0 at 2026-05-23T15:42:11.000Z_
```

### JSON (`--json`)

```json
{
  "target": {
    "displayName": "whoop-mcp-unofficial",
    "version": "0.4.3",
    "serverName": "whoop-mcp",
    "serverVersion": "0.4.3"
  },
  "totalScore": 88,
  "checks": [
    {
      "id": "schema_validity",
      "label": "Schema validity",
      "score": 10,
      "status": "pass",
      "summary": "28/28 tools have valid input schema",
      "details": [],
      "fixes": []
    }
  ],
  "generatedAt": "2026-05-23T15:42:11.000Z",
  "scorecardVersion": "0.1.0"
}
```

## How it probes

The scorecard launches the target MCP server over stdio with
`MCP_PROBE=1` set on the child's env. Only the MCP SDK's platform-specific
runtime environment allowlist (such as `PATH` and `HOME` on Unix) is inherited;
shell API keys, auth sockets, proxy settings, and code-loading settings such as
`NODE_OPTIONS` are not forwarded. **Author hook:** if your MCP needs
OAuth or other credentials to even list tools, detect this env var and
return your tool/resource/prompt manifests anyway. The scorecard expects
to be able to read your contract without making any auth-requiring API
calls.

Stdio auditing executes the target's code as the current OS user and may call
an `*_agent_manifest` tool. It is not a read-only or idempotent operation and
does not sandbox filesystem access, network access, or the target's effects.
Audit trusted targets; use a separate isolated environment for untrusted code.
`MCP_PROBE=1` asks the target to cooperate and cannot enforce these limits.

### Privacy model

- The probe response is **never persisted**. Only counts and field names
  are recorded into the in-memory snapshot used by checks.
- Any string going into the report is run through a redaction pass that
  replaces values for `customer_id`, `email`, `phone`, `access_token`,
  `refresh_token`, `client_secret`, `developer_token`, and `api_key` with
  `[REDACTED]`.
- The scorecard sends no telemetry. Resolving npm/GitHub targets may use the
  network, hosted URL audits make HTTP requests, and executed stdio targets can
  make their own network calls. The probe's environment allowlist does not
  prevent access to credentials stored in files or OS services.

## Use cases

- **CI gate** - block a PR if the score drops below a threshold:
  `npx -y mcp-scorecard my-mcp --min-score 85`.
- **Registry curation** - run the audit across a list of MCPs to pick
  the best-documented and most agent-friendly options for a directory or
  catalog.
- **Pre-publish self-check** - add it to `prepublishOnly` so you never
  ship a regressed contract by accident.
- **Comparative review** - score two MCPs that ostensibly cover the same
  API and see which is friendlier to agents.

## Limitations

- Cannot probe MCPs that REQUIRE auth before `listTools()` returns. If
  your server is one of these, support the `MCP_PROBE` env hook so the
  scorecard can still read your contract.
- Cannot grade logic correctness - the scorecard only inspects shape,
  metadata, and discoverability. A server can score 100/100 and still
  return wrong data.
- Mutation detection is name-based - if you call a write tool
  `prepare_thing` instead of `set_thing`, the check will miss it. This
  is intentional: we reward clear naming.

## Roadmap

- **v0.2** - rule pack for agent-rules-of-thumb (output shape stability,
  pagination patterns, error envelope consistency), a perf benchmark
  (median `listTools()` latency), and an OAuth probe with a mock token.

## Support

- Issues: <https://github.com/davidmosiah/mcp-scorecard/issues>
- Email: support@delx.ai

## Disclaimer

This is a quality audit tool. It does not certify security, privacy,
or correctness; it only measures whether a server follows agent-friendly
conventions. Always do your own review before plugging an MCP into a
production agent.

## License

MIT - see [LICENSE](LICENSE). [Code of Conduct](CODE_OF_CONDUCT.md).

---

## New in v0.3.0 — differentiators

- **Run it AS an MCP server** so agents can call it mid-task:
  ```json
  { "mcpServers": { "mcp-scorecard": { "command": "npx", "args": ["-y", "mcp-scorecard", "serve"] } } }
  ```
  Then your agent can `audit("some-mcp-server")` before installing it. *An MCP that scores MCPs.*
- **Audit hosted/remote servers** by URL (12 security + agent-readiness checks): `npx -y mcp-scorecard https://your-server`
- **Badge for your README:** `npx -y mcp-scorecard my-mcp --badge` → a shields.io markdown badge.
- **GitHub Action:**
  ```yaml
  - uses: davidmosiah/mcp-scorecard@v0.3.0
    with:
      target: dist/index.js
      min-score: 80
  ```

### v0.4.0
- `mcp-scorecard compare a b c` — side-by-side ranking.
- `--profile security|quality|agent-ready` — score one category. `--baseline old.json` — regression diff. `--html` — shareable scorecard.
- Checks explainer: https://mcp-scorecard.vercel.app/checks.html

TDQS

A4.6/5.0

Scored across 1 tool

Disambiguation5/5

Only one tool exists, so there is no ambiguity between tools.

Naming Consistency5/5

With a single tool, naming consistency is inherently perfect.

Tool Count3/5

A single tool is borderline for a server that could potentially offer multiple audit-related operations, but it is still acceptable for a focused scope.

Completeness4/5

The audit tool covers the core functionality of grading and providing itemized checks, but lacks separate tools for metadata or configuration, which would enhance completeness.

Maintenance

ActivityActive
ResponsivenessNo issues