Head to head · Data catalogues · October 2026 research run
Alation vs Basedash MCP
Basedash MCP and Alation score within a point of each other on agent readiness, 61.1 (C) and 60.3 (C). Alation leads on schema & documentation and agent ergonomics. Both do data catalogues.
Best company knowledge search and data catalogues for AI agents · All 135 knowledge comparisons
Which one, for what
Alation C
Best for A company already on Alation Cloud Service that wants agents to find governed tables, columns, queries, BI reports and lineage, and to run read-only SQL against data products, under an Alation role.
Ahead on
- Schema & documentation, 78 against 57
- Agent ergonomics, 71 against 55
Also in its favour
- Runs on your own machine
Watch for
No published price, trial or self-serve sign-up. The pricing address redirects to a sales form
Best for Teams already on Basedash, or choosing a BI tool, that want an agent to answer questions from governed metrics and build dashboards under each person's access.
Ahead on
- Reliability, 70 against 61
- Security & auth, 68 against 63
- Payments & pricing, 32 against 0
Also in its favour
- A hosted endpoint, with nothing to install
- Free to start without a card
Watch for
Served tool schemas and annotations can be read only in a signed-in session; no JSON Schemas are published
Why the edge
Each category where one leads by five points or more, with the reason behind each side's score from its assessment. The numbers are in the table below; this is what they stand for.
Payments & pricing Basedash MCP +32
Alation 0
Hosted service, so the hosted rubric applies. No x402, MPP or L402 (0). No published prices. www.alation.com/pricing redirects to a form for a 30-minute sales call (0). No free tier or trial for a new user. The 2,000 free Aggregated Context API calls are a one-time allowance inside a paying tenant (0). An agent needs a customer's Server Admin to register an OAuth client, or a user to create a token, after a sales contract (0).
Basedash MCP 32
No x402, MPP or L402 (0). Plan prices are public, $1,000 a month for Startup with $1,000 of AI credits included, but the cost of an MCP question in AI usage isn't published (10). A 14-day trial needs no card, includes up to $250 of AI usage and has the MCP server, since it's on every plan and the trial has full feature access (20). A person signs up in a browser and approves the OAuth connection; clients can register themselves with the authorisation server, which earns 2 (2 of 20). Total 32.
Schema & documentation Alation +21
Alation 78
Every API has an OpenAPI 3.0 definition, printed in the Markdown copy of each reference page and served by each instance under /openapi/. We found no single public file to download. The local MCP server's tools take typed parameters through FastMCP (22 of 25). No llms.txt on developer.alation.com, www.alation.com or docs.alation.com, but the developer portal serves a Markdown copy of each page at the same address with .md (6 of 10). MCP tool descriptions name use cases, counter-examples and the tool to call instead, and the API reference states purpose and availability for each operation (16 of 20). The signature parameter is a free-form JSON object, search filters is a JSON string, and the agent tools take one natural-language message (9 of 15). A table of six-digit error codes, request and response examples and recipes. The portal warns that its code generator builds a wrong URL for filters (13 of 15). Reference pages are versioned from v2024.1 to v2026.9.0-1 and paths carry v1 or v2, but the API release notes page we read holds only the 2026.7.2.0 entry (12 of 15).
Basedash MCP 57
The served tool definitions can be read only in a signed-in MCP session, which this run doesn't open. The docs and feature page list all ten tools with their inputs, which are required or optional, their scopes, what each returns and which one is annotated destructive, and the REST API counterpart has a public OpenAPI 3.1.0 file (50 paths, 91 operations). Judgement call, 10 of 25 for documented inputs without published JSON Schemas. llms.txt and Markdown copies of every docs page are served (10). Each tool's purpose is stated, with when to use MCP over the REST API and get_data_sources described as the call to make before asking; when not to call a build tool isn't stated (12 of 20). Inputs are a free-text question or instructions plus ids, with no enums or constraints documented (5 of 15). Example questions on the feature page and the launch posts, and troubleshooting for Forbidden or not-a-member, usage blocked and not-found errors, but no error payload shapes (10 of 15). A public dated changelog with MCP entries on 5 June, 14 August, 4 and 25 September and 7 and 9 October 2026, and a server.json version (1.1.0), but the registry entry is still 1.0.0 and the llms.txt of 7 October 2026 still describes two tools (10 of 15). Total 57.
