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Meertrack MCP

Meertrack MCP

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by meertrack

@meertrack/mcp

MCP protocol 2025-11-25 8 tools · 3 prompts npm CI

Model Context Protocol server for Meertrack. Ask your agent "what did my competitors ship this week?" from Claude, Cursor, Claude Code, VS Code, Windsurf, Cline, ChatGPT, or anywhere that speaks MCP.

Wraps the Meertrack v1 REST API as 8 read-only tools and 3 prompt workflows. No backend changes, same mt_live_ keys, same rate limits.


Pick your transport

Local (stdio)

Remote (Streamable HTTP)

Setup time

30 seconds (paste a JSON block)

10 seconds (paste a URL)

Best for

Individual Pro customers; all Claude Desktop plans; any IDE on your laptop

Team/Enterprise custom connectors; Claude.ai web; remote-capable IDEs

Runs where

Your machine (npx -y @meertrack/mcp)

Meertrack's Fly.io fleet (https://mcp.meertrack.com/mcp)

Auth

MEERTRACK_API_KEY env var

OAuth 2.1 (browser flow, recommended) or Authorization: Bearer mt_live_… header

Plan gating

Works on Claude Pro, Team, Enterprise

Claude Desktop "Add custom connector" is Team/Enterprise only

If you're on Claude Pro, use the local (stdio) path. The "Add custom connector" button in the Claude Desktop settings is gated to Team/Enterprise, and pasting https://mcp.meertrack.com/mcp there won't do anything on a Pro plan.

Related MCP server: Competitor Monitor AI MCP

Get an API key

Mint a production key at Settings → API Keys in the Meertrack app. Keys start with mt_live_. Only production keys work; there is no mt_test_ flavour.

Rate limits. Each API key shares a 60 requests/minute budget enforced upstream. If you run the MCP from multiple clients at once (Claude Desktop + Cursor + a background agent) they all draw from the same bucket. Mint a separate key per workstation or per agent to isolate budgets. The tool-error message on 429 includes both a human-readable reset time and the raw X-RateLimit-Reset epoch so the agent can back off automatically.


All local-mode clients use the same shape: npx -y @meertrack/mcp with MEERTRACK_API_KEY in the environment. What differs is the config file and the surrounding JSON key.

Drop-in copies of every config file below live in examples/.

Claude Desktop (all plans)

Edit ~/Library/Application Support/Claude/claude_desktop_config.json (macOS) or %APPDATA%\Claude\claude_desktop_config.json (Windows):

{
  "mcpServers": {
    "meertrack": {
      "command": "npx",
      "args": ["-y", "@meertrack/mcp"],
      "env": {
        "MEERTRACK_API_KEY": "mt_live_..."
      }
    }
  }
}

Gotcha: Claude Desktop only re-reads this file on launch. Fully quit (⌘Q on macOS) and reopen. Reloading the window is not enough.

Cursor

Edit ~/.cursor/mcp.json (or .cursor/mcp.json in a project):

{
  "mcpServers": {
    "meertrack": {
      "command": "npx",
      "args": ["-y", "@meertrack/mcp"],
      "env": {
        "MEERTRACK_API_KEY": "mt_live_..."
      }
    }
  }
}

Claude Code (CLI)

claude mcp add meertrack npx -y @meertrack/mcp \
  --env MEERTRACK_API_KEY=mt_live_...

VS Code (GitHub Copilot MCP)

Edit .vscode/mcp.json (per-workspace) or the user settings equivalent:

{
  "servers": {
    "meertrack": {
      "command": "npx",
      "args": ["-y", "@meertrack/mcp"],
      "env": {
        "MEERTRACK_API_KEY": "mt_live_..."
      }
    }
  }
}

Gotcha: VS Code uses servers, not mcpServers. The Copilot MCP picker won't find your server if you use the Claude Desktop key.

Windsurf

Edit ~/.codeium/windsurf/mcp_config.json:

{
  "mcpServers": {
    "meertrack": {
      "command": "npx",
      "args": ["-y", "@meertrack/mcp"],
      "env": {
        "MEERTRACK_API_KEY": "mt_live_..."
      }
    }
  }
}

Gotcha: Windsurf's remote-connector shape uses serverUrl, not url. For the stdio config above, the shape is identical to Claude Desktop.

Cline (VS Code extension)

Cline's settings panel → "MCP Servers" → paste:

{
  "mcpServers": {
    "meertrack": {
      "command": "npx",
      "args": ["-y", "@meertrack/mcp"],
      "env": {
        "MEERTRACK_API_KEY": "mt_live_..."
      },
      "disabled": false,
      "autoApprove": []
    }
  }
}

Remote install: Team/Enterprise + claude.ai web

All remote clients point at the same URL:

https://mcp.meertrack.com/mcp

Two auth paths are supported:

  • OAuth 2.1 (recommended) — spec-conformant MCP clients discover the authorization server at /.well-known/oauth-protected-resource/mcp (RFC 9728 §3.1; also served at the bare /.well-known/oauth-protected-resource for clients that probe the root), perform Dynamic Client Registration at https://meertrack.com/oauth/register, and drive the full PKCE-gated authorize → token flow. The user clicks "Connect", signs in at meertrack.com, hits Allow on the consent screen, and is done. No key handling. Access tokens are 1-hour JWTs (RS256, aud=https://mcp.meertrack.com/mcp); refresh tokens are rotated per OAuth 2.1 §4.3.1.

