Signal Detail

jcodemunch-mcp

This is a raw crawl record from GitHub, currently mapped to #1 on the Newcomers board.

GitHubNEWSep 20, 11:41

Record Summary

Newcomers #1

github+hackernews+rss

Cut AI token costs 95%+ on code exploration. The leading MCP server for precise, symbol-level GitHub code retrieval via tree-sitter AST. Works with Claude Code, Cursor & any MCP client. 313B+ tokens saved. Current movement: NEW. Note: "First time on the board".

Score72
Confidence78%
Surge+9%
Captured atSep 20, 11:41
GitHubai-codingast
Current tool mapping
Captured namejcodemunch-mcp

This is the name captured in the original signal at crawl time.

Current display namejcodemunch-mcp

The system default name is still in use.

Current websitejcodemunch.com

The system default website is still in use.

Current categoryAI Coding

The system default category is still in use.

Source snapshot
GitHubjgravelle/jcodemunch-mcp
github.com

Cut AI token costs 95%+ on code exploration. The leading MCP server for precise, symbol-level GitHub code retrieval via tree-sitter AST. Works with Claude Code, Cursor & any MCP client. 313B+ tokens saved.

Author / Publisherjgravelle
Published atSep 20, 11:41
PythonStars 2702Forks 370
Page snapshot
GitHubGitHub - jgravelle/jcodemunch-mcp: Cut AI token costs 95%+ on code exploration. The leading MCP server for precise, symbol-level GitHub code retrieval via tree-sitter AST. Works with Claude Code, Cursor & any MCP client. 313B+ tokens saved.
Fetched

Cut AI token costs 95%+ on code exploration. The leading MCP server for precise, symbol-level GitHub code retrieval via tree-sitter AST. Works with Claude Code, Cursor & any MCP client. 313B+ tokens saved. - jgravelle/jcodemunch-mcp

Fetched atOct 16, 03:12
Published atWaiting for sync
Domaingithub.com
HTTP status200
AuthorNot recorded
Cache statusFresh cache
This crawl record has already generated a matching evidence card on the tool detail page, so you can jump straight back to it.
Structured fields
Repositoryjgravelle/jcodemunch-mcp
LanguagePython
Stars2702
Forks370
Watchers2702
Issues31
Updated At2026-09-20T11:41:24Z
Aggregated Source Count1

