fix(sdk): improve grep literal guidance and sandbox glob routing - #4168
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The grep tool matches literal text (ripgrep -F / substring), but models routinely pass regex (alternation, .*, escapes) and get a bare "No matches found", masking that the content exists. Sharpen the tool description to forbid regex and, on an empty result whose pattern carries regex signals, append a hint pointing at separate literal searches or execute+rg. Co-authored-by: open-swe[bot] <open-swe@users.noreply.github.com>
Merging this PR will improve performance by 24.37%
Performance Changes
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…mpt snapshots Add hillclimb retrieval evals covering the three regex signals the new literal-grep hint detects (`|` alternation, `.*` wildcard, escaped `\.`), asserting the agent still finds and reports the right files. Refresh the stale system-prompt tool snapshots for the updated GREP_TOOL_DESCRIPTION and regenerate EVAL_CATALOG.md. Co-authored-by: open-swe[bot] <open-swe@users.noreply.github.com>
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Remove the label to re-enable the block. |
The grep `glob` param is a filename glob (NOT regex) and an in-tool filter, not a call to the separate glob tool; say so explicitly. Replace the vague `output_mode` description (which implied 'content' included surrounding context) with the exact returned shapes per mode. Share the wording across the schema and both tool signatures and refresh prompt snapshots. Co-authored-by: open-swe[bot] <open-swe@users.noreply.github.com>
Resolve conflicts and address review feedback:
- Drop redundant inline Annotated grep params (schema descriptions come
from GrepSchema via args_schema).
- Privatize looks_like_regex -> _looks_like_regex (internal helper).
- Remove unnecessary default on _format_grep_tool_result pattern arg.
- Drop unsupported '*.{ts,tsx}' brace-glob example from grep glob
description; note brace alternation is not supported across backends.
- Regenerate EVAL_CATALOG.md and refresh prompt snapshots.
Co-authored-by: open-swe[bot] <open-swe@users.noreply.github.com>
…s backends The glob parameter description claimed brace alternation is "not supported across backends." In reality, the wcmatch-backed backends (FilesystemBackend, SandboxBackend, and the in-memory helpers) enable BRACE expansion via / ; only the Context Hub backend (which uses fnmatch) treats braces literally. Reword to "not supported on all backends" with "run a separate search per extension for reliable results" so the guidance is accurate without overstating the limitation.
DEFAULT_GREP_TIMEOUT: 30s -> 15s (per sync phase) ASYNC_GREP_TIMEOUT: 65s -> 35s (wraps 2 sync phases + headroom) _DEFAULT_GLOB_TIMEOUT: 10s -> 5s (backend walk budget) GLOB_TIMEOUT: 20s -> 10s (middleware outer deadline) The layering invariants still hold: - _DEFAULT_GLOB_TIMEOUT (5) < GLOB_TIMEOUT (10) - ASYNC_GREP_TIMEOUT (35) > 2 * DEFAULT_GREP_TIMEOUT (30)
These evals pass deterministically across all tested models (100% correctness, 4 models × 3 trials × 3 cases = 36/36), with perfect step_ratio and tool_call_ratio. They test a concrete SDK feature (the literal-grep regex hint) and behave as regression gates, not progress signals.
Eval results — grep regex-recovery (baseline tier)Ran the three grep regex-recovery evals (
Every model recovers after a regex-style grep miss, finds the right files, and reports the correct paths. The minor tool-call-ratio variance on Tier reclassificationMoved these three evals from |
> [!CAUTION] > Merging this PR will automatically publish to **PyPI** and create a **GitHub release**. For the full release process, see [`.github/RELEASING.md`](https://github.com/langchain-ai/deepagents/blob/main/.github/RELEASING.md). --- _Release notes preview: keep this section in sync with the package `CHANGELOG.md`. Publish reads the merged CHANGELOG via `release.yml`, not this PR description — keep them aligned anyway so the PR stays an accurate historical record for reviewers and anyone returning later._ --- ## [0.7.0](deepagents==0.6.12...deepagents==0.7.0) (2026-07-29) See [the docs](https://docs.langchain.com/oss/python/releases/changelog#deepagents-v0-7-0) for curated release notes. ### ⚠ BREAKING CHANGES * `create_deep_agent` no longer includes `TodoListMiddleware` by default, the `write_todos` tool, `todos` state channel, and todo-planning prompt are now absent. Pass `middleware=[TodoListMiddleware()]` to restore them on the main agent; add it to each `SubAgent`'s middleware to restore them there. ([#4929](#4929)) ([9340518](9340518)) * Default agent prompts are now lean: the authored base prompt is empty, and tool-usage prose that duplicates tool schemas is trimmed. `BASE_AGENT_PROMPT` is deprecated (removal in `deepagents==0.9.0`) but remains importable and still returns the previous authored prompt verbatim; pass it as `create_deep_agent(system_prompt=BASE_AGENT_PROMPT)` to restore the old behavior. ([#4859](#4859)) ([#4979](#4979)) ([a8d1b32](a8d1b32)) ([d9f54fc](d9f54fc)) * The built-in tool-usage prompt constants `TASK_SYSTEM_PROMPT`, `ASYNC_TASK_SYSTEM_PROMPT`, `SUMMARIZATION_SYSTEM_PROMPT`, `FILESYSTEM_SYSTEM_PROMPT`, and `EXECUTION_SYSTEM_PROMPT` are removed, and the `system_prompt` default on `SubAgentMiddleware`, `AsyncSubAgentMiddleware`, `SummarizationToolMiddleware`, and `create_summarization_tool_middleware` is now `None`, which injects no prose. Pass your own string to restore prompt text. ([#4859](#4859)) ([a8d1b32](a8d1b32)) * `FilesystemBackend` and `LocalShellBackend` now default to `virtual_mode=True`. Filesystem paths are anchored under `root_dir`, `..` traversal is rejected, and paths resolving outside `root_dir` raise `ValueError`. Previously an unspecified `virtual_mode` emitted a deprecation warning and fell back to `False`, where absolute host paths were used as-is and `..` could escape `root_dir`. Pass `virtual_mode=False` explicitly to restore the old filesystem behavior. ([#4541](#4541)) ([540a0fa](540a0fa)) * Agents now see a destructive, recursive `delete` filesystem tool whenever the backend supports it, and filesystem permissions classify `delete` as a write operation — so an existing rule allowing writes to a path also authorizes recursively deleting that subtree unless a narrower deny or interrupt rule covers the target. Because recursive deletes affect descendants, deny and interrupt checks use bulk path overlap instead of exact-path matching. To keep the previous behavior, add a deny or interrupt rule, or omit `delete` from `FilesystemMiddleware(tools=...)