  • Authorization: Bearer mt_live_… — paste a static API key for custom connectors, CLI scripts, and any client that doesn't implement OAuth discovery yet.

Both paths terminate at the same workspace; pick whichever your client supports.

Claude Desktop (Team / Enterprise only: "Add custom connector")

Settings → Connectors → Add custom connector → paste the URL above. Do not paste a bearer token — leave the token field empty and click Add. Claude Desktop will open a browser window to meertrack.com for login and consent; on Allow, the connector surfaces the 8 tools automatically.

The "Add custom connector" button is not visible on Pro; use the stdio path above instead.

Claude.ai web (Connectors)

Same as above in the web app's Connectors panel.

Cursor (remote MCP)

{
  "mcpServers": {
    "meertrack": {
      "url": "https://mcp.meertrack.com/mcp",
      "headers": {
        "Authorization": "Bearer mt_live_..."
      }
    }
  }
}

ChatGPT MCP connectors

Paste the URL and bearer in the ChatGPT "Add MCP" dialog. Note: ChatGPT's bearer support is minimal today; full OAuth parity is tracked as Phase 11.

n8n / Zapier / …any Streamable HTTP client

  • Endpoint: https://mcp.meertrack.com/mcp

  • Method: POST

  • Headers: Authorization: Bearer mt_live_…, Accept: application/json, text/event-stream, MCP-Protocol-Version: 2025-11-25


The 8 tools

All read-only, all snake_case. Collection returns use the list_ prefix; row-detail returns use get_ (single id or a batch of ids). Every list response includes pagination.next_cursor and pagination.has_more, and agents must pass next_cursor back as cursor to fetch the next page.

Domain

Tool

Wraps

Notes

Identity

whoami

GET /me

Confirms workspace + subscription + rate-limit snapshot. Call first.

Competitors

list_competitors

GET /competitors

Defaults to expand=full so agents don't round-trip for socials/pages.

Competitors

get_competitor

GET /competitors/{id}

Profile + recent items from each tracked section (blog, pricing, jobs, ads, …) with per-section caps.

Activity

list_activities

GET /activity

Core "what shipped" feed. Default limit=50 to stay under tool-result size limits.

Activity

get_activity_items

GET /activity/items

Batch drill-in: full payloads for 1–100 row ids; unresolved ids returned in not_found.

Digests

list_digests

GET /digests

Cursor-paginated weekly digests. No total field (unlike activity).

Digests

list_latest_digests

GET /digests/latest

No params; one-shot "what happened this week".

Digests

get_digest

GET /digests/{id}

Full summary + themes for one competitor × period.

Full input / output / error-code documentation is on the tool descriptions themselves, and the MCP client displays them inline.

The 3 prompts

Slash commands in Claude Desktop / Cursor / Claude Code / any prompt-capable MCP client. Each one chains tool calls into a complete workflow.

Prompt

Args

Chains

/weekly_recap

none

list_latest_digests → per-competitor summary + highlights

/competitor_deep_dive

competitor_name

list_competitors → get_competitor → list_activities (last 30d)

/whats_new

days? (default 7)

list_activities from now - N days, grouped by competitor

Example invocations

  • /weekly_recap

  • /competitor_deep_dive competitor_name="Acme"

  • /whats_new days="14"

See examples/prompts.md for a dozen copy-paste user prompts grouped by use case (weekly check-in, feature spec research, pricing comparison, board-deck prep).


Troubleshooting

When the upstream API returns an error, the MCP tool response surfaces the upstream code in the error text. Map them:

Upstream code

What it means

Fix

unauthorized

Key is invalid, revoked, or expired

Mint a new key at Settings → API Keys and update the config

competitor_inactive

Competitor is archived in this workspace

Reactivate the competitor in the dashboard

forbidden_competitor

The id you passed isn't in this workspace

Call list_competitors first to discover valid ids

rate_limited

60 req/min cap hit

Wait until the reset timestamp in the error message, or mint a second key for the other client

not_found

No such row in this workspace

The id is either wrong or belongs to a different workspace

invalid_parameter / invalid_cursor

Bad input

Check the error message; cursors expire, so re-list from the start

Other common snags

  • Claude Desktop didn't pick up your config → quit and relaunch the app, not just close the window. Config is read at launch.

  • command not found: npx → install Node ≥ 20. The MCP pins engines.node.

  • Remote URL returns 401 with WWW-Authenticate: Bearer → your bearer is missing, malformed, or doesn't start with mt_live_.

  • You see 401s that clear up when you refresh the key → the bearer is fine; this is a spec-conformant "please authenticate" from the MCP. Send the Authorization header.

  • Running both stdio and remote with the same key → you're sharing a 60/min budget across both. Mint separate keys per client.


Semantic versioning

MCP tool schemas are part of the public API contract; agents cache them. So:

  • MAJOR: a tool is removed, or an existing tool's input/output schema breaks (required arg added, field renamed, enum value removed).

  • MINOR: a new tool, a new optional argument, or a new prompt.

