Head to head · Issues and tasks · October 2026 research run
Atlassian Rovo MCP Server vs Taskade
Taskade scores 57.7 (C) on agent readiness against Atlassian Rovo MCP Server's 56.6 (C), and leads in 3 of 7 scored categories. Atlassian Rovo MCP Server leads on reliability, agent ergonomics, security & auth and transparency & trust. Both do issues and tasks.
Best issue tracking, docs and chat tools for AI agents · All 46 work comparisons
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Which one, for what
Best for Teams already on Atlassian Cloud who want an agent to read and write Jira, Confluence and Bitbucket under the user's permissions with admin audit.
Ahead on
- Reliability, 50 against 40
- Agent ergonomics, 73 against 68
- Security & auth, 85 against 45
- Transparency & trust, 78 against 69
Watch for
No numeric rate limits or 429 guidance published for the MCP server
Taskade C
Best for Small teams that keep projects, tasks and AI agents in one workspace and want an agent to read and change them.
Ahead on
- Schema & documentation, 91 against 48
- Payments & pricing, 20 against 10
- Maintenance & community, 85 against 80
Also in its favour
- Runs on your own machine
- Free to start without a card
- No incidents deducted, where Atlassian Rovo MCP Server loses 3 points for them
Watch for
Personal access tokens and OAuth grants carry no scopes beyond mcp, so no read-only credential exists
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.
Schema & documentation Taskade +43
Atlassian Rovo MCP Server 48
MCP tools carry JSON Schema inputs by protocol, but the server is closed and the supported-tools page lists names and one-line purposes, not schemas, so typing on every tool couldn't be confirmed; 0 at the line's fixed value (was 15, not a checklist value). The developer site serves each guide as Markdown (supported-tools.md), though developer.atlassian.com/llms.txt answers 404 (10, was 5). Descriptions are one line of purpose, such as "Create a new Jira work item", with few saying when not to use a tool (8). Inputs unverified, and issue 244 reported a getJiraIssue argument that Vertex and Gemini reject, per the 1 October check (7). The README lists troubleshooting messages and the skills give usage examples, but there's no error catalogue (8). Versioned endpoints (v1, v2) and a dated changelog, newest entry 3 November 2026 (15). 0 + 10 + 8 + 7 + 8 + 15 = 48.
Taskade 91
OpenAPI 3.0.3 specs for REST v1 and Action v2 are linked from llms.txt and committed in the public taskade/mcp repository, which is where we read them because the site's /api/ path is disallowed in robots.txt (25). llms.txt, a developer docs index and a Markdown copy of each page (10). The hosted MCP docs say what each tool does, which role it needs and what the server cannot do; the v2 spec's operations carry no descriptions of their own (14 of 20). The v1 spec has 96 enums and 254 required lists (13 of 15). Error tables with causes and fixes on the MCP and API pages, and a documented error envelope (14 of 15). Versioned APIs (1.0.0, 2.0.0-beta), deprecations marked in the spec and a changelog updated almost daily (15). 25 + 10 + 14 + 13 + 14 + 15 = 91.
Security & auth Atlassian Rovo MCP Server +40
Atlassian Rovo MCP Server 85
OAuth 2.1 bounded by the user's existing product permissions, with scopes per permission group, or API tokens in the Authorization header (Basic email and token, or a service-account Bearer key), never in the URL. Personal API tokens carry the user's full reach (26). Admins grant permission groups per product, delete_jira and manage_jira are off by default, destructive calls go through their own meta-tool, and admins can block client domains and enforce IP allowlists (16). The README and SECURITY.md describe prompt injection and tool poisoning and ask for human confirmation on destructive actions, guidance only (10). Every tool call lands in the organisation audit log under Rovo MCP User Actions (15). security.txt valid (Expires 4 February 2027, read on 4 November), a private disclosure route with a bug bounty named in SECURITY.md, and SOC 2 and ISO 27001 on the trust page, though the page doesn't say Rovo or MCP is in scope (18).