`. Missing paths return a not-found error, `CompositeBackend` reports an unsupported-operation error when a routed sub-backend cannot delete, and the tool is hidden from the model entirely when the backend itself does not implement it. ([#3659](#3659)) ([#3691](#3691)) ([#3765](#3765)) ([#3851](#3851)) ([f2a21ec](f2a21ec)) * `write_file` can now create a file if it is missing and replaces it entirely if it already exists, instead of returning a file-exists error. The `write_file` tool description no longer requires reading the file first. There is no "create-only" compatibility mode. Workflows, prompts, tests, or guardrails that relied on the file-exists error to force `edit_file` usage or to protect existing content must omit `write_file`, add explicit permission or interrupt rules, or use `edit_file` where preserving existing content matters. ([#4109](#4109)) ([2506fcc](2506fcc)) * Removed deprecated backend compatibility shims. Callers must pass concrete `BackendProtocol` instances (not factories), configure `StoreBackend` with an explicit `namespace`, and use the current `ls` / `glob` / `grep` / `ReadResult` APIs. ([#4541](#4541)) ([540a0fa](540a0fa)) * The deprecated `files_update` attribute and constructor keyword are removed from `WriteResult` and `EditResult`. Custom backends must stop passing `files_update=`, and callers must stop reading `result.files_update`; state writes are emitted directly by `StateBackend`. ([#4541](#4541)) ([540a0fa](540a0fa)) * Removed the deprecated `BackendProtocol` methods `ls_info`, `als_info`, `glob_info`, `aglob_info`, `grep_raw`, and `agrep_raw`. Use `ls` / `glob` / `grep` and their async counterparts. ([#4541](#4541)) ([540a0fa](540a0fa)) * `SummarizationMiddleware(history_path_prefix=...)` was removed and now raises `TypeError`. Configure `CompositeBackend(artifacts_root=...)` instead. ([#4541](#4541)) ([540a0fa](540a0fa)) * Agent-facing `ls` and `glob` tool output now renders empty results as `No files found` instead of `[]`; direct backend APIs continue to return structured empty `LsResult` and `GlobResult` values. Callers that parse tool output should update those checks. ([#3709](#3709)) ([efafd1e](efafd1e)) * `read_file` no longer renders raw text with a fixed-width `cat -n`-style line-number gutter and tab separator. Line and continuation markers are dynamically aligned and separated from source content by two spaces, and the `LINE_NUMBER_WIDTH` constant is removed from `deepagents.backends.utils` and `deepagents.middleware.filesystem`. Callers that parse raw tool output should update those parsers. ([#4561](#4561)) ([cf057b4](cf057b4)) ### Features * Custom middleware passed to `create_deep_agent(..., middleware=[...])` can replace a default middleware instance when `.name` matches, so defaults such as `SummarizationMiddleware` can be overridden without also excluding the built-in instance. ([#4251](#4251)) ([90c8472](90c8472)) * `FilesystemMiddleware(tools=[...])` accepts a keyword-only allowlist of built-in filesystem tools, typed by the newly exported `FsToolName` literal (`"ls"`, `"read_file"`, `"write_file"`, `"edit_file"`, `"delete"`, `"glob"`, `"grep"`, `"execute"`); pass `"all"` or omit the argument to keep every tool. A list must include `"read_file"` or the constructor raises `ValueError`. Omitted built-in tools are non-executable, and custom user tools are unaffected. ([#4325](#4325)) ([#4698](#4698)) ([704a70d](704a70d)) ([9709525](9709525)) * Shorten LLM-facing descriptions for the `task` tool and filesystem tools (`read_file`, `grep`, `edit_file`, `glob`, `execute`). ([#5009](#5009)) ([761f5f0](761f5f0)) * `GrepResult` and `GlobResult` now carry a `truncated` flag so supporting backends can return valid partial results when a match cap or backend deadline is reached; agent-facing tool output adds a note telling the model to narrow the search. `FilesystemBackend` returns partial `grep` and `glob` results on its backend timeout rather than erroring, while other backend or middleware timeouts may still return errors. Its `glob` also gains brace expansion such as `*.{py,md}` (already supported by the state and store backends). ([#4063](#4063)) ([ef591e7](ef591e7)) * The agent-facing `grep` match cap is configurable: `FilesystemMiddleware(grep_max_count=...)` sets the default (`1000`; `None` disables it) and the model can override it per call through the tool's new `max_count` argument. `grep` / `agrep` on `BackendProtocol` and all built-in backends accept a keyword-only `max_count`. Local ripgrep output is streamed and terminated once the cap is reached. Direct `FilesystemBackend.grep()` callers can request surrounding lines with keyword-only `context_lines`. ([#4570](#4570)) ([#4706](#4706)) ([8e86f5e](8e86f5e)) ([65230df](65230df)) * Paginated built-in `read_file` responses report the returned source-line range and next `offset`; total and remaining line counts are included when the backend knows the file length. Resume offsets remain safe when sandbox or middleware limits shorten the visible page. ([#4540](#4540)) ([8321194](8321194)) * Optional video frame extraction for `read_file`, enabled by the new `deepagents[video]` extra. Video files are sampled into JPEG frames, with `offset` and `limit` interpreted as seconds. Without the extra, existing generic video/file content-block behavior remains. ([#4094](#4094)) ([b927147](b927147)) * `FilesystemMiddleware` can capture oversized `execute` tool output directly inside the sandbox artifact path on compatible, opted-in `BaseSandbox` implementations to reduce round trips; `LangSmithSandbox` opts in by default. ([#4230](#4230)) ([02f5bd7](02f5bd7)) * Automatically enable Fireworks prompt-cache session affinity when a compatible `langchain-fireworks` installation is available. ([#4598](#4598)) ([5d878bf](5d878bf)) * Add a built-in NVIDIA Nemotron 3 Ultra harness profile and NVIDIA NIM app-origin attribution. ([#4192](#4192)) ([#4455](#4455)) ([d5a60ec](d5a60ec)) ([4cb4749](4cb4749)) * `RubricMiddleware` now accepts any positive `max_iterations` cap instead of enforcing a hard upper bound. ([#4405](#4405)) ([d6692a7](d6692a7)) ### Bug Fixes * Keep fields marked with `PrivateStateAttr`, including fields declared through `create_deep_agent(state_schema=...)`, out of subagent inputs and returned parent-state updates. ([#4587](#4587)) ([a4662c0](a4662c0)) * Preserve `ContextT` through the `create_deep_agent(..., middleware=[...])` type annotation so type checkers accept context-aware middleware when a matching `context_schema` is passed. ([#4055](#4055)) ([7be76c7](7be76c7)) * Accept YAML list values as well as comma-separated strings for skill `allowed-tools` frontmatter, and make skill truncation warnings actionable with field name, path, length, configured limit, and impact. ([#4140](#4140)) ([#4141](#4141)) ([d62534c](d62534c)) ([2f5f5b8](2f5f5b8)) * Align filesystem instructions with the tools that remain after allowlist and backend-capability filtering, so agents no longer reference hidden `grep`/`glob` tools or prohibit equivalent shell search when dedicated search tools are unavailable. ([#4920](#4920)) ([#4921](#4921)) ([d3650c7](d3650c7)) ([b65cc00](b65cc00)) * Propagate default-backend failures from `CompositeBackend.ls("/")` and `CompositeBackend.als("/")` instead of returning successful route-only listings. ([#4925](#4925)) ([4c3b166](4c3b166)) * Correct `CompositeBackend.glob` / `CompositeBackend.aglob` routing so explicit default-backend paths such as `/tools` do not also return files from routed backends such as `/memories`. ([#4531](#4531)) ([cbdb0a7](cbdb0a7)) * Propagate default- and routed-backend failures from root `CompositeBackend.glob(..., path=None)` / `aglob(..., path=None)` and `path="/"` searches instead of returning incomplete successful results. ([#4063](#4063)) ([ef591e7](ef591e7)) * Constrain sandbox `glob` and slash-pattern `grep` searches to their declared search root by treating leading `/` as search-root-relative, rejecting `..` traversal segments, and filtering symlink-resolved matches outside the root. ([#4588](#4588)) ([c6c7213](c6c7213)) * Unify `grep(..., glob=...)