  • PATCH: bug fixes, description improvements, internal refactors with no schema impact.

See CHANGELOG.md for the release history, and docs/RELEASING.md for the maintainer publish procedure.

Security & privacy

License

MIT.

Available Tools

8 tools
get_activity_itemsGet activity itemsA
Read-only
Inspect

Wraps GET /activity/items. Returns the full payload for one or more activity rows — the section-specific detail (full blog description, key points, pricing table, leadership-change summary, full tech stack, etc.) that the list_activities feed omits to stay lean.

Pass a list of row ids from a list_activities result (1–100). Resolving several at once is one call / one rate-limit hit — prefer it over many single lookups. Partial success is normal: ids that don't resolve (unknown, in another workspace, from an inactive period, or malformed) come back in not_found, not as an error. data order is not guaranteed — match results back by id. Digest ids are NOT activity rows: they land in not_found. Use get_digest for those. Errors: unauthorized, rate_limited, invalid_parameter (no ids / too many).

NameRequiredDescriptionDefault
row_uuidsYes1–100 activity row ids to resolve in one batch.

Output Schema

NameRequiredDescription
dataYes
not_foundYes

TDQS

A4.9/5.0
Behavior5/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

Goes well past `readOnlyHint`: documents partial success semantics (`not_found` instead of an error, with the reasons ids may not resolve), warns that `data` order is not guaranteed and must be matched by `id`, and lists the error classes including the invalid-batch cases. This is the kind of non-obvious behavior an agent would otherwise discover only by failing.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness5/5

Is the description appropriately sized, front-loaded, and free of redundancy?

Front-loaded with what the tool returns and why it exists, then batching advice, then the failure modes. Short paragraphs with emphatic bolding on the one fact most likely to be missed (result ordering). No filler sentences.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness5/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

Single-parameter read tool with an output schema, and the description still covers the parts the schema can't: why batching matters, how partial failures surface, and that order is unstable. Nothing an agent needs in order to call it correctly is absent.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters4/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Schema coverage is 100%, so the baseline is 3; the description adds real value by naming the provenance of the ids (activity rows from `list_activities`), restating the 1–100 batch bound in context, and warning that digest ids silently degrade to `not_found`. It does not add format-level detail beyond the schema, which is unnecessary here.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose5/5

Does the description clearly state what the tool does and how it differs from similar tools?

States a specific verb and resource plus the endpoint it wraps, and frames the tool's role as hydrating the section-specific detail that `list_activities` deliberately omits. An agent can immediately tell it apart from `list_activities` and `get_digest` without opening a schema.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines5/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

Explicitly says where the ids come from (`list_activities` results), instructs batching over repeated single lookups for one rate-limit hit, and gives an exclusion rule: digest ids go to `get_digest`, not here. Use/no-use conditions and the alternative are both named.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

get_competitorGet competitorA
Read-only
Inspect

Wraps GET /competitors/{id}. Returns a single competitor's full profile plus the most recent items from each tracked section. Sections returned (with per-section item caps):

  • blog-posts (up to 3), press-posts (3), case-studies (3)

  • job-listings (5), ads (5), pricing (1), messaging (5)

  • metrics-claimed (5), logos (5)

  • linkedin-posts (3), x-posts (3), reviews (3), youtube-videos (3), events (3)

  • leadership (5), web-technologies (1)

leadership items are leadership change events, not the current team; the people found on the first scan have initial_run: true (their headline may read "New …" but they are not new appointments). The web-technologies item is the latest complete homepage scan, even one that changed nothing (then added/updated/removed are all empty); its technologies list is the current stack. More sections may appear over time as extra keys under items.

These are overview caps — for the full list in any section call list_activities with competitor_ids=[id] sections=['<slug>'] and NO from/to, which returns the complete all-time roster (paginated).

Chaining: Use after list_competitors — pass the id from a result row. For an activity timeline across sections, call list_activities with competitor_ids=[id] instead. Errors: not_found (no such competitor in this workspace), competitor_inactive (archived — reactivate in dashboard), forbidden_competitor (different workspace), unauthorized, rate_limited.

NameRequiredDescriptionDefault
idYesCompetitor id from `list_competitors`.

Output Schema

NameRequiredDescription
dataYes

TDQS

A4.6/5.0
Behavior5/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

Annotations only declare readOnlyHint, yet the description discloses non-obvious semantics: per-section item caps, that `leadership` items are change events and first-scan people carry `initial_run: true`, and that a `web-technologies` item can be an unchanged scan with empty added/updated/removed. It also enumerates concrete error codes (`not_found`, `competitor_inactive`, `forbidden_competitor`, `unauthorized`, `rate_limited`) with their meanings.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness4/5

Is the description appropriately sized, front-loaded, and free of redundancy?

Front-loaded with the core operation, then organized into scannable blocks (section caps, caveats, chaining, errors) that each serve a purpose. The long section/cap enumeration is the closest thing to padding, since an output schema exists and the caps could arguably live there, but it still informs interpretation of the response.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness5/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

For a single-parameter read tool with an output schema, the description covers everything left open: response shape, per-section truncation limits, ambiguous field semantics, failure modes, and routing to siblings. Nothing an agent needs to invoke or interpret it is missing.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters3/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Schema coverage is 100% and the single `id` parameter is already documented as 'Competitor id from `list_competitors`', so the description's chaining line largely restates the schema. It adds no format, validation, or edge-case detail beyond that. Baseline 3 is appropriate.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose5/5

Does the description clearly state what the tool does and how it differs from similar tools?