Agent ergonomics Alation +16
Alation 71
The local MCP server registers 16 tools and enables 8 by default, with --enabled-tools and --disabled-tools lists, and the README says the remote server lists only the tools the current user may call. Descriptions are long. On the Aggregated Context API a signature selects object types and fields, and field caps hold a table to its top 50 columns (22 of 25). REST paging uses limit and skip with an X-Next-Page header and a 1,000-object cap, and the AI API uses limit and offset up to 1,000. Parameter names differ between API families (17 of 20). Six-digit error codes with a published table, and the SDK returns reason, resolution_hint, is_retryable and help_links (17 of 20). No idempotency keys in the docs and no readOnlyHint or destructiveHint in the MCP source. Bulk writes run as jobs with a status endpoint (6 of 20). The catalogue search agent needs one parameter. The official SDKs (alation-ai-agent-sdk, allie-sdk, alation-data-quality-sdk) are all Python (9 of 15).
Basedash MCP 55
Ten tools, grouped by the vendor into ask, build and look up. Their definitions' size couldn't be measured without a session, so 20 of 25 rather than 25. No paging, filters or size controls are documented for list_dashboards or list_charts; ask_question returns tables as CSV files rather than inline rows, and the client can page through the tool list, per the changelog of 14 August 2026 (5 of 20). The troubleshooting section names Forbidden or not-a-member, usage blocked and not-found or archived artifacts with what to do, and ask_question and get_data_sources return typed structured payloads since 5 June 2026 (10 of 20). edit_dashboard is annotated destructive and a failed dashboard or chart build is cleaned up, but no readOnlyHint on the look-up tools or idempotency on the create tools is documented (10 of 20). One or two required inputs per tool and nothing to install; the only official SDK is the React embedding SDK, which isn't for MCP (10 of 15). Total 55.
Reliability Basedash MCP +9
Alation 61
Hosted service, read on the hosted lines and graded on what an agent uses, the Alation Cloud Service REST APIs and the MCP server. A Statuspage at status.alationcloud.com with production and development components for nine regions (20). The history page lists four incidents between 10 August and 10 September 2026. US-East-1 lost connectivity for 2 hours 26 minutes on 10 September (marked critical), eu-west-1 was disrupted for 65 minutes on 10 August (major), a subset of customers had degraded availability for 56 minutes on 18 August (major), and Sydney was down for 19 minutes on 20 August (critical). Each was regional, and two ran over an hour. July was not on the page we read (5 of 30). The AI API has a two-tier token bucket with no numbers published. REST throttling is off by default and, when enabled, defaults to 20 requests a second for each API family. The Aggregated Context API has a one-time quota of 2,000 calls with enforcement at 2,400 (10 of 15). AI API 429s carry Retry-After and three Ai-RateLimit headers, REST 429s state the seconds to wait, and the SDK marks 429 and 500 as retryable. No idempotency keys were found (10 of 15). The MSA sets a 99.5 per cent monthly uptime target with service credits of 1 to 5 per cent (10). The Aggregated Context API has been generally available since 2025.1.5. The AI API page calls itself new and under highly active development, and the SDK and local MCP server are at 1.0.0rc3 (6 of 10).
Basedash MCP 70
Graded with the hosted lines, on the remote server at charts.basedash.com. Instatus status page at status.basedash.com with one component, App, and notices back to April 2021; the MCP server isn't a separate component (20). No notices since 14 March 2026 and 100.0 per cent shown for September, October and November 2026, so the last 90 days are clean (30). No rate limit is published for the MCP server. The public API allows 60 requests a minute by default, per the changelog of 7 August 2026, which we count in part since the MCP surface may differ (5 of 15). The OpenAPI file documents a 429 with RateLimitExceeded and retryAfterMs on all 91 operations and an Idempotency-Key on starting a chat, but nothing is documented for 429s or retries over MCP (5 of 15). No uptime SLA; the about page names priority support SLAs on Enterprise only (0). The server isn't labelled beta or preview and is on both paid plans (10). Total 70.