` include-glob semantics across filesystem and in-memory backends: basename patterns like `*.py` match at any depth, and slash-containing patterns like `src/**/*.py` match relative paths consistently. ([#3936](#3936)) ([feab6e0](feab6e0)) * Improve agent-facing `grep` descriptions and no-match hints to steer regex-looking patterns toward literal searches, route slash-containing sandbox include-globs correctly, and shorten default search timeouts so bad patterns and huge trees return guidance faster. ([#4168](#4168)) ([b1dbf5e](b1dbf5e)) * Align sandbox delete behavior with other backends by returning not-found errors for missing paths, and avoid over-blocking unrelated sibling deletes when deny rules use glob patterns. ([#4321](#4321)) ([d77496b](d77496b)) * Improve rubric grader failure diagnostics with configured model, structured-output strategy, and integer HTTP status when available. ([#4938](#4938)) ([#4967](#4967)) ([f51d3a0](f51d3a0)) ([bca70aa](bca70aa)) * Emit `max_iterations_reached` as the terminal `RubricMiddleware` status when the iteration cap is exhausted, instead of a final `needs_revision` event that will not loop. ([#4406](#4406)) ([a51c8d2](a51c8d2)) * Handle missing async subagent URLs consistently in `check_async_task` and `cancel_async_task`. ([#3967](#3967)) ([b0d92c0](b0d92c0)) ### Performance Improvements * Run LangSmith sandbox commands over the async client. ([#5061](#5061)) ([0d08747](0d08747)) --- _End release notes preview._ --- > [!NOTE] > A **New Contributors** section is appended to the GitHub release notes automatically at publish time (see [Release Pipeline](https://github.com/langchain-ai/deepagents/blob/main/.github/RELEASING.md#release-pipeline), step 2). --------- Co-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com> Co-authored-by: Mason Daugherty <github@mdrxy.com>
…gchain-ai#4168) * `grep` now warns when a no-match pattern looks like a regex, since the tool only matches literal text. * The `grep` tool description and parameter docs now state up front that the pattern is literal, with explicit do-nots and a pointer to `execute` + `rg` for genuine regex. * Slash-containing globs (e.g. `src/**/*.py`) now work in sandbox backends — previously they silently returned zero results because GNU `grep --include` only matches basenames. * The `grep` tool description is now reconciled at request time against the backend's actual `execute` capability, so the `rg` fallback line appears only when `execute` is available. * Three new retrieval evals verify that a model recovers after a regex-style grep miss. * Default `grep` and `glob` timeouts are halved (grep 30s → 15s, glob 10s → 5s backend / 20s → 10s middleware) so bad patterns and large trees fail faster. --- The `grep` tool matches *literal* text — `FilesystemBackend` shells out to ripgrep with `-F`, and the in-memory backends do a plain substring check. Models routinely reach for regex anyway (`|` alternation, `.*`, escapes like `\.`), which is matched verbatim and silently returns "No matches found" even when the content exists. This PR adds two complementary, non-breaking mitigations: a sharper tool description that sets expectations before the call, and a post-call hint that steers the model back to literal searches after a miss. It also fixes a sandbox backend bug where slash-containing globs silently returned nothing, makes the grep description self-adjust to the backend's `execute` capability at request time, and halves the default wall-clock timeouts so that a pathological pattern or a huge tree fails faster. ### User-facing behavior changes * The `grep` tool description now leads with "LITERAL text pattern across files (NOT regex)" and lists explicit do-nots: no `|` alternation, no `.*` wildcards, no `\.` escapes. When the `execute` tool is active for the backend, it also points to `execute` with `rg` for genuine regex needs; that line is dropped automatically when `execute` is unavailable, so the description never suggests a tool the model can't call. + Example: a model that previously called `grep(pattern="foo|bar")` and got "No matches found" should now read the tool description and run two separate calls — `grep(pattern="foo")` and `grep(pattern="bar")` — instead. * When `grep` returns no matches *and* the pattern carries strong regex signals, the tool response now appends a one-line hint: ``` Note: grep matches literal text, not regex, so characters like `|`, `.*`, and `\.` are searched verbatim. Search for the literal text you need instead; for `|` alternation, run a separate search per alternative. ``` The hint stays backend-agnostic (it never names the `execute` tool, which is not present in every configuration) and only appears on a genuine no-match result. If the pattern happens to match literally (e.g. a file contains `a = b|c`), or if matches existed but were all removed by read permissions, no hint is shown. * The `glob` parameter description on `GrepSchema` now clarifies that it is an in-tool file filter (not a call to the separate `glob` tool), spells out the matching semantics (a pattern without `/` matches the file name at any depth; a pattern containing `/` matches the search-root-relative path, e.g. `src/**/*.py`), and notes that brace expansion (e.g. `*.{ts,tsx}`) is not supported on all backends — the wcmatch-backed backends expand braces, but the Context Hub backend treats them literally, so running a separate search per extension is the reliable choice. * The `output_mode` parameter description now spells out the exact output shape for each mode instead of a terse one-liner: `files_with_matches` returns newline-separated paths, `content` returns matching lines grouped by file under a `<path>:` header with indented `<line_number>: <line text>` lines (no surrounding context), and `count` returns one `<path>: <match_count>` line per file. * Sandbox backends (`BaseSandbox`) now route slash-containing globs through an in-process Python glob instead of GNU `grep --include`. Previously, a pattern like `src/**/*.py` was passed to `grep --include=src/**/*.py`, which only matches basenames and silently returned zero results. The new `_GREP_PATH_GLOB_TEMPLATE` resolves the glob relative to the search root, reads matching files directly, and emits the same `path\0line_num:text` record structure that `_parse_grep_output` already consumes, so the rest of the pipeline is unchanged. Basename-only globs (no `/`) continue through GNU `grep` for speed. * The `grep` tool description is now a *placeholder* that is reconciled at request time. `_create_grep_tool` provisions the description assuming `execute` is available (so the `rg` fallback line is present). `_filter_unsupported_tools_and_apply_prompt` then checks whether `execute` is actually active for the backend and swaps in the without-`execute` variant via `_with_filtered_grep_description` when it isn't. The static description on `self.tools` is only provisional until a request runs. The unsupported-tools logic was extracted into `_unsupported_tools_and_execution_state` and `_tool_name` helpers to support this. * Default filesystem tool timeouts are halved: - `grep` sync phase: 30s → 15s - `grep` async wrapper: 65s → 35s (wraps two sync phases plus headroom) - `glob` backend walk: 10s → 5s - `glob` middleware deadline: 20s → 10s The layering invariants are preserved: the backend glob budget stays below the middleware deadline (5s < 10s), and the async grep timeout stays above two sync phases (35s > 30s). `read_file` has no timeout (single direct read, no search or tree walk) and is unchanged. <details> <summary>How regex detection works</summary> Detection is deliberately conservative so common literal code searches don't trigger false hints. The heuristic flags: - `|` — alternation, the most common regex reflex - `.