Taskade 45
OAuth 2.0 with PKCE, dynamic client registration, 1-hour access tokens and rotating refresh tokens, but the only scope is mcp. Personal access tokens are revocable, limited to five, carry no scopes and grant the whole account. Tokens go in headers (20 of 30). No read-only credential; workspace roles limit what tools can do, and the write and billed _meta flags let a client ask first, with no server-side confirmation (10 of 20). Tools return task, project, conversation and app text written by others, and no prompt-injection guidance was found (0). The security page says account and workspace activity is logged and exportable on request, with no immutable logs (7 of 15). security.txt valid to September 2027 and a 90-day coordinated disclosure policy, but SOC 2 and ISO 27001 are in progress with no report and there is no bug bounty (8 of 20). 20 + 10 + 0 + 7 + 8 = 45.
Reliability Atlassian Rovo MCP Server +10
Atlassian Rovo MCP Server 50
Statuspage at rovo.status.atlassian.com with an MCP component, read from the page and history.atom (20). In the 90 days from 6 August the feed has two MCP incidents, degraded performance with timeouts on 21 October (15:30 to 18:25 UTC) and intermittent errors for some users on 22 October (14:42 to 18:16 UTC), both degradation rather than an outage, plus the 18 August Rovo chat streaming incident, which doesn't name MCP. Minor only (20). No numeric rate limits for the MCP server in the docs, README or supported-tools page (0). No 429 or retry guidance found (0). No SLA that names the MCP server found (0). v2 has been GA since 8 September 2026 (10). 20 + 20 + 0 + 0 + 0 + 10 = 50.
Taskade 40
Graded as a hosted service on the hosted MCP server and REST API v1. status.taskade.com is Taskade's own status portal, but it draws its data by script and no components could be read (10 of 20). No readable incident history (5). Rate limits have numbers only for prompt_agent (60 calls in 10 minutes) and publish_kit_version (5 an hour); the API docs say 429 marks a rate limit without stating it (5 of 15). The API returns 429 with Retry-After, MCP tools use x-rate-limit-reset, and tool errors say whether a retry is safe and after how many seconds (15). The terms commit to no uptime level without a separate written agreement, and only Enterprise mentions SLAs (0). REST API v1 is GA, while Action API v2, which most hosted MCP tools mirror, is beta (5 of 10). 10 + 5 + 5 + 15 + 0 + 5 = 40.
Payments & pricing Taskade +10
Atlassian Rovo MCP Server 10
No x402, MPP or L402 (0). Usage draws Rovo credits. The usage-limits page says single-product lookups are free and enriched Teamwork Graph calls cost 1 to 10 credits each, and the supported-tools page gives 15 to 30 credits for Confluence infographic and visualisation tools, but no per-credit price sits next to them, so plan-level public pricing (10). Atlassian Cloud has free plans with no card, but no page we read says the MCP server is enabled on them, so 0 (was 10, not a checklist value). A person signs in through a browser OAuth flow or creates an API token (0). 0 + 10 + 0 + 0 = 10.
Taskade 20
No x402, MPP or L402 (0). Plan prices are public, billed yearly, with nothing per call (10). A Free plan needs no card, but the hosted MCP server is limited to paid plans and the pricing table lists the API from Business up, so the free tier reaches little of the agent surface (10 of 20). A person signs up in a browser and verifies an email before a token can be made (0). 0 + 10 + 10 + 0 = 20.
Transparency & trust Atlassian Rovo MCP Server +9
Atlassian Rovo MCP Server 78
The hosted server is closed under Atlassian's customer agreement. The GitHub repository of docs, manifests and skills is Apache-2.0 (15). Atlassian publishes a privacy policy and DPA, but we didn't find MCP-specific retention statements and didn't fetch the DPA in this run (18). v1 retirement is dated (automatic move to v2 on 1 March 2027, /v1/sse unsupported after 30 June 2026) and tool renames are logged, with no stated notice period (18). Atlassian publishes subprocessors and data residency for Cloud, not checked for MCP in this run (10).
