Comparison
atlassian-mcp-server vs jcodemunch-mcp
Verdict
Pick atlassian-mcp-server if the atlassian-mcp-server is an official repository designed to bridge Atlassian products including Jira, Confluence, and Bitbucket with AI tools via the Model Context Protocol using OAuth 2.1 or API tokens; pick jcodemunch-mcp if jcodemunch-mcp is a high-efficiency MCP server that uses tree-sitter AST for precise, symbol-level GitHub code retrieval. It aims to provide coding assistance and retrieval.
Markdown twin · atlassian-mcp-server alternatives · jcodemunch-mcp alternatives
GraphCanon updated 4w
vs
Trust & integrity
| Signal | atlassian-mcp-server | jcodemunch-mcp |
|---|---|---|
| Maintenance | Active (18d since push) As of 4w · github_public_v1 | Very active (0d since push) As of 1mo · github_public_v1 |
| Provenance | Not a fork · Organization account As of 4w · github_public_v1 | Not a fork · Personal account As of 1mo · github_public_v1 |
| OSV dependency advisories | No lockfile (source not queried) As of 1mo · osv@v1 | No lockfile (source not queried) As of 1mo · osv@v1 |
| deps.dev advisories | Not queried deps.dev@v1 | Not queried deps.dev@v1 |
| OpenSSF Scorecard | Not queried openssf-scorecard@v1 | Not queried openssf-scorecard@v1 |
Tagline
- atlassian-mcp-server
- Official MCP server for integrating Atlassian products with AI tools through OAuth and API tokens
- jcodemunch-mcp
- Cut AI token costs 95%+ on code exploration through precise symbol-level GitHub code retrieval
Stars
- atlassian-mcp-server
- 910
- jcodemunch-mcp
- 2.2k
Forks
- atlassian-mcp-server
- 116
- jcodemunch-mcp
- 317
Open issues
- atlassian-mcp-server
- 71
- jcodemunch-mcp
- 7
Language
- atlassian-mcp-server
- JavaScript
- jcodemunch-mcp
- Python
Adopt for
- atlassian-mcp-server
- The atlassian-mcp-server is an official repository designed to bridge Atlassian products including Jira, Confluence, and Bitbucket with AI tools via the Model Context Protocol using OAuth 2.1 or API tokens.
- jcodemunch-mcp
- jcodemunch-mcp is a high-efficiency MCP server that uses tree-sitter AST for precise, symbol-level GitHub code retrieval. It aims to provide coding assistance and retrieval with significant token cost savings.
Persona
- atlassian-mcp-server
- -
- jcodemunch-mcp
- -
Runtime
- atlassian-mcp-server
- -
- jcodemunch-mcp
- -
License
- atlassian-mcp-server
- Apache-2.0
- jcodemunch-mcp
- Other
Last pushed
- atlassian-mcp-server
- Jul 8, 2026
- jcodemunch-mcp
- Jul 26, 2026
Categories
- atlassian-mcp-server
- AI Agents, Developer Tools
- jcodemunch-mcp
- Data & Retrieval, Developer Tools
Trust and health
Maintenance
- atlassian-mcp-server
- Active (82%)
- jcodemunch-mcp
- Very active (96%)
Days since push
- atlassian-mcp-server
- 18d
- jcodemunch-mcp
- 0d
Open issues (now)
- atlassian-mcp-server
- 71
- jcodemunch-mcp
- 7
Owner type
- atlassian-mcp-server
- Organization
- jcodemunch-mcp
- User
Full report
- atlassian-mcp-server
- Trust report
- jcodemunch-mcp
- Trust report
Choose atlassian-mcp-server if…
- atlassian-mcp-server is primarily JavaScript; jcodemunch-mcp is Python.
- License: atlassian-mcp-server is Apache-2.0, jcodemunch-mcp is Other.
- Tags unique to atlassian-mcp-server: ai, atlassian, bitbucket, chatgpt.
- Also covers AI Agents.
- When needing secure integration of Atlassian apps with AI like ChatGPT or VS Code through modern authentication
When NOT to use atlassian-mcp-server
- If only generic third-party integrations without official Atlassian support are required
- For environments that do not allow OAuth 2.1 or API token-based authentication methods
Choose jcodemunch-mcp if…
- jcodemunch-mcp is primarily Python; atlassian-mcp-server is JavaScript.
- License: jcodemunch-mcp is Other, atlassian-mcp-server is Apache-2.0.
- Tags unique to jcodemunch-mcp: ai-coding, ai-tools, ast, claude-code.
- Also covers Data & Retrieval.
- jcodemunch-mcp ships Docker support for self-hosted deployment.
- - Use jcodemunch-mcp when you are working on projects where minimizing AI token usage is crucial, as it can save up to 95% of tokens.