*` or `.+` — wildcard quantifiers - Escaped metacharacters or character classes: `\.` , `\w`, `\d`, `\s`, `\b`, etc. Bare `.`, `(`, `)`, `[`, `]`, `?`, `^`, `$` are intentionally *not* flagged because they appear routinely in literal code searches: ``` def __init__(self): # ( ) : are literal self.tools # . is literal arr[0] # [ ] are literal ``` </details> ### Motivation A silent "No matches found" for a regex-style pattern is a common failure mode: the content exists, the model just asked for it the wrong way and gets no signal that the tool doesn't speak regex. The tool description fix addresses the problem before the call by making the literal-only contract unmistakable. The hint addresses it after the call by catching the model when it still reaches for regex, steering it toward separate literal searches instead of burning calls on regex variants. (The `rg` escape hatch lives in the always-visible tool description rather than the hint, so the hint stays useful even on backends without an `execute` tool.) The sandbox glob fix addresses a quieter but equally confusible failure: a model that passes `glob="src/**/*.py"` to `grep` on a sandbox backend got an empty result with no indication that the pattern was the problem — the files existed and the pattern was valid, but GNU `grep --include` only matches basenames. The in-process glob route makes slash-containing patterns work as documented. The dynamic description swap ensures the `rg` fallback line never appears for a backend that can't serve `execute`, preventing the model from being directed to a tool it can't call. The timeout reduction addresses latency: the original values (30s grep, 20s glob) were chosen independently based on each operation's cost profile. Halving them lets the model receive a "narrow your search" signal sooner, reducing wasted wall-clock time on pathological patterns or huge directory trees. --------- Co-authored-by: open-swe[bot] <open-swe@users.noreply.github.com>
> [!CAUTION] > Merging this PR will automatically publish to **PyPI** and create a **GitHub release**. For the full release process, see [`.github/RELEASING.md`](https://github.com/langchain-ai/deepagents/blob/main/.github/RELEASING.md). --- _Release notes preview: keep this section in sync with the package `CHANGELOG.md`. Publish reads the merged CHANGELOG via `release.yml`, not this PR description — keep them aligned anyway so the PR stays an accurate historical record for reviewers and anyone returning later._ --- ## [0.7.0](langchain-ai/deepagents@deepagents==0.6.12...deepagents==0.7.0) (2026-07-29) See [the docs](https://docs.langchain.com/oss/python/releases/changelog#deepagents-v0-7-0) for curated release notes. ### ⚠ BREAKING CHANGES * `create_deep_agent` no longer includes `TodoListMiddleware` by default, the `write_todos` tool, `todos` state channel, and todo-planning prompt are now absent. Pass `middleware=[TodoListMiddleware()]` to restore them on the main agent; add it to each `SubAgent`'s middleware to restore them there. ([langchain-ai#4929](langchain-ai#4929)) ([9340518](langchain-ai@9340518)) * Default agent prompts are now lean: the authored base prompt is empty, and tool-usage prose that duplicates tool schemas is trimmed. `BASE_AGENT_PROMPT` is deprecated (removal in `deepagents==0.9.0`) but remains importable and still returns the previous authored prompt verbatim; pass it as `create_deep_agent(system_prompt=BASE_AGENT_PROMPT)` to restore the old behavior. ([langchain-ai#4859](langchain-ai#4859)) ([langchain-ai#4979](langchain-ai#4979)) ([a8d1b32](langchain-ai@a8d1b32)) ([d9f54fc](langchain-ai@d9f54fc)) * The built-in tool-usage prompt constants `TASK_SYSTEM_PROMPT`, `ASYNC_TASK_SYSTEM_PROMPT`, `SUMMARIZATION_SYSTEM_PROMPT`, `FILESYSTEM_SYSTEM_PROMPT`, and `EXECUTION_SYSTEM_PROMPT` are removed, and the `system_prompt` default on `SubAgentMiddleware`, `AsyncSubAgentMiddleware`, `SummarizationToolMiddleware`, and `create_summarization_tool_middleware` is now `None`, which injects no prose. Pass your own string to restore prompt text. ([langchain-ai#4859](langchain-ai#4859)) ([a8d1b32](langchain-ai@a8d1b32)) * `FilesystemBackend` and `LocalShellBackend` now default to `virtual_mode=True`. Filesystem paths are anchored under `root_dir`, `..` traversal is rejected, and paths resolving outside `root_dir` raise `ValueError`. Previously an unspecified `virtual_mode` emitted a deprecation warning and fell back to `False`, where absolute host paths were used as-is and `..` could escape `root_dir`. Pass `virtual_mode=False` explicitly to restore the old filesystem behavior. ([langchain-ai#4541](langchain-ai#4541)) ([540a0fa](langchain-ai@540a0fa)) * Agents now see a destructive, recursive `delete` filesystem tool whenever the backend supports it, and filesystem permissions classify `delete` as a write operation — so an existing rule allowing writes to a path also authorizes recursively deleting that subtree unless a narrower deny or interrupt rule covers the target. Because recursive deletes affect descendants, deny and interrupt checks use bulk path overlap instead of exact-path matching. To keep the previous behavior, add a deny or interrupt rule, or omit `delete` from `FilesystemMiddleware(tools=...)`. Missing paths return a not-found error, `CompositeBackend` reports an unsupported-operation error when a routed sub-backend cannot delete, and the tool is hidden from the model entirely when the backend itself does not implement it. ([langchain-ai#3659](langchain-ai#3659)) ([langchain-ai#3691](langchain-ai#3691)) ([langchain-ai#3765](langchain-ai#3765)) ([langchain-ai#3851](langchain-ai#3851)) ([f2a21ec](langchain-ai@f2a21ec)) * `write_file` can now create a file if it is missing and replaces it entirely if it already exists, instead of returning a file-exists error. The `write_file` tool description no longer requires reading the file first. There is no "create-only" compatibility mode. Workflows, prompts, tests, or guardrails that relied on the file-exists error to force `edit_file` usage or to protect existing content must omit `write_file`, add explicit permission or interrupt rules, or use `edit_file` where preserving existing content matters. ([langchain-ai#4109](langchain-ai#4109)) ([2506fcc](langchain-ai@2506fcc)) * Removed deprecated backend compatibility shims. Callers must pass concrete `BackendProtocol` instances (not factories), configure `StoreBackend` with an explicit `namespace`, and use the current `ls` / `glob` / `grep` / `ReadResult` APIs. ([langchain-ai#4541](langchain-ai#4541)) ([540a0fa](langchain-ai@540a0fa)) * The deprecated `files_update` attribute and constructor keyword are removed from `WriteResult` and `EditResult`. Custom backends must stop passing `files_update=`, and callers must stop reading `result.files_update`; state writes are emitted directly by `StateBackend`. ([langchain-ai#4541](langchain-ai#4541)) ([540a0fa](langchain-ai@540a0fa)) * Removed the deprecated `BackendProtocol` methods `ls_info`, `als_info`, `glob_info`, `aglob_info`, `grep_raw`, and `agrep_raw`. Use `ls` / `glob` / `grep` and their async counterparts. ([langchain-ai#4541](langchain-ai#4541)) ([540a0fa](langchain-ai@540a0fa)) * `SummarizationMiddleware(history_path_prefix=...)