States a specific verb and resource ('Returns a single competitor's full profile') and immediately names what the payload includes (recent items per tracked section). Sibling differentiation is explicit: list_activities is named for the full-list and timeline cases, so the agent can tell the two apart without opening a schema.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines5/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

Gives the precondition ('Use after list_competitors — pass the `id` from a result row') and two explicit alternatives with the exact parameters that select them (`list_activities` with `competitor_ids=[id]` and `sections=[...]` for full lists; `list_activities` with `competitor_ids=[id]` for a timeline). When-to-use is fully resolved.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

get_digestGet digestA
Read-only
Inspect

Wraps GET /digests/{id}. Returns a single digest's full payload — executive summary, themes, and update count for one competitor in one period.

Chaining: Use after list_digests or list_latest_digests — pass the id from a result row. Errors: not_found (digest not in this workspace), forbidden_competitor, unauthorized, rate_limited.

NameRequiredDescriptionDefault
idYesDigest id from a `list_digests` or `list_latest_digests` row.

Output Schema

NameRequiredDescription
dataYes

TDQS

A4.6/5.0
Behavior4/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

Annotations already declare readOnlyHint=true. Description adds value by specifying returned data fields and error types (not_found, forbidden_competitor, etc.), providing behavioral context beyond annotations.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness5/5

Is the description appropriately sized, front-loaded, and free of redundancy?

Three concise sentences: core action, chaining instruction, error list. No fluff, front-loaded with key purpose.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness5/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

Given output schema exists, description covers purpose, usage, parameters, and errors sufficiently. Complete for a single-resource fetch tool.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters5/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Schema coverage is 100% with clear description for id parameter. The description reinforces parameter usage by specifying it comes from list digests results, adding chaining context.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose5/5

Does the description clearly state what the tool does and how it differs from similar tools?

Description clearly states verb (returns), resource (digest), and content (executive summary, themes, update count). Distinguishes from sibling list tools by specifying single digest retrieval.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines4/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

Explicitly says to use after list_digests or list_latest_digests and pass the id. Lists common errors. Does not explicitly state when not to use or mention alternatives, but chaining context is clear.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

list_activitiesList activitiesA
Read-only
Inspect

Wraps GET /activity. Two modes, selected by whether you pass a date window:

  • Roster (no from/to): the complete all-time catalog across the tracked competitors — including items that already existed when tracking began (the initial backfill). Use this to pull a full list, e.g. every customer a competitor has published a case study about: { competitor_ids: [id], sections: ['case-studies'] }. For versioned sections (job-listings, ads, logos, messaging, pricing) this is the current live snapshot, not removed history, so change_type is mostly added and total is the all-time count.

  • Change feed (with from/to): detected adds/updates/removals in that window only (excludes backfill) — the 'what shipped recently' surface.

Filters:

  • sections: restrict to specific section types (enum of 17: blog-posts, press-posts, job-listings, ads, pricing, case-studies, linkedin-posts, x-posts, reviews, youtube-videos, events, messaging, metrics-claimed, logos, sitemap-urls, leadership, web-technologies).

  • change_types: restrict to added / updated / removed (added / updated / removed).

  • competitor_ids: narrow to specific competitors.

  • from / to: ISO 8601 date-time window (inclusive). Supplying EITHER switches off roster mode; e.g. from=2026-04-16T00:00:00Z for the last 7 days.

Matching tip: for case studies the customer/company name is usually in title and/or the url slug (e.g. .../case-studies/whop) — match on both.

Section notes:

  • leadership: one row per leadership change event; there is no current-team list. data.event is the exact kind (added, removed, replaced, title_changed); change_type maps replaced and title_changed to updated. On the roster path, rows with data.initial_run: true are the leaders found on the first scan (their headline may still read "New …"), not new appointments.

  • web-technologies: one row per homepage scan that changed the tech stack, plus the first scan (roster only). data.added / data.updated / data.removed list technology names (updated = version or classification changed). change_type is added for the first scan (all three lists empty; its stack is in technologies, via get_activity_items) or an add-only scan, removed for a remove-only scan, and updated for anything else (version-only or mixed). A mixed scan that removed something is updated, not removed, so to find every addition or removal omit change_types and read the lists.

  • New sections may appear over time; treat an unknown section value as an opaque label.

Pagination: response carries pagination.next_cursor, pagination.has_more, and pagination.total (total rows matching the filters, not just this page). If has_more, call again with the cursor param set to next_cursor. Default limit is 50 to stay under Claude's tool-result size limit; max is 500. The roster can be large — keep paging until has_more is false.

Heavy fields (description, key_points, pricing_data, excerpt, summary for leadership, technologies for web-technologies) are omitted from list rows to keep them lean; fetch the full payload for rows you care about with get_activity_items (pass their ids). Chaining: get_activity_items returns full rows by id (one call for many ids). Errors: invalid_parameter (bad section/change_type/date), invalid_cursor (stale or tampered), unauthorized, rate_limited.