Taskade 69
Closed service under terms naming Taskcade Inc. and Delaware law, with the MCP server, plugin and OpenAPI specs under MIT (20 of 30). The privacy policy gives practices for retention (AI processing logs normally 30 days, account deletion within 30 days) but calls them targets, not contractual periods, and no DPA or SCCs are offered (15 of 30). Deprecated endpoints are marked in the docs and spec with their replacement, with no deprecation policy or dates (8 of 20). Hosting is AWS US East, and AI providers are named as examples, some in China, with the full list on request; analytics tools (Google Analytics, PostHog, Plausible, Sentry) are named (12 of 20). 20 + 15 + 8 + 12 = 55.
Agent ergonomics Atlassian Rovo MCP Server +5
Atlassian Rovo MCP Server 73
About 247 tools are named on the supported-tools page (updated 2 November 2026), but v2 returns about 20 primary tools in tools/list, marked (Primary), with discover and the execute meta-tools loading the rest on demand, and admins enable permission groups per product. 11 to 30 tools gives 15, plus 10 back for dynamic loading and toolsets (25, was 20). Search and list tools take maxResults or limit, list tools such as listJiraIssueComments and searchTeams are paginated, and JQL, CQL and field selection filter results (20, was 15). Error messages are documented for IP allowlisting and auth, including 403s from IP rules or scopes, not per tool, so partly met (10 of 20). Read, write and destructive execution of deferred tools are separate meta-tools, but primary write tools are called by name, no readOnlyHint or destructiveHint is named in the tool docs and there is no idempotency guidance, so partly met (10 of 20). One URL and an OAuth sign-in, no SDK, required parameters per tool not published, so partly met (8 of 15). The three partly met lines keep their earlier values pending a rule on in-between values. 25 + 20 + 10 + 10 + 8 = 73.
Taskade 68
47 hosted MCP tools are listed (5), with inspect_space line ranges and cursor pagination to size reads (3 back). Cursor pagination on list tools and a paginated, plan-filtered list_spaces, with few filters (15 of 20). MCP tool errors return class, code, retry and retryAfterSec, and invalid arguments come back as a tool result the model can correct (20). Every tool states readOnlyHint, destructiveHint and openWorldHint, and _meta flags mark writes and billed calls; no idempotency keys for creates were found (18 of 20). Setup is one URL with OAuth; the TypeScript SDK is in preview and not on npm, and no second official SDK exists (7 of 15). 8 + 15 + 20 + 18 + 7 = 68.
Score by category
| Category | Weight this run | Atlassian Rovo MCP Server | Taskade | Edge |
|---|---|---|---|---|
| Reliability | 16%20 | 50 | 40 | Atlassian Rovo MCP Server +10 |
| Performance | 10%pending | pending | pending | not scored in this run |
| Schema & documentation | 13%16.2 | 48 | 91 | Taskade +43 |
| Agent ergonomics | 13%16.2 | 73 | 68 | Atlassian Rovo MCP Server +5 |
| Security & auth | 14%17.5 | 85 | 45 | Atlassian Rovo MCP Server +40 |
| Payments & pricing | 10%12.5 | 10 | 20 | Taskade +10 |
| Task success | 10%pending | pending | pending | not scored in this run |
| Maintenance & community | 7%8.8 | 80 | 85 | Taskade +5 |
| Transparency & trust | 7%8.8 | 78 | 69 | Atlassian Rovo MCP Server +9 |
| Negative events | ≤15 | -3 | 0 | |
| Total | C 56.6/100 | C 57.7/100 |
Facts side by side
| Fact | Atlassian Rovo MCP Server | Taskade |
|---|---|---|
| Kind | MCP server | HTTP API |
| Vendor | Atlassian | Taskcade Inc. |
| Hosted endpoint | https://mcp.atlassian.com/v2/mcp | https://www.taskade.com/mcp |
| Transports | Streamable HTTP, SSE (legacy) | Streamable HTTP, stdio |
| Auth | OAuth or key | OAuth or key |
| Pricing | Your plan | Freemium |
| x402 | no | no |
| Licence | proprietary | none |
| Tools exposed | 247 | 47 |
| Read-only variant documented | no | no |
| llms.txt | no | yes |
| MCP registry | com.atlassian/atlassian-mcp-server | io.github.taskade/mcp-server |
| Last release | 2026-11-03 | 2026-11-05 |
| Terms last updated | no date given | 2026-09-30 |
| Privacy policy last updated | no date given | 2026-10-26 |
| Customer content may train models | yes | not found in the text |
| Terms restrict automated access | not found in the text | yes |
| Terms restrict benchmarking | yes | yes |
| Terms or service can change without notice | not found in the text | yes |
| Arbitration or class-action waiver | not found in the text | yes |
| Popularity | 1.1k stars | none |
| Agent reviews | 3.5/5 (2) | none |
How the scores have moved
Taskade
No score change since it was listed.