Raw Payload

Raw crawl payload

{
  "entity_key": "jcodemunch.com",
  "source_count": 1,
  "providers": [
    {
      "provider_name": "github",
      "slug": "github-jgravelle-jcodemunch-mcp",
      "external_id": "1153178500",
      "external_url": "https://github.com/jgravelle/jcodemunch-mcp",
      "metric_value": 4110,
      "payload": {
        "id": 1153178500,
        "node_id": "R_kgDORLwbhA",
        "name": "jcodemunch-mcp",
        "full_name": "jgravelle/jcodemunch-mcp",
        "private": false,
        "owner": {
          "login": "jgravelle",
          "id": 3400540,
          "node_id": "MDQ6VXNlcjM0MDA1NDA=",
          "avatar_url": "https://avatars.githubusercontent.com/u/3400540?v=4",
          "gravatar_id": "",
          "url": "https://api.github.com/users/jgravelle",
          "html_url": "https://github.com/jgravelle",
          "followers_url": "https://api.github.com/users/jgravelle/followers",
          "following_url": "https://api.github.com/users/jgravelle/following{/other_user}",
          "gists_url": "https://api.github.com/users/jgravelle/gists{/gist_id}",
          "starred_url": "https://api.github.com/users/jgravelle/starred{/owner}{/repo}",
          "subscriptions_url": "https://api.github.com/users/jgravelle/subscriptions",
          "organizations_url": "https://api.github.com/users/jgravelle/orgs",
          "repos_url": "https://api.github.com/users/jgravelle/repos",
          "events_url": "https://api.github.com/users/jgravelle/events{/privacy}",
          "received_events_url": "https://api.github.com/users/jgravelle/received_events",
          "type": "User",
          "user_view_type": "public",
          "site_admin": false
        },
        "html_url": "https://github.com/jgravelle/jcodemunch-mcp",
        "description": "Cut AI token costs 95%+ on code exploration. The leading MCP server for precise, symbol-level GitHub code retrieval via tree-sitter AST. Works with Claude Code, Cursor & any MCP client. 313B+ tokens saved.",
        "fork": false,
        "url": "https://api.github.com/repos/jgravelle/jcodemunch-mcp",
        "forks_url": "https://api.github.com/repos/jgravelle/jcodemunch-mcp/forks",
        "keys_url": "https://api.github.com/repos/jgravelle/jcodemunch-mcp/keys{/key_id}",
        "collaborators_url": "https://api.github.com/repos/jgravelle/jcodemunch-mcp/collaborators{/collaborator}",
        "teams_url": "https://api.github.com/repos/jgravelle/jcodemunch-mcp/teams",
        "hooks_url": "https://api.github.com/repos/jgravelle/jcodemunch-mcp/hooks",
        "issue_events_url": "https://api.github.com/repos/jgravelle/jcodemunch-mcp/issues/events{/number}",
        "events_url": "https://api.github.com/repos/jgravelle/jcodemunch-mcp/events",
        "assignees_url": "https://api.github.com/repos/jgravelle/jcodemunch-mcp/assignees{/user}",
        "branches_url": "https://api.github.com/repos/jgravelle/jcodemunch-mcp/branches{/branch}",
        "tags_url": "https://api.github.com/repos/jgravelle/jcodemunch-mcp/tags",
        "blobs_url": "https://api.github.com/repos/jgravelle/jcodemunch-mcp/git/blobs{/sha}",
        "git_tags_url": "https://api.github.com/repos/jgravelle/jcodemunch-mcp/git/tags{/sha}",
        "git_refs_url": "https://api.github.com/repos/jgravelle/jcodemunch-mcp/git/refs{/sha}",
        "trees_url": "https://api.github.com/repos/jgravelle/jcodemunch-mcp/git/trees{/sha}",
        "statuses_url": "https://api.github.com/repos/jgravelle/jcodemunch-mcp/statuses/{sha}",
        "languages_url": "https://api.github.com/repos/jgravelle/jcodemunch-mcp/languages",
        "stargazers_url": "https://api.github.com/repos/jgravelle/jcodemunch-mcp/stargazers",
        "contributors_url": "https://api.github.com/repos/jgravelle/jcodemunch-mcp/contributors",
        "subscribers_url": "https://api.github.com/repos/jgravelle/jcodemunch-mcp/subscribers",
        "subscription_url": "https://api.github.com/repos/jgravelle/jcodemunch-mcp/subscription",
        "commits_url": "https://api.github.com/repos/jgravelle/jcodemunch-mcp/commits{/sha}",
        "git_commits_url": "https://api.github.com/repos/jgravelle/jcodemunch-mcp/git/commits{/sha}",
        "comments_url": "https://api.github.com/repos/jgravelle/jcodemunch-mcp/comments{/number}",
        "issue_comment_url": "https://api.github.com/repos/jgravelle/jcodemunch-mcp/issues/comments{/number}",
        "contents_url": "https://api.github.com/repos/jgravelle/jcodemunch-mcp/contents/{+path}",
        "compare_url": "https://api.github.com/repos/jgravelle/jcodemunch-mcp/compare/{base}...{head}",
        "merges_url": "https://api.github.com/repos/jgravelle/jcodemunch-mcp/merges",
        "archive_url": "https://api.github.com/repos/jgravelle/jcodemunch-mcp/{archive_format}{/ref}",
        "downloads_url": "https://api.github.com/repos/jgravelle/jcodemunch-mcp/downloads",
        "issues_url": "https://api.github.com/repos/jgravelle/jcodemunch-mcp/issues{/number}",
        "pulls_url": "https://api.github.com/repos/jgravelle/jcodemunch-mcp/pulls{/number}",
        "milestones_url": "https://api.github.com/repos/jgravelle/jcodemunch-mcp/milestones{/number}",
        "notifications_url": "https://api.github.com/repos/jgravelle/jcodemunch-mcp/notifications{?since,all,participating}",
        "labels_url": "https://api.github.com/repos/jgravelle/jcodemunch-mcp/labels{/name}",
        "releases_url": "https://api.github.com/repos/jgravelle/jcodemunch-mcp/releases{/id}",
        "deployments_url": "https://api.github.com/repos/jgravelle/jcodemunch-mcp/deployments",
        "created_at": "2026-02-09T01:58:27Z",
        "updated_at": "2026-09-20T11:41:24Z",
        "pushed_at": "2026-09-20T11:41:21Z",
        "git_url": "git://github.com/jgravelle/jcodemunch-mcp.git",
        "ssh_url": "git@github.com:jgravelle/jcodemunch-mcp.git",
        "clone_url": "https://github.com/jgravelle/jcodemunch-mcp.git",
        "svn_url": "https://github.com/jgravelle/jcodemunch-mcp",
        "homepage": "https://jcodemunch.com/",
        "size": 19762,
        "stargazers_count": 2702,
        "watchers_count": 2702,
        "language": "Python",
        "has_issues": true,
        "has_projects": true,
        "has_downloads": false,
        "has_wiki": true,
        "has_pages": true,
        "has_discussions": true,
        "forks_count": 370,
        "mirror_url": null,
        "archived": false,
        "disabled": false,
        "open_issues_count": 31,
        "license": {
          "key": "other",
          "name": "Other",
          "spdx_id": "NOASSERTION",
          "url": null,
          "node_id": "MDc6TGljZW5zZTA="
        },
        "allow_forking": true,
        "is_template": false,
        "web_commit_signoff_required": false,
        "has_pull_requests": true,
        "pull_request_creation_policy": "all",
        "topics": [
          "ai-coding",
          "ast",
          "claude",
          "claude-code",
          "cline",
          "code-intelligence",
          "codex",
          "context-window",
          "copilot",
          "cursor",
          "developer-tools",
          "gemini-cli",
          "llm",
          "mcp",
          "mcp-server",
          "model-context-protocol",
          "opencode",
          "token-optimization",
          "tree-sitter",
          "windsurf"
        ],
        "visibility": "public",
        "forks": 370,
        "open_issues": 31,
        "watchers": 2702,
        "default_branch": "main",
        "temp_clone_token": null,
        "network_count": 370,
        "subscribers_count": 21
      }
    }
  ]
}