` was removed and now raises `TypeError`. Configure `CompositeBackend(artifacts_root=...)` instead. ([langchain-ai#4541](langchain-ai#4541)) ([540a0fa](langchain-ai@540a0fa)) * Agent-facing `ls` and `glob` tool output now renders empty results as `No files found` instead of `[]`; direct backend APIs continue to return structured empty `LsResult` and `GlobResult` values. Callers that parse tool output should update those checks. ([langchain-ai#3709](langchain-ai#3709)) ([efafd1e](langchain-ai@efafd1e)) * `read_file` no longer renders raw text with a fixed-width `cat -n`-style line-number gutter and tab separator. Line and continuation markers are dynamically aligned and separated from source content by two spaces, and the `LINE_NUMBER_WIDTH` constant is removed from `deepagents.backends.utils` and `deepagents.middleware.filesystem`. Callers that parse raw tool output should update those parsers. ([langchain-ai#4561](langchain-ai#4561)) ([cf057b4](langchain-ai@cf057b4)) ### Features * Custom middleware passed to `create_deep_agent(..., middleware=[...])` can replace a default middleware instance when `.name` matches, so defaults such as `SummarizationMiddleware` can be overridden without also excluding the built-in instance. ([langchain-ai#4251](langchain-ai#4251)) ([90c8472](langchain-ai@90c8472)) * `FilesystemMiddleware(tools=[...])` accepts a keyword-only allowlist of built-in filesystem tools, typed by the newly exported `FsToolName` literal (`"ls"`, `"read_file"`, `"write_file"`, `"edit_file"`, `"delete"`, `"glob"`, `"grep"`, `"execute"`); pass `"all"` or omit the argument to keep every tool. A list must include `"read_file"` or the constructor raises `ValueError`. Omitted built-in tools are non-executable, and custom user tools are unaffected. ([langchain-ai#4325](langchain-ai#4325)) ([langchain-ai#4698](langchain-ai#4698)) ([704a70d](langchain-ai@704a70d)) ([9709525](langchain-ai@9709525)) * Shorten LLM-facing descriptions for the `task` tool and filesystem tools (`read_file`, `grep`, `edit_file`, `glob`, `execute`). ([langchain-ai#5009](langchain-ai#5009)) ([761f5f0](langchain-ai@761f5f0)) * `GrepResult` and `GlobResult` now carry a `truncated` flag so supporting backends can return valid partial results when a match cap or backend deadline is reached; agent-facing tool output adds a note telling the model to narrow the search. `FilesystemBackend` returns partial `grep` and `glob` results on its backend timeout rather than erroring, while other backend or middleware timeouts may still return errors. Its `glob` also gains brace expansion such as `*.{py,md}` (already supported by the state and store backends). ([langchain-ai#4063](langchain-ai#4063)) ([ef591e7](langchain-ai@ef591e7)) * The agent-facing `grep` match cap is configurable: `FilesystemMiddleware(grep_max_count=...)` sets the default (`1000`; `None` disables it) and the model can override it per call through the tool's new `max_count` argument. `grep` / `agrep` on `BackendProtocol` and all built-in backends accept a keyword-only `max_count`. Local ripgrep output is streamed and terminated once the cap is reached. Direct `FilesystemBackend.grep()` callers can request surrounding lines with keyword-only `context_lines`. ([langchain-ai#4570](langchain-ai#4570)) ([langchain-ai#4706](langchain-ai#4706)) ([8e86f5e](langchain-ai@8e86f5e)) ([65230df](langchain-ai@65230df)) * Paginated built-in `read_file` responses report the returned source-line range and next `offset`; total and remaining line counts are included when the backend knows the file length. Resume offsets remain safe when sandbox or middleware limits shorten the visible page. ([langchain-ai#4540](langchain-ai#4540)) ([8321194](langchain-ai@8321194)) * Optional video frame extraction for `read_file`, enabled by the new `deepagents[video]` extra. Video files are sampled into JPEG frames, with `offset` and `limit` interpreted as seconds. Without the extra, existing generic video/file content-block behavior remains. ([langchain-ai#4094](langchain-ai#4094)) ([b927147](langchain-ai@b927147)) * `FilesystemMiddleware` can capture oversized `execute` tool output directly inside the sandbox artifact path on compatible, opted-in `BaseSandbox` implementations to reduce round trips; `LangSmithSandbox` opts in by default. ([langchain-ai#4230](langchain-ai#4230)) ([02f5bd7](langchain-ai@02f5bd7)) * Automatically enable Fireworks prompt-cache session affinity when a compatible `langchain-fireworks` installation is available. ([langchain-ai#4598](langchain-ai#4598)) ([5d878bf](langchain-ai@5d878bf)) * Add a built-in NVIDIA Nemotron 3 Ultra harness profile and NVIDIA NIM app-origin attribution. ([langchain-ai#4192](langchain-ai#4192)) ([langchain-ai#4455](langchain-ai#4455)) ([d5a60ec](langchain-ai@d5a60ec)) ([4cb4749](langchain-ai@4cb4749)) * `RubricMiddleware` now accepts any positive `max_iterations` cap instead of enforcing a hard upper bound. ([langchain-ai#4405](langchain-ai#4405)) ([d6692a7](langchain-ai@d6692a7)) ### Bug Fixes * Keep fields marked with `PrivateStateAttr`, including fields declared through `create_deep_agent(state_schema=...)`, out of subagent inputs and returned parent-state updates. ([langchain-ai#4587](langchain-ai#4587)) ([a4662c0](langchain-ai@a4662c0)) * Preserve `ContextT` through the `create_deep_agent(..., middleware=[...])` type annotation so type checkers accept context-aware middleware when a matching `context_schema` is passed. ([langchain-ai#4055](langchain-ai#4055)) ([7be76c7](langchain-ai@7be76c7)) * Accept YAML list values as well as comma-separated strings for skill `allowed-tools` frontmatter, and make skill truncation warnings actionable with field name, path, length, configured limit, and impact. ([langchain-ai#4140](langchain-ai#4140)) ([langchain-ai#4141](langchain-ai#4141)) ([d62534c](langchain-ai@d62534c)) ([2f5f5b8](langchain-ai@2f5f5b8)) * Align filesystem instructions with the tools that remain after allowlist and backend-capability filtering, so agents no longer reference hidden `grep`/`glob` tools or prohibit equivalent shell search when dedicated search tools are unavailable. ([langchain-ai#4920](langchain-ai#4920)) ([langchain-ai#4921](langchain-ai#4921)) ([d3650c7](langchain-ai@d3650c7)) ([b65cc00](langchain-ai@b65cc00)) * Propagate default-backend failures from `CompositeBackend.ls("/")` and `CompositeBackend.als("/")` instead of returning successful route-only listings. ([langchain-ai#4925](langchain-ai#4925)) ([4c3b166](langchain-ai@4c3b166)) * Correct `CompositeBackend.glob` / `CompositeBackend.aglob` routing so explicit default-backend paths such as `/tools` do not also return files from routed backends such as `/memories`. ([langchain-ai#4531](langchain-ai#4531)) ([cbdb0a7](langchain-ai@cbdb0a7)) * Propagate default- and routed-backend failures from root `CompositeBackend.glob(..., path=None)` / `aglob(..., path=None)` and `path="/"` searches instead of returning incomplete successful results. ([langchain-ai#4063](langchain-ai#4063)) ([ef591e7](langchain-ai@ef591e7)) * Constrain sandbox `glob` and slash-pattern `grep` searches to their declared search root by treating leading `/` as search-root-relative, rejecting `..