NameRequiredDescriptionDefault
toNoInclusive upper bound, ISO 8601 with offset.
fromNoInclusive lower bound, ISO 8601 with offset (e.g. `2026-04-16T00:00:00Z`).
limitNoPage size. Default 50 (tool-result size limit); max 500. Prefer smaller pages and paginate.
cursorNoOpaque cursor from a previous response's `pagination.next_cursor`. Omit on the first call.
sectionsNoFilter to specific section types (e.g. `['pricing', 'blog-posts']`).
change_typesNoFilter to specific change types. `added` is usually the interesting one.
competitor_idsNoNarrow to these competitor ids. Omit for all tracked competitors.

Output Schema

NameRequiredDescription
dataYes
paginationYesShared cursor-pagination envelope.

TDQS

A4.8/5.0
Behavior5/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

With readOnlyHint already covering safety, the description still adds substantial behavior: heavy fields are omitted from rows, default limit is 50 for tool-result size, backfilled items appear on the roster, and specific error codes are named. That is far beyond what the annotations convey.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness4/5

Is the description appropriately sized, front-loaded, and free of redundancy?

Front-loaded with the endpoint and the two-mode split, then segmented with bullets for filters, section notes, pagination, and errors — easy to scan. It is long, and a few lines (limit default, cursor mechanics) restate the schema verbatim rather than adding value.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness5/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

Covers everything an agent needs despite seven params and a large result surface: pagination loop (`has_more` -> `next_cursor`), truncated fields and the follow-up call to hydrate them, error taxonomy, and section-specific caveats. An output schema exists, and the description correctly avoids re-explaining return shapes.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters4/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Schema coverage is 100%, so baseline is 3, but the description adds non-obvious semantics: supplying EITHER from or to switches off roster mode, change_type collapsing rules for leadership and web-technologies, and a title/url matching tip. Some of the limit and cursor text merely repeats the schema descriptions, which keeps it from a 5.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose5/5

Does the description clearly state what the tool does and how it differs from similar tools?

States a specific verb and resource ('Wraps GET /activity', lists activities) and immediately decomposes it into two concrete modes, roster vs change feed, so an agent can tell exactly what it returns. It also distinguishes itself from the sibling get_activity_items by capping list rows to lean fields.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines5/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

Explicit mode-selection rule ('no from/to = roster', 'with from/to = change feed'), a worked example request, and a named alternative for full payloads (get_activity_items). Section-specific guidance (leadership, web-technologies) further tells the agent when to include or omit change_types.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

list_competitorsList competitorsA
Read-only
Inspect

Wraps GET /competitors. Lists every competitor in the authenticated workspace. Defaults to expand=full so the agent gets each competitor's social URLs (linkedin, twitter, …) and canonical page URLs (pricing, blog, …) in one call — no round-trip to get_competitor needed for that metadata.

Filters:

  • active: when true, only competitors still being tracked; when false, only archived ones.

  • ids: narrow to a specific subset (comma-joined upstream).

  • expand: full (default — profile + social + pages) or compact (id / name / website / category / active only).

Chaining: Discover competitor ids here, then pass them to get_competitor, list_activities (competitor_ids), or list_digests (competitor_id). Errors: unauthorized, rate_limited.

NameRequiredDescriptionDefault
idsNoNarrow to this subset of competitor ids. Omit to return all.
activeNoFilter to active (true) or archived (false) competitors. Omit to return both.
expandNo`full` (default) adds social + pages metadata; `compact` returns id/name/website/category/active only.

Output Schema

NameRequiredDescription
dataYes

TDQS

A4.4/5.0
Behavior4/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

Annotations already declare readOnlyHint=true. Description adds default expand=full behavior and error types (unauthorized, rate_limited), providing valuable context beyond annotations.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness4/5

Is the description appropriately sized, front-loaded, and free of redundancy?

Well-structured with headings and bullet points. Every sentence adds value; no fluff. Slightly longer than minimal but justified by useful detail.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness5/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

Given output schema exists, description doesn't need to explain return values. Covers error types, chaining, filtering, and default behavior completely for a list tool.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters4/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Schema coverage is 100%, so parameters are well-documented. Description adds meaning: defaults for expand, filtering semantics for active (tracked vs archived), and ids as comma-joined upstream. Adds value beyond schema definitions.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose5/5

Does the description clearly state what the tool does and how it differs from similar tools?

Description clearly states it wraps GET /competitors and lists every competitor in the workspace, with scope defined. It distinguishes from siblings like get_competitor (single) and list_activities (activities).

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines4/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

Provides clear when-to-use context with filtering options and chaining to other tools (get_competitor, list_activities). Could explicitly state not to use for single competitor retrieval, but sibling differentiation is implicit.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

list_digestsList digestsA
Read-only
Inspect

Wraps GET /digests. Returns cursor-paginated weekly digests (one per competitor per batch day) — the LLM-synthesized summaries. Unlike list_activities, pagination here has no total; use has_more / next_cursor only.

Filters: competitor_id (narrow to one competitor), from / to (ISO 8601 date-time window on period_start).