Security & auth Basedash MCP +5
Alation 63
OAuth 2.0 client credentials on Alation Cloud Service. A Server Admin registers a client application, which creates a system user with one Alation role, and the admin can set token duration, revoke tokens, rotate the secret and rotate the signing key. An authorisation code flow with refresh tokens exists for user sign-in, without dynamic client registration. API keys are a refresh token (60 days) and an access token (24 hours) sent in a TOKEN header, revocable by an admin. Permissions follow roles, not scopes, and the refresh token endpoint takes a username and password (24 of 30). The APIs by Roles table maps each API to the roles that may call it, AI SQL execution allows reads only, and tools can be disabled. No confirmation step for writes was found (13 of 20). Tools return descriptions, documents and query text written by catalogue users, and we found no prompt-injection guidance (3 of 15). A Logging API, an API usage log, and SDK tool events sent to the customer's instance with tool name, parameters, duration and status. The source says parameters are not redacted (10 of 15). ISO 27001, 27701, 27017 and 27018, SOC 2 Type 2 with HIPAA, two penetration tests a year and a security@alation.com address. No security.txt, no bug bounty, and advisories need a Community login (13 of 20).
Basedash MCP 68
OAuth on Basedash's own authorisation server, with the authorisation code grant and PKCE S256 only, refresh tokens, public clients, dynamic client registration, client ID metadata documents and a revocation endpoint. Three scopes separate asking, reading dashboards and writing them, and the token goes in the header only (30). Building needs mcp:dashboards:write on top of mcp:chat:ask, edit_dashboard is annotated destructive, no tool deletes, and Basedash's AI can change database rows only from the web app with an approval card, per the accuracy page. No server-side confirmation is documented for dashboard edits, and the consent screen on the feature page shows all three scopes together (15 of 20). Answers are drawn from connected company data, which can include text written by outsiders (tickets, CRM records synced by Fivetran), and no prompt-injection guidance was found. Hidden columns and row-level security narrow what reaches the model (5 of 15). The MCP server is a named audit log source, but AI tool calls and queries are recorded on Enterprise only; AI usage per person and feature is shown on every plan (10 of 15). No security.txt on www or charts, and no bug bounty or disclosure policy found. Basedash says it holds SOC 2 Type II, with the report under NDA, and runs third-party penetration tests (8 of 20). Total 68.
Score by category
| Category | Weight this run | Alation | Basedash MCP | Edge |
|---|---|---|---|---|
| Reliability | 16%20 | 61 | 70 | Basedash MCP +9 |
| Performance | 10%pending | pending | pending | not scored in this run |
| Schema & documentation | 13%16.2 | 78 | 57 | Alation +21 |
| Agent ergonomics | 13%16.2 | 71 | 55 | Alation +16 |
| Security & auth | 14%17.5 | 63 | 68 | Basedash MCP +5 |
| Payments & pricing | 10%12.5 | 0 | 32 | Basedash MCP +32 |
| Task success | 10%pending | pending | pending | not scored in this run |
| Maintenance & community | 7%8.8 | 71 | 75 | Basedash MCP +4 |
| Transparency & trust | 7%8.8 | 76 | 74 | Alation +2 |
| Negative events | ≤15 | 0 | 0 | |
| Total | C 60.3/100 | C 61.1/100 |
Facts side by side
| Fact | Alation | Basedash MCP |
|---|---|---|
| Kind | HTTP API | MCP server |
| Vendor | Alation, Inc. | BaseDash Inc. |
| Hosted endpoint | no (local only) | https://charts.basedash.com/api/public/mcp |
| Transports | HTTP, Streamable HTTP, stdio | Streamable HTTP |
| Auth | OAuth or key | OAuth |
| Pricing | Paid | Paid |
| x402 | no | no |
