Agentless

agentless-mcp is model-free structural machinery for coding agents: an on-demand tree-sitter repo map at any zoom level (directory tree, skeleton, line slice), symbol and reference lookup for bug localization, and deterministic patch parsing, syntax-checking and candidate validation. It never calls a language model — the calling agent supplies all the reasoning, and this tool supplies the parsing, ranking, containment and verification it would otherwise improvise. It ships as a CLI any agent can invoke over Bash and as a thin stdio MCP server over the same core.

Install

Today, from git:

uv tool install git+https://github.com/dmarlow-personal/agentless-mcp
agentless-mcp warmup

Add the mcp extra for the stdio server (uv tool install "agentless-mcp[mcp] @ git+..."). A PyPI release will follow; until then the git URL is the install route.

Status

Phases 1 through 6 are in. The CLI and the stdio MCP server are both live over one set of application services: repository map, directory tree, skeleton, slice, symbol lookup, symbol expansion, fan-in, location resolution, and the resolved-graph views — explain (one symbol's tiered fan-in and fan-out), path (shortest resolved path between two symbols) and cycles (module-level import cycles). The write side — SEARCH/REPLACE patch parsing, syntax checking, worktree-isolated apply, candidate validation and the equivalence-clustered vote — is CLI-only and never exposed over MCP.

Reference resolution is deterministic and model-free: a name is bound to its candidate definitions through the file's own imports and its own definitions, and every edge carries the discrete evidence tier behind it (same-file, resolved-via-import, unique, name-only-ambiguous). The graph is assembled in memory on every call from the current tree — nothing about it is stored, and there is no watcher.

Parsing happens on demand by default; agentless-mcp index builds a per-repository SQLite cache under $XDG_CACHE_HOME/agentless-mcp/ (never inside the analyzed repository) holding symbols, imports and references for files whose sha256 has not moved. Every answer's receipt names the cache generation and whether it is still the repository's own, and --no-cache / no_cache: true forces on-demand parsing.

A repository may declare its own defaults in an optional .agentless-mcp.json at its root (map budget, max files, granularity, docstrings, stoplist additions, and a test_cmd that only the CLI's validate will use, only when the invocation named none of its own, and only after printing it). The file is repository content: every value is schema-checked and bounded, no key is path-typed, and unknown keys are warnings in the response envelope rather than errors.

Start with docs/agent-guide.md: it is the usage guide written for the agent that will call this.

Development

uv sync --extra mcp
uv run agentless-mcp warmup
uv run pre-commit run --all-files
uv run pytest

uv run pre-commit run --all-files is the gate — it is a strict superset of running ruff by hand (it adds ruff-format, mypy strict, codespell, import-linter and deptry).

Windows support

Linux and macOS are the supported platforms: they are what the test suite runs on, and every guarantee below is asserted there. Windows is documented best effort — the POSIX-only calls have Windows paths, there is no Windows CI, and nothing here has been executed on Windows.

Covered:

• The whole read surface. Map, tree, skeleton, slice, symbol lookup, fan-in and location resolution are pure parsing and path arithmetic, and paths go through pathlib with repository-relative results normalized to forward slashes.
• The tag cache, including its single-writer discipline. The index lock is fcntl.flock on POSIX and msvcrt.locking on Windows, selected in util/filelock.py; both are non-blocking, so a second concurrent index run is refused rather than queued on either platform.
• Patch parsing, syntax checking and the equivalence key.

Not covered, and the difference is real:

• The timeout guarantee is weaker. On POSIX a timed-out test command has its whole process group killed (SIGTERM, then SIGKILL), so anything it spawned dies with it. On Windows the child is created with CREATE_NEW_PROCESS_GROUP and then terminate()/kill() is sent to the leader only: grandchildren can survive a timeout. If your test command starts a server, expect to clean it up yourself.
• No Windows CI. The platform dispatch is unit-tested on Linux; the Windows system calls themselves are not exercised anywhere.
• Anything depending on git worktree behaves as the local git does; it has not been exercised on Windows filesystems.

Security

The tool's posture toward an analyzed repository is read-only and path-confined: the MCP surface exposes read tools only, patch application and test execution are CLI-side and default to an isolated git worktree, and no cache or scratch state is written inside the repository under analysis.

One supply-chain caveat is worth stating up front. Grammars come from tree-sitter-language-pack, which downloads a prebuilt platform bundle on first use. Those bundles are SHA-256 verified against a release manifest, and a mismatch is a hard failure — but the manifest itself (parsers.json) is HTTPS-trusted rather than cryptographically signed. We accept that risk under exact release-version pinning: tree-sitter and tree-sitter-language-pack are pinned as a unit and move only through a reviewed bump. Fetching is confined to an explicit warmup step, and both the manifest URL and the cache directory are overridable for mirrored or air-gapped installs. See docs/supply-chain-audit.md for the full audit.

License

MIT — see LICENSE.

Parts of this package are derived from Agentless (MIT, Copyright (c) 2024 OpenAutoCoder): the line-slice primitives, the location grammar, the SEARCH/REPLACE edit format and its parser, and the candidate filter ladder and vote key. NOTICE names each file and reproduces the upstream license.