Chaining: For 'what happened last week across all competitors', prefer list_latest_digests — it's a one-shot. Use this when paging backward through history, or filtering to one competitor. Errors: invalid_parameter, invalid_cursor, unauthorized, rate_limited.

NameRequiredDescriptionDefault
toNoInclusive upper bound on `period_start`, ISO 8601 with offset.
fromNoInclusive lower bound on `period_start`, ISO 8601 with offset.
limitNoPage size. Max 500. Smaller pages keep round-trips responsive and reduce tool-result truncation risk.
cursorNoOpaque cursor from a previous response's `pagination.next_cursor`. Omit on the first call.
competitor_idNoNarrow to one competitor's digests. Omit for all tracked competitors.

Output Schema

NameRequiredDescription
dataYes
paginationYesShared cursor-pagination envelope.

TDQS

A4.9/5.0
Behavior5/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

Beyond the readOnlyHint annotation, the description discloses key behavioral traits: cursor pagination with no total (only has_more/next_cursor), and lists specific error types (invalid_parameter, invalid_cursor, unauthorized, rate_limited). No contradictions with annotations.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness5/5

Is the description appropriately sized, front-loaded, and free of redundancy?

The description is concise and well-structured: first sentence states core function, second paragraph lists filters, third provides chaining guidance and errors. No waste—every sentence earns its place.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness5/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

With 5 parameters, no required fields, an output schema present, and sibling tools, the description covers pagination behavior, filtering, usage advice, and errors. It is fully adequate for an agent to select and invoke the tool correctly.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters4/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Schema coverage is 100% so the baseline is 3. The description adds value by clarifying that from/to are inclusive bounds on period_start and reminding that cursor is opaque from previous response. This extra context justifies a 4.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose5/5

Does the description clearly state what the tool does and how it differs from similar tools?

The description clearly states it wraps GET /digests and returns cursor-paginated weekly digests (LLM summaries). It distinguishes itself from list_activities (no total in pagination) and list_latest_digests (one-shot), making the tool's specific verb+resource and scope very clear.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines5/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

The description explicitly tells when to use this tool ('when paging backward through history, or filtering to one competitor') and when to prefer list_latest_digests ('for 'what happened last week across all competitors''). This provides clear context and alternatives.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

list_latest_digestsList latest digestsA
Read-only
Inspect

Wraps GET /digests/latest. No parameters. Returns the most recent digest per active competitor from the same batch day — a one-shot 'what happened this week across my tracked competitors'.

Chaining: One-shot entry point — no prior call needed. If the user wants older weeks or a specific competitor's history, use list_digests instead. Errors: unauthorized, rate_limited.

NameRequiredDescriptionDefault

No parameters

Output Schema

NameRequiredDescription
dataYes

TDQS

A4.9/5.0
Behavior5/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

Discloses that it is a read-only operation (consistent with annotation), lists possible errors (`unauthorized`, `rate_limited`), and explains the output scope without contradicting any annotations.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness5/5

Is the description appropriately sized, front-loaded, and free of redundancy?

Three concise sentences with front-loaded information: API, no parameters, output description, chaining guidance, and errors. No wasted words.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness5/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

Given zero parameters and an output schema, the description covers purpose, usage, errors, and chaining. It is fully self-contained for an agent to invoke correctly.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters4/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

No parameters exist, and schema coverage is 100%. The description adds value by explaining what the tool returns (most recent digest per active competitor), exceeding the baseline of 3 for zero-param tools.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose5/5

Does the description clearly state what the tool does and how it differs from similar tools?

The description clearly states it returns the most recent digest per active competitor, using a specific API endpoint. It distinguishes from sibling tool `list_digests` by explaining that this is a one-shot entry point for the current batch day.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines5/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

Explicitly states that no prior call is needed and advises to use `list_digests` for older weeks or specific competitor history, providing clear when-to-use and when-not-to-use guidance.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

whoamiWho am I?A
Read-only
Inspect

Wraps GET /me. Confirms which workspace the agent is authenticated as and returns the current subscription, competitor budget, and rate-limit snapshot. auth_type reports how you authenticated: api_key callers also get the key block; oauth callers have no API-key record, so key is null — use auth_type/subject to confirm identity.

Chaining: Call first in a session to verify auth and workspace identity before any other tool. Errors: unauthorized (key is invalid or revoked — mint a new one), rate_limited (retry after X-RateLimit-Reset).

NameRequiredDescriptionDefault

No parameters

Output Schema

NameRequiredDescription
dataYes

TDQS

A4.7/5.0
Behavior4/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

Annotations already declare readOnlyHint=true. Description adds behavioral details about auth_type behavior (api_key vs oauth), and returns subscription, budget, rate-limit. No contradictions. Goes beyond annotation by explaining when key is null.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness5/5

Is the description appropriately sized, front-loaded, and free of redundancy?

Description is concise with front-loaded main purpose, followed by useful details on auth types, chaining recommendation, and error handling. Every sentence adds value with no fluff.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness5/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

Given zero parameters, readOnlyHint annotation, and available output schema, the description covers all necessary information: what it does, when to call, auth differentiation, errors. Fully complete for a simple identity tool.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters4/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

No parameters, so baseline 4 applies. The schema has 0 parameters and 100% coverage, so description doesn't need to add param info. It correctly omits any parameter discussion as there are none.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose5/5

Does the description clearly state what the tool does and how it differs from similar tools?