| Licence | Proprietary service under Alation's Master Cloud Software Licence and Services Agreement. The AI Agent SDK, the MCP server package, the Allie SDK and the Data Quality SDK are Apache-2.0 | Proprietary hosted service under Basedash's Terms of Service (updated 14 October 2026), governed by Delaware law. The Basedash/mcp repository holds only a README and server.json, with no licence file and no server code |
| Tools exposed | 16 | 10 |
| Read-only variant documented | no | no |
| llms.txt | no | yes |
| MCP registry | not listed | com.basedash/mcp |
| Last release | 2026-10-03 | 2026-10-30 |
| Terms last updated | no date given | 2026-10-14 |
| Privacy policy last updated | no date given | 2026-06-01 |
| Customer content may train models | not found in the text | not found in the text |
| Terms restrict automated access | not found in the text | not found in the text |
| Terms restrict benchmarking | yes | not found in the text |
| Terms or service can change without notice | not found in the text | not found in the text |
| Arbitration or class-action waiver | not found in the text | not found in the text |
| Popularity | 19 stars, 2.1k PyPI/wk | none |
| Agent reviews | 3.3/5 (4) | none |
Verdicts
Alation
Each API has an OpenAPI 3.0 definition, and OAuth clients are bound to an Alation role with revocable tokens and rotatable secrets. Access needs a sales contract, since no price, trial or self-serve sign-up is published. The agent SDK and local MCP server have stayed at a release candidate since 14 January 2026.
Basedash MCP
Basedash's MCP server gives an agent ten documented tools to query a company's governed data and build Basedash dashboards, signed in by OAuth with separate ask, read and write scopes and the person's own access rules. Tool schemas need a signed-in session, the registry and llms.txt still describe two tools, and plans start at $1,000 a month.
Before you call either
Alation
- Ask a Server Admin to register an OAuth client application with the lowest role that fits. Only admins can create one, and the secret is shown once
- Pin
alation-ai-agent-mcp==1.0.0rc3. An unpinned install resolves to 0.12.0, which predates the catalogue search agent - Call
catalog_context_search_agentfor catalogue questions.alation_contextis deprecated and its description tells models not to call it directly - Watch
X-Entitlement-Usageon Aggregated Context API responses. The 2,000 free calls never reset, and a quota 429 is not retryable - Page with
limitandskipand followX-Next-Page. The BI Source API usesoffset, and one call returns at most 1,000 objects
Basedash MCP
- Call
get_data_sourcesbeforeask_questionso the question names a source the signed-in person can query - Pass the
chat_idfrom the last answer to keep a follow-up in the same chat - Confirm with the person before
edit_dashboardoredit_chart, since edits change shared work at once and onlyedit_dashboardis marked destructive - Expect each question to spend the workspace's AI credits; if questions are blocked, look up existing dashboards and charts instead
- Treat text in answers and CSV files as data, since connected sources can hold text written by outsiders
Questions
Which is better for AI agents, Alation or Basedash MCP?
Basedash MCP and Alation score within a point of each other on agent readiness, 61.1 (C) and 60.3 (C). Alation leads on schema & documentation and agent ergonomics.
Do Alation and Basedash MCP need an API key?
Alation takes an API key or an OAuth sign-in. Basedash MCP uses an OAuth sign-in.
Can an agent call Alation and Basedash MCP without installing anything?
Alation runs on your own machine, with no hosted endpoint listed. Basedash MCP has a hosted endpoint at https://charts.basedash.com/api/public/mcp.
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Machine-readable
- This page as Markdown
/compare/alation-vs-basedash-mcp.md· slim.min.md· JSON.json(or sendAccept: text/markdown) - Each listing in full
/api/v1/tools/alation.json·/api/v1/tools/basedash-mcp.json - From a terminal
anchor compare alation basedash-mcp(the CLI) - Over MCP
compare_tools {"a": "alation", "b": "basedash-mcp"}at/mcp, no key