` traversal segments, and filtering symlink-resolved matches outside the root. ([langchain-ai#4588](langchain-ai#4588)) ([c6c7213](langchain-ai@c6c7213)) * Unify `grep(..., glob=...)` include-glob semantics across filesystem and in-memory backends: basename patterns like `*.py` match at any depth, and slash-containing patterns like `src/**/*.py` match relative paths consistently. ([langchain-ai#3936](langchain-ai#3936)) ([feab6e0](langchain-ai@feab6e0)) * Improve agent-facing `grep` descriptions and no-match hints to steer regex-looking patterns toward literal searches, route slash-containing sandbox include-globs correctly, and shorten default search timeouts so bad patterns and huge trees return guidance faster. ([langchain-ai#4168](langchain-ai#4168)) ([b1dbf5e](langchain-ai@b1dbf5e)) * Align sandbox delete behavior with other backends by returning not-found errors for missing paths, and avoid over-blocking unrelated sibling deletes when deny rules use glob patterns. ([langchain-ai#4321](langchain-ai#4321)) ([d77496b](langchain-ai@d77496b)) * Improve rubric grader failure diagnostics with configured model, structured-output strategy, and integer HTTP status when available. ([langchain-ai#4938](langchain-ai#4938)) ([langchain-ai#4967](langchain-ai#4967)) ([f51d3a0](langchain-ai@f51d3a0)) ([bca70aa](langchain-ai@bca70aa)) * Emit `max_iterations_reached` as the terminal `RubricMiddleware` status when the iteration cap is exhausted, instead of a final `needs_revision` event that will not loop. ([langchain-ai#4406](langchain-ai#4406)) ([a51c8d2](langchain-ai@a51c8d2)) * Handle missing async subagent URLs consistently in `check_async_task` and `cancel_async_task`. ([langchain-ai#3967](langchain-ai#3967)) ([b0d92c0](langchain-ai@b0d92c0)) ### Performance Improvements * Run LangSmith sandbox commands over the async client. ([langchain-ai#5061](langchain-ai#5061)) ([0d08747](langchain-ai@0d08747)) --- _End release notes preview._ --- > [!NOTE] > A **New Contributors** section is appended to the GitHub release notes automatically at publish time (see [Release Pipeline](https://github.com/langchain-ai/deepagents/blob/main/.github/RELEASING.md#release-pipeline), step 2). --------- Co-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com> Co-authored-by: Mason Daugherty <github@mdrxy.com>
> [!CAUTION] > Merging this PR will automatically publish to **PyPI** and create a **GitHub release**. For the full release process, see [`.github/RELEASING.md`](https://github.com/langchain-ai/deepagents/blob/main/.github/RELEASING.md). --- _Release notes preview: keep this section in sync with the package `CHANGELOG.md`. Publish reads the merged CHANGELOG via `release.yml`, not this PR description — keep them aligned anyway so the PR stays an accurate historical record for reviewers and anyone returning later._ --- ## [0.7.0](deepagents==0.6.12...deepagents==0.7.0) (2026-07-29) See [the docs](https://docs.langchain.com/oss/python/releases/changelog#deepagents-v0-7-0) for curated release notes. ### ⚠ BREAKING CHANGES * `create_deep_agent` no longer includes `TodoListMiddleware` by default, the `write_todos` tool, `todos` state channel, and todo-planning prompt are now absent. Pass `middleware=[TodoListMiddleware()]` to restore them on the main agent; add it to each `SubAgent`'s middleware to restore them there. ([#4929](#4929)) ([9340518](9340518)) * Default agent prompts are now lean: the authored base prompt is empty, and tool-usage prose that duplicates tool schemas is trimmed. `BASE_AGENT_PROMPT` is deprecated (removal in `deepagents==0.9.0`) but remains importable and still returns the previous authored prompt verbatim; pass it as `create_deep_agent(system_prompt=BASE_AGENT_PROMPT)` to restore the old behavior. ([#4859](#4859)) ([#4979](#4979)) ([a8d1b32](a8d1b32)) ([d9f54fc](d9f54fc)) * The built-in tool-usage prompt constants `TASK_SYSTEM_PROMPT`, `ASYNC_TASK_SYSTEM_PROMPT`, `SUMMARIZATION_SYSTEM_PROMPT`, `FILESYSTEM_SYSTEM_PROMPT`, and `EXECUTION_SYSTEM_PROMPT` are removed, and the `system_prompt` default on `SubAgentMiddleware`, `AsyncSubAgentMiddleware`, `SummarizationToolMiddleware`, and `create_summarization_tool_middleware` is now `None`, which injects no prose. Pass your own string to restore prompt text. ([#4859](#4859)) ([a8d1b32](a8d1b32)) * `FilesystemBackend` and `LocalShellBackend` now default to `virtual_mode=True`. Filesystem paths are anchored under `root_dir`, `..` traversal is rejected, and paths resolving outside `root_dir` raise `ValueError`. Previously an unspecified `virtual_mode` emitted a deprecation warning and fell back to `False`, where absolute host paths were used as-is and `..` could escape `root_dir`. Pass `virtual_mode=False` explicitly to restore the old filesystem behavior. ([#4541](#4541)) ([540a0fa](540a0fa)) * Agents now see a destructive, recursive `delete` filesystem tool whenever the backend supports it, and filesystem permissions classify `delete` as a write operation — so an existing rule allowing writes to a path also authorizes recursively deleting that subtree unless a narrower deny or interrupt rule covers the target. Because recursive deletes affect descendants, deny and interrupt checks use bulk path overlap instead of exact-path matching. To keep the previous behavior, add a deny or interrupt rule, or omit `delete` from `FilesystemMiddleware(tools=...)`. Missing paths return a not-found error, `CompositeBackend` reports an unsupported-operation error when a routed sub-backend cannot delete, and the tool is hidden from the model entirely when the backend itself does not implement it. ([#3659](#3659)) ([#3691](#3691)) ([#3765](#3765)) ([#3851](#3851)) ([f2a21ec](f2a21ec)) * `write_file` can now create a file if it is missing and replaces it entirely if it already exists, instead of returning a file-exists error. The `write_file` tool description no longer requires reading the file first. There is no "create-only" compatibility mode. Workflows, prompts, tests, or guardrails that relied on the file-exists error to force `edit_file` usage or to protect existing content must omit `write_file`, add explicit permission or interrupt rules, or use `edit_file` where preserving existing content matters. ([#4109](#4109)) ([2506fcc](2506fcc)) * Removed deprecated backend compatibility shims. Callers must pass concrete `BackendProtocol` instances (not factories), configure `StoreBackend` with an explicit `namespace`, and use the current `ls` / `glob` / `grep` / `ReadResult` APIs. ([#4541](#4541)) ([540a0fa](540a0fa)) * The deprecated `files_update` attribute and constructor keyword are removed from `WriteResult` and `EditResult`. Custom backends must stop passing `files_update=`, and callers must stop reading `result.files_update`; state writes are emitted directly by `StateBackend`. ([#4541](#4541)) ([540a0fa](540a0fa)) * Removed the deprecated `BackendProtocol` methods `ls_info`, `als_info`, `glob_info`, `aglob_info`, `grep_raw`, and `agrep_raw`. Use `ls` / `glob` / `grep` and their async counterparts. ([#4541](#4541)) ([540a0fa](540a0fa)) * `SummarizationMiddleware(history_path_prefix=...)` was removed and now raises `TypeError`. Configure `CompositeBackend(artifacts_root=...)