The description clearly states it wraps 'GET /me' and returns workspace identity, subscription, competitor budget, and rate-limit snapshot. It distinguishes from sibling tools like list_competitors, get_competitor, etc., which have different purposes.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines5/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

Explicitly says 'Call first in a session to verify auth and workspace identity before any other tool,' providing clear when-to-use guidance. Also explains error handling for unauthorized and rate-limited responses.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

Tool Schema Changelog

Recent tool additions, removals, and schema changes observed during successful MCP inspections.

  1. 3 tool updatesv2.3.0
    • Changedget_activity_items2 fields changed
      • addedOutput schema / properties / data / items / properties / section / description
        Added value: +"Section slug: blog-posts, press-posts, job-listings, ads, pricing, case-studies, linkedin-posts, x-posts, reviews, youtube-videos, events, messaging, metrics-claimed, logos, sitemap-urls, leadership, web-technologies. New sections may appear; treat an unknown value as an opaque label."
      • removedOutput schema / properties / data / items / properties / section / enum
        Removed value: -[
        -  "blog-posts",
        -  "press-posts",
        -  "job-listings",
        -  "ads",
        -  "pricing",
        -  "case-studies",
        -  "linkedin-posts",
        -  "x-posts",
        -  "reviews",
        -  "youtube-videos",
        -  "events",
        -  "messaging",
        -  "metrics-claimed",
        -  "logos",
        -  "sitemap-urls"
        -]
    • Changedget_competitor15 fields changed
      • changedOutput schema / properties / data / properties / items / additionalProperties
        Previous value: -falseNew value: +{
        +  "items": {
        +    "additionalProperties": {},
        +    "type": "object"
        +  },
        +  "type": "array"
        +}
      • changedOutput schema / properties / data / properties / items / properties / ads / items / additionalProperties
        Previous value: -falseNew value: +true
      • changedOutput schema / properties / data / properties / items / properties / blog-posts / items / additionalProperties
        Previous value: -falseNew value: +true
      • changedOutput schema / properties / data / properties / items / properties / events / items / additionalProperties
        Previous value: -falseNew value: +true
      • changedOutput schema / properties / data / properties / items / properties / job-listings / items / additionalProperties
        Previous value: -falseNew value: +true
      • addedOutput schema / properties / data / properties / items / properties / leadership
        Added value: +{
        +  "items": {
        +    "additionalProperties": true,
        +    "properties": {
        +      "competitor": {
        +        "$ref": "#/properties/data/properties/items/properties/blog-posts/items/properties/competitor"
        +      },
        +      "discovered_at": {
        +        "$ref": "#/properties/data/properties/items/properties/blog-posts/items/properties/discovered_at"
        +      },
        +      "event": {
        +        "type": [
        +          "string",
        +          "null"
        +        ]
        +      },
        +      "headline": {
        +        "type": [
        +          "string",
        +          "null"
        +        ]
        +      },
        +      "initial_run": {
        +        "$ref": "#/properties/data/properties/items/properties/blog-posts/items/properties/initial_run"
        +      },
        +      "linkedin_url": {
        +        "type": [
        +          "string",
        +          "null"
        +        ]
        +      },
        +      "new_company_name": {
        +        "type": [
        +          "string",
        +          "null"
        +        ]
        +      },
        +      "person_name": {
        +        "type": [
        +          "string",
        +          "null"
        +        ]
        +      },
        +      "previous_person_name": {
        +        "type": [
        +          "string",
        +          "null"
        +        ]
        +      },
        +      "previous_title": {
        +        "type": [
        +          "string",
        +          "null"
        +        ]
        +      },
        +      "summary": {
        +        "type": [
        +          "string",
        +          "null"
        +        ]
        +      },
        +      "tags": {
        +        "$ref": "#/properties/data/properties/items/properties/blog-posts/items/properties/tags"
        +      },
        +      "title": {
        +        "type": [
        +          "string",
        +          "null"
        +        ]
        +      },
        +      "url": {
        +        "type": [
        +          "string",
        +          "null"
        +        ]
        +      }
        +    },
        +    "required": [
        +      "competitor",
        +      "tags",
        +      "discovered_at"
        +    ],
        +    "type": "object"
        +  },
        +  "type": "array"
        +}
      • changedOutput schema / properties / data / properties / items / properties / linkedin-posts / items / additionalProperties
        Previous value: -falseNew value: +true
      • changedOutput schema / properties / data / properties / items / properties / logos / items / additionalProperties
        Previous value: -falseNew value: +true
      • changedOutput schema / properties / data / properties / items / properties / messaging / items / additionalProperties
        Previous value: -falseNew value: +true
      • changedOutput schema / properties / data / properties / items / properties / metrics-claimed / items / additionalProperties
        Previous value: -falseNew value: +true
      • changedOutput schema / properties / data / properties / items / properties / pricing / items / additionalProperties
        Previous value: -falseNew value: +true