When NOT to use jcodemunch-mcp
- - Avoid jcodemunch-mcp if your primary focus does not involve token optimization and you are willing to use more general MCP services without strong token-economy incentives.
- - Do not opt for this tool if working with codebases or systems that do not rely heavily on GitHub repositories, as its retrieval feature is optimized for GitHub.
Explore
Sources
Every stat on this page traces to a dated GitHub sync, license file, enrichment field, or trust scan.
- GitHub stars (atlassian/atlassian-mcp-server) · observed Jul 27, 2026
- GitHub forks (atlassian/atlassian-mcp-server) · observed Jul 27, 2026
- Last push (atlassian/atlassian-mcp-server) · observed Jul 8, 2026
- License file (Apache-2.0) · observed Jul 27, 2026
- Decision facts (enrichment) · observed Jul 17, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
- GitHub stars (jgravelle/jcodemunch-mcp) · observed Jul 27, 2026
- GitHub forks (jgravelle/jcodemunch-mcp) · observed Jul 27, 2026
- Last push (jgravelle/jcodemunch-mcp) · observed Jul 26, 2026
- License file (Other) · observed Jul 27, 2026
- Decision facts (enrichment) · observed Jul 12, 2026
- Trust scan (lockfile / OSV) · observed Jul 12, 2026
GitHub stars on cards: atlassian-mcp-server 910 · jcodemunch-mcp 2.2k (synced Jul 27, 2026).
Common questions
- What is the difference between atlassian-mcp-server and jcodemunch-mcp?
- atlassian-mcp-server: Official MCP server for integrating Atlassian products with AI tools through OAuth and API tokens. jcodemunch-mcp: Cut AI token costs 95%+ on code exploration through precise symbol-level GitHub code retrieval. See the comparison table for live GitHub stats and shared categories.
- When should I choose atlassian-mcp-server over jcodemunch-mcp?
- Choose atlassian-mcp-server over jcodemunch-mcp when atlassian-mcp-server is primarily JavaScript; jcodemunch-mcp is Python; License: atlassian-mcp-server is Apache-2.0, jcodemunch-mcp is Other; Tags unique to atlassian-mcp-server: ai, atlassian, bitbucket, chatgpt; Also covers AI Agents; When needing secure integration of Atlassian apps with AI like ChatGPT or VS Code through modern authentication.
- When should I choose jcodemunch-mcp over atlassian-mcp-server?
- Choose jcodemunch-mcp over atlassian-mcp-server when jcodemunch-mcp is primarily Python; atlassian-mcp-server is JavaScript; License: jcodemunch-mcp is Other, atlassian-mcp-server is Apache-2.0; Tags unique to jcodemunch-mcp: ai-coding, ai-tools, ast, claude-code; Also covers Data & Retrieval; jcodemunch-mcp ships Docker support for self-hosted deployment; - Use jcodemunch-mcp when you are working on projects where minimizing AI token usage is crucial, as it can save up to 95% of tokens.
- When should I avoid atlassian-mcp-server?
- If only generic third-party integrations without official Atlassian support are required For environments that do not allow OAuth 2.1 or API token-based authentication methods
- When should I avoid jcodemunch-mcp?
- - Avoid jcodemunch-mcp if your primary focus does not involve token optimization and you are willing to use more general MCP services without strong token-economy incentives. - Do not opt for this tool if working with codebases or systems that do not rely heavily on GitHub repositories, as its retrieval feature is optimized for GitHub.
- Is atlassian-mcp-server or jcodemunch-mcp more popular on GitHub?
- jcodemunch-mcp has more GitHub stars (2,236 vs 910). Stars measure visibility, not whether either tool fits your constraints.
- Are atlassian-mcp-server and jcodemunch-mcp open source?
- Yes - both are open-source projects on GitHub (atlassian-mcp-server: Apache-2.0, jcodemunch-mcp: Other).
- Where can I find alternatives to atlassian-mcp-server or jcodemunch-mcp?
- GraphCanon lists graph-backed alternatives at atlassian-mcp-server alternatives and jcodemunch-mcp alternatives (atlassian-mcp-server markdown twin, jcodemunch-mcp markdown twin), ranked by typed relationship edges rather than popularity votes.
- Is there a machine-readable version of this comparison?
- Yes. The markdown twin at this comparison mirrors this page for agents and LLM crawlers, with the same stats table and FAQ answers.
- Which is better maintained, atlassian-mcp-server or jcodemunch-mcp?
- atlassian-mcp-server: Active. jcodemunch-mcp: Very active. Compare maintenance labels, days since push, and release cadence in the trust section below - stars alone do not measure maintenance.
- Where are the full trust reports for atlassian-mcp-server and jcodemunch-mcp?
- GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: atlassian-mcp-server trust report; jcodemunch-mcp trust report.