` instead. ([#4541](#4541)) ([540a0fa](540a0fa)) * Agent-facing `ls` and `glob` tool output now renders empty results as `No files found` instead of `[]`; direct backend APIs continue to return structured empty `LsResult` and `GlobResult` values. Callers that parse tool output should update those checks. ([#3709](#3709)) ([efafd1e](efafd1e)) * `read_file` no longer renders raw text with a fixed-width `cat -n`-style line-number gutter and tab separator. Line and continuation markers are dynamically aligned and separated from source content by two spaces, and the `LINE_NUMBER_WIDTH` constant is removed from `deepagents.backends.utils` and `deepagents.middleware.filesystem`. Callers that parse raw tool output should update those parsers. ([#4561](#4561)) ([cf057b4](cf057b4)) ### Features * Custom middleware passed to `create_deep_agent(..., middleware=[...])` can replace a default middleware instance when `.name` matches, so defaults such as `SummarizationMiddleware` can be overridden without also excluding the built-in instance. ([#4251](#4251)) ([90c8472](90c8472)) * `FilesystemMiddleware(tools=[...])` accepts a keyword-only allowlist of built-in filesystem tools, typed by the newly exported `FsToolName` literal (`"ls"`, `"read_file"`, `"write_file"`, `"edit_file"`, `"delete"`, `"glob"`, `"grep"`, `"execute"`); pass `"all"` or omit the argument to keep every tool. A list must include `"read_file"` or the constructor raises `ValueError`. Omitted built-in tools are non-executable, and custom user tools are unaffected. ([#4325](#4325)) ([#4698](#4698)) ([704a70d](704a70d)) ([9709525](9709525)) * Shorten LLM-facing descriptions for the `task` tool and filesystem tools (`read_file`, `grep`, `edit_file`, `glob`, `execute`). ([#5009](#5009)) ([761f5f0](761f5f0)) * `GrepResult` and `GlobResult` now carry a `truncated` flag so supporting backends can return valid partial results when a match cap or backend deadline is reached; agent-facing tool output adds a note telling the model to narrow the search. `FilesystemBackend` returns partial `grep` and `glob` results on its backend timeout rather than erroring, while other backend or middleware timeouts may still return errors. Its `glob` also gains brace expansion such as `*.{py,md}` (already supported by the state and store backends). ([#4063](#4063)) ([ef591e7](ef591e7)) * The agent-facing `grep` match cap is configurable: `FilesystemMiddleware(grep_max_count=...)` sets the default (`1000`; `None` disables it) and the model can override it per call through the tool's new `max_count` argument. `grep` / `agrep` on `BackendProtocol` and all built-in backends accept a keyword-only `max_count`. Local ripgrep output is streamed and terminated once the cap is reached. Direct `FilesystemBackend.grep()` callers can request surrounding lines with keyword-only `context_lines`. ([#4570](#4570)) ([#4706](#4706)) ([8e86f5e](8e86f5e)) ([65230df](65230df)) * Paginated built-in `read_file` responses report the returned source-line range and next `offset`; total and remaining line counts are included when the backend knows the file length. Resume offsets remain safe when sandbox or middleware limits shorten the visible page. ([#4540](#4540)) ([8321194](8321194)) * Optional video frame extraction for `read_file`, enabled by the new `deepagents[video]` extra. Video files are sampled into JPEG frames, with `offset` and `limit` interpreted as seconds. Without the extra, existing generic video/file content-block behavior remains. ([#4094](#4094)) ([b927147](b927147)) * `FilesystemMiddleware` can capture oversized `execute` tool output directly inside the sandbox artifact path on compatible, opted-in `BaseSandbox` implementations to reduce round trips; `LangSmithSandbox` opts in by default. ([#4230](#4230)) ([02f5bd7](02f5bd7)) * Automatically enable Fireworks prompt-cache session affinity when a compatible `langchain-fireworks` installation is available. ([#4598](#4598)) ([5d878bf](5d878bf)) * Add a built-in NVIDIA Nemotron 3 Ultra harness profile and NVIDIA NIM app-origin attribution. ([#4192](#4192)) ([#4455](#4455)) ([d5a60ec](d5a60ec)) ([4cb4749](4cb4749)) * `RubricMiddleware` now accepts any positive `max_iterations` cap instead of enforcing a hard upper bound. ([#4405](#4405)) ([d6692a7](d6692a7)) ### Bug Fixes * Keep fields marked with `PrivateStateAttr`, including fields declared through `create_deep_agent(state_schema=...)`, out of subagent inputs and returned parent-state updates. ([#4587](#4587)) ([a4662c0](a4662c0)) * Preserve `ContextT` through the `create_deep_agent(..., middleware=[...])` type annotation so type checkers accept context-aware middleware when a matching `context_schema` is passed. ([#4055](#4055)) ([7be76c7](7be76c7)) * Accept YAML list values as well as comma-separated strings for skill `allowed-tools` frontmatter, and make skill truncation warnings actionable with field name, path, length, configured limit, and impact. ([#4140](#4140)) ([#4141](#4141)) ([d62534c](d62534c)) ([2f5f5b8](2f5f5b8)) * Align filesystem instructions with the tools that remain after allowlist and backend-capability filtering, so agents no longer reference hidden `grep`/`glob` tools or prohibit equivalent shell search when dedicated search tools are unavailable. ([#4920](#4920)) ([#4921](#4921)) ([d3650c7](d3650c7)) ([b65cc00](b65cc00)) * Propagate default-backend failures from `CompositeBackend.ls("/")` and `CompositeBackend.als("/")` instead of returning successful route-only listings. ([#4925](#4925)) ([4c3b166](4c3b166)) * Correct `CompositeBackend.glob` / `CompositeBackend.aglob` routing so explicit default-backend paths such as `/tools` do not also return files from routed backends such as `/memories`. ([#4531](#4531)) ([cbdb0a7](cbdb0a7)) * Propagate default- and routed-backend failures from root `CompositeBackend.glob(..., path=None)` / `aglob(..., path=None)` and `path="/"` searches instead of returning incomplete successful results. ([#4063](#4063)) ([ef591e7](ef591e7)) * Constrain sandbox `glob` and slash-pattern `grep` searches to their declared search root by treating leading `/` as search-root-relative, rejecting `..` traversal segments, and filtering symlink-resolved matches outside the root. ([#4588](#4588)) ([c6c7213](c6c7213)) * Unify `grep(..., glob=...)` include-glob semantics across filesystem and in-memory backends: basename patterns like `*.py` match at any depth, and slash-containing patterns like `src/**/*.py` match relative paths consistently. ([#3936](#3936)) ([feab6e0](feab6e0)) * Improve agent-facing `grep` descriptions and no-match hints to steer regex-looking patterns toward literal searches, route slash-containing sandbox include-globs correctly, and shorten default search timeouts so bad patterns and huge trees return guidance faster. ([#4168](#4168)) ([b1dbf5e](b1dbf5e)) * Align sandbox delete behavior with other backends by returning not-found errors for missing paths, and avoid over-blocking unrelated sibling deletes when deny rules use glob patterns. ([#4321](#4321)) ([d77496b](d77496b)) * Improve rubric grader failure diagnostics with configured model, structured-output strategy, and integer HTTP status when available. ([#4938](#4938)) ([#4967](#4967)) ([f51d3a0](f51d3a0)) ([bca70aa](bca70aa)) * Emit `max_iterations_reached` as the terminal `RubricMiddleware` status when the iteration cap is exhausted, instead of a final `needs_revision` event that will not loop. ([#4406](#4406)) ([a51c8d2](a51c8d2)) * Handle missing async subagent URLs consistently in `check_async_task` and `cancel_async_task`. ([#3967](#3967)) ([b0d92c0](b0d92c0)) ### Performance Improvements * Run LangSmith sandbox commands over the async client. ([#5061](#5061)) ([0d08747](0d08747)) --- _End release notes preview._ --- > [!NOTE] > A **New Contributors** section is appended to the GitHub release notes automatically at publish time (see [Release Pipeline](https://github.com/langchain-ai/deepagents/blob/main/.github/RELEASING.md#release-pipeline), step 2). --------- Co-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com> Co-authored-by: Mason Daugherty <github@mdrxy.com>