      • changedOutput schema / properties / data / properties / items / properties / reviews / items / additionalProperties
        Previous value: -falseNew value: +true
      • addedOutput schema / properties / data / properties / items / properties / web-technologies
        Added value: +{
        +  "items": {
        +    "additionalProperties": true,
        +    "properties": {
        +      "added": {
        +        "items": {
        +          "type": "string"
        +        },
        +        "type": "array"
        +      },
        +      "competitor": {
        +        "$ref": "#/properties/data/properties/items/properties/blog-posts/items/properties/competitor"
        +      },
        +      "discovered_at": {
        +        "$ref": "#/properties/data/properties/items/properties/blog-posts/items/properties/discovered_at"
        +      },
        +      "initial_run": {
        +        "$ref": "#/properties/data/properties/items/properties/blog-posts/items/properties/initial_run"
        +      },
        +      "removed": {
        +        "items": {
        +          "type": "string"
        +        },
        +        "type": "array"
        +      },
        +      "tags": {
        +        "$ref": "#/properties/data/properties/items/properties/blog-posts/items/properties/tags"
        +      },
        +      "technologies": {
        +        "items": {
        +          "type": "string"
        +        },
        +        "type": "array"
        +      },
        +      "updated": {
        +        "items": {
        +          "type": "string"
        +        },
        +        "type": "array"
        +      },
        +      "url": {
        +        "type": [
        +          "string",
        +          "null"
        +        ]
        +      }
        +    },
        +    "required": [
        +      "competitor",
        +      "tags",
        +      "discovered_at"
        +    ],
        +    "type": "object"
        +  },
        +  "type": "array"
        +}
      • changedOutput schema / properties / data / properties / items / properties / x-posts / items / additionalProperties
        Previous value: -falseNew value: +true
      • changedOutput schema / properties / data / properties / items / properties / youtube-videos / items / additionalProperties
        Previous value: -falseNew value: +true
    • Changedlist_activities5 fields changed
      • changedInput schema / properties / sections / items / enum
        Previous value: -[
        -  "blog-posts",
        -  "press-posts",
        -  "job-listings",
        -  "ads",
        -  "pricing",
        -  "case-studies",
        -  "linkedin-posts",
        -  "x-posts",
        -  "reviews",
        -  "youtube-videos",
        -  "events",
        -  "messaging",
        -  "metrics-claimed",
        -  "logos",
        -  "sitemap-urls"
        -]New value: +[
        +  "blog-posts",
        +  "press-posts",
        +  "job-listings",
        +  "ads",
        +  "pricing",
        +  "case-studies",
        +  "linkedin-posts",
        +  "x-posts",
        +  "reviews",
        +  "youtube-videos",
        +  "events",
        +  "messaging",
        +  "metrics-claimed",
        +  "logos",
        +  "sitemap-urls",
        +  "leadership",
        +  "web-technologies"
        +]
      • addedOutput schema / properties / data / items / properties / change_type / description
        Added value: +"Change type: added, updated, removed."
      • removedOutput schema / properties / data / items / properties / change_type / enum
        Removed value: -[
        -  "added",
        -  "updated",
        -  "removed"
        -]
      • addedOutput schema / properties / data / items / properties / section / description
        Added value: +"Section slug: blog-posts, press-posts, job-listings, ads, pricing, case-studies, linkedin-posts, x-posts, reviews, youtube-videos, events, messaging, metrics-claimed, logos, sitemap-urls, leadership, web-technologies. New sections may appear; treat an unknown value as an opaque label."
      • removedOutput schema / properties / data / items / properties / section / enum
        Removed value: -[
        -  "blog-posts",
        -  "press-posts",
        -  "job-listings",
        -  "ads",
        -  "pricing",
        -  "case-studies",
        -  "linkedin-posts",
        -  "x-posts",
        -  "reviews",
        -  "youtube-videos",
        -  "events",
        -  "messaging",
        -  "metrics-claimed",
        -  "logos",
        -  "sitemap-urls"
        -]
  2. 8 tool updatesv2.1.0
    • First observedget_activity_items
    • First observedget_competitor
    • First observedget_digest
    • First observedlist_activities
    • First observedlist_competitors
    • First observedlist_digests
    • First observedlist_latest_digests
    • First observedwhoami

TDQS

A4.6/5.0

Scored across 8 tools

Disambiguation5/5

Each tool targets a distinct resource and action: competitors, activities, activity detail, digests, latest digests, digest detail, and auth. The list/detail pairs and the historical-vs-latest digest tools are explicitly differentiated in the descriptions, leaving little chance of misselection.

Naming Consistency4/5

Most names follow a predictable snake_case verb_noun pattern such as list_competitors, get_competitor, list_activities, and get_digest. Minor deviations like get_activity_items (plural) and whoami are readable and conventional but keep it from perfect consistency.

Tool Count5/5

Eight tools is well-scoped for a read-only competitive intelligence server. Each tool earns its place by covering a distinct part of the query surface without excessive fragmentation.

Completeness4/5

The surface covers competitor discovery, activity rosters/change feeds, activity detail, digests, latest digests, and auth identity. Minor gaps exist around keyword search or write/manage operations, but core read-only workflows are fully supported.

Maintenance

ActivityMaintained
ResponsivenessUnresponsive

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