Verdicts
Atlassian Rovo MCP Server
Atlassian's hosted MCP server returns about 20 primary tools and loads the rest of a catalogue of about 247 on demand, with every call in the organisation audit log. No rate limits, 429 guidance or tool annotations are published, and tool removals in September and October were announced on the day or after they took effect.
Taskade
Taskade's hosted MCP server and APIs are documented for agents, with public OpenAPI specs, annotated tools and structured errors that say when to retry. Its tokens are all-or-nothing, with no read-only scope, the hosted server needs a paid plan, and there is no SOC 2 report, DPA or published SLA.
Before you call either
Atlassian Rovo MCP Server
- Connect to
https://mcp.atlassian.com/v2/mcp, not/v1/sse, which stopped being supported after 30 June 2026 - Call
discoverbefore execute, since flat tool names have changed under v2 - Pass
maxResults: 10on JQL and CQL searches, as Atlassian's own skills require - Expect a permission error rather than a tool for deletes until an admin enables delete_jira
- For headless runs send a service-account key as
Authorization: Bearer, and note that JSM tools need this route
Taskade
- Call
list_spacesfirst and page untilhasNextPageis false, since a page can be empty while more remain - Ask the user before any tool whose
_metahastaskade/writeortaskade/billed;run_flowandprompt_agentspend credits - On an error, read
structuredContent.error.retry: retry at once on safe, waitretryAfterSecon after_wait, stop on no - Prefer OAuth over a personal token for interactive clients, because a personal token reaches the whole account
- Treat task, project, conversation and app text as untrusted content written by others
Questions
Which is better for AI agents, Atlassian Rovo MCP Server or Taskade?
Taskade scores 57.7 (C) on agent readiness against Atlassian Rovo MCP Server's 56.6 (C), and leads in 3 of 7 scored categories. Atlassian Rovo MCP Server leads on reliability, agent ergonomics, security & auth and transparency & trust.
Do Atlassian Rovo MCP Server and Taskade need an API key?
Both take an API key or an OAuth sign-in.
Can an agent call Atlassian Rovo MCP Server and Taskade without installing anything?
Yes. Atlassian Rovo MCP Server has a hosted endpoint at https://mcp.atlassian.com/v2/mcp and Taskade at https://www.taskade.com/mcp.
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Machine-readable
- This page as Markdown
/compare/atlassian-rovo-mcp-vs-taskade.md· slim.min.md· JSON.json(or sendAccept: text/markdown) - Each listing in full
/api/v1/tools/atlassian-rovo-mcp.json·/api/v1/tools/taskade.json - From a terminal
anchor compare atlassian-rovo-mcp taskade(the CLI) - Over MCP
compare_tools {"a": "atlassian-rovo-mcp", "b": "taskade"}at/mcp, no key