grepnow warns when a no-match pattern looks like a regex, since the tool only matches literal text.greptool description and parameter docs now state up front that the pattern is literal, with explicit do-nots and a pointer toexecute+rgfor genuine regex.src/**/*.py) now work in sandbox backends — previously they silently returned zero results because GNUgrep --includeonly matches basenames.greptool description is now reconciled at request time against the backend's actualexecutecapability, so thergfallback line appears only whenexecuteis available.grepandglobtimeouts are halved (grep 30s → 15s, glob 10s → 5s backend / 20s → 10s middleware) so bad patterns and large trees fail faster.The
greptool matches literal text —FilesystemBackendshells out to ripgrep with-F, and the in-memory backends do a plain substring check. Models routinely reach for regex anyway (|alternation,.*, escapes like\.), which is matched verbatim and silently returns "No matches found" even when the content exists. This PR adds two complementary, non-breaking mitigations: a sharper tool description that sets expectations before the call, and a post-call hint that steers the model back to literal searches after a miss.It also fixes a sandbox backend bug where slash-containing globs silently returned nothing, makes the grep description self-adjust to the backend's
executecapability at request time, and halves the default wall-clock timeouts so that a pathological pattern or a huge tree fails faster.User-facing behavior changes
The
greptool description now leads with "LITERAL text pattern across files (NOT regex)" and lists explicit do-nots: no|alternation, no.*wildcards, no\.escapes. When theexecutetool is active for the backend, it also points toexecutewithrgfor genuine regex needs; that line is dropped automatically whenexecuteis unavailable, so the description never suggests a tool the model can't call.grep(pattern="foo|bar")and got "No matches found" should now read the tool description and run two separate calls —grep(pattern="foo")andgrep(pattern="bar")— instead.When
grepreturns no matches and the pattern carries strong regex signals, the tool response now appends a one-line hint:The hint stays backend-agnostic (it never names the
executetool, which is not present in every configuration) and only appears on a genuine no-match result. If the pattern happens to match literally (e.g. a file containsa = b|c), or if matches existed but were all removed by read permissions, no hint is shown.The
globparameter description onGrepSchemanow clarifies that it is an in-tool file filter (not a call to the separateglobtool), spells out the matching semantics (a pattern without/matches the file name at any depth; a pattern containing/matches the search-root-relative path, e.g.src/**/*.py), and notes that brace expansion (e.g.*.{ts,tsx}) is not supported on all backends — the wcmatch-backed backends expand braces, but the Context Hub backend treats them literally, so running a separate search per extension is the reliable choice.The
output_modeparameter description now spells out the exact output shape for each mode instead of a terse one-liner:files_with_matchesreturns newline-separated paths,contentreturns matching lines grouped by file under a<path>:header with indented<line_number>: <line text>lines (no surrounding context), andcountreturns one<path>: <match_count>line per file.Sandbox backends (
BaseSandbox) now route slash-containing globs through an in-process Python glob instead of GNUgrep --include. Previously, a pattern likesrc/**/*.pywas passed togrep --include=src/**/*.py, which only matches basenames and silently returned zero results. The new_GREP_PATH_GLOB_TEMPLATEresolves the glob relative to the search root, reads matching files directly, and emits the samepath\0line_num:textrecord structure that_parse_grep_outputalready consumes, so the rest of the pipeline is unchanged. Basename-only globs (no/) continue through GNUgrepfor speed.The
greptool description is now a placeholder that is reconciled at request time._create_grep_toolprovisions the description assumingexecuteis available (so thergfallback line is present)._filter_unsupported_tools_and_apply_promptthen checks whetherexecuteis actually active for the backend and swaps in the without-executevariant via_with_filtered_grep_descriptionwhen it isn't. The static description onself.toolsis only provisional until a request runs. The unsupported-tools logic was extracted into_unsupported_tools_and_execution_stateand_tool_namehelpers to support this.Default filesystem tool timeouts are halved:
grepsync phase: 30s → 15sgrepasync wrapper: 65s → 35s (wraps two sync phases plus headroom)globbackend walk: 10s → 5sglobmiddleware deadline: 20s → 10sThe layering invariants are preserved: the backend glob budget stays below the middleware deadline (5s < 10s), and the async grep timeout stays above two sync phases (35s > 30s).
read_filehas no timeout (single direct read, no search or tree walk) and is unchanged.How regex detection works
Detection is deliberately conservative so common literal code searches don't trigger false hints. The heuristic flags:
|— alternation, the most common regex reflex.*or.+— wildcard quantifiers\.,\w,\d,\s,\b, etc.Bare
.,(,),[,],?,^,$are intentionally not flagged because they appear routinely in literal code searches:Motivation
A silent "No matches found" for a regex-style pattern is a common failure mode: the content exists, the model just asked for it the wrong way and gets no signal that the tool doesn't speak regex. The tool description fix addresses the problem before the call by making the literal-only contract unmistakable. The hint addresses it after the call by catching the model when it still reaches for regex, steering it toward separate literal searches instead of burning calls on regex variants. (The
rgescape hatch lives in the always-visible tool description rather than the hint, so the hint stays useful even on backends without anexecutetool.)The sandbox glob fix addresses a quieter but equally confusible failure: a model that passes
glob="src/**/*.py"togrepon a sandbox backend got an empty result with no indication that the pattern was the problem — the files existed and the pattern was valid, but GNUgrep --includeonly matches basenames. The in-process glob route makes slash-containing patterns work as documented.The dynamic description swap ensures the
rgfallback line never appears for a backend that can't serveexecute, preventing the model from being directed to a tool it can't call.The timeout reduction addresses latency: the original values (30s grep, 20s glob) were chosen independently based on each operation's cost profile. Halving them lets the model receive a "narrow your search" signal sooner, reducing wasted wall-clock time on pathological patterns or huge directory trees.