feat(sdk): report remaining lines for paginated reads - #4540
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The sandbox read loop scans to EOF unconditionally to compute total_lines, allowing a caller to force unbounded file I/O on arbitrarily large files even when requesting a tiny page (e.g. limit=1), enabling CPU/I/O exhaustion on the sandbox worker.
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> [!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>
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) Closes langchain-ai#2142 Credit to @kevinWangSheng for making an earlier attempt at this! `read_file` now reports when a paginated read returns only part of a text file, including the source-line range returned, total line count, remaining line count, and next offset to pass for the following page. External backends implementing the current `BackendProtocol` continue to work unchanged. --- Previously, callers could request a limited window and receive line-numbered content, but they had to infer whether more lines existed and what offset would resume the read. That was especially fragile for sandboxed reads that can be byte-capped before the requested line window is fully rendered. ## Implementation - Extended `ReadResult` with optional pagination metadata for the returned source-line range, total line count, and next offset. The existing error and file-data fields remain unchanged, so external backends do not need to adopt the new metadata immediately. - Updated the built-in state, store, filesystem, and sandbox backends to populate that metadata for text reads. Sandbox-backed reads keep line counting bounded for large files and avoid advancing past content hidden by output-size limits. - Updated `FilesystemMiddleware` to turn the metadata into the model-facing notice. If its own token limit shortens the result further, it recalculates the visible range and resume offset so subsequent reads do not skip lines. - Added backend and middleware coverage for partial reads, EOF, offsets, output truncation, and compatibility, plus an end-to-end eval for the resulting agent behavior. ## Example output A partial read now includes the returned line range, total line count, and next offset: ```text 1 one 2 two [Read 2 lines (lines 1-2 of 5 total). 3 lines remaining from offset 2.] ``` Offset reads report the original source-line range instead of starting the notice from line 1: ```text 3 three 4 four [Read 2 lines (lines 3-4 of 5 total). 1 line remaining from offset 4.] ``` Reads that reach EOF keep the existing output shape and omit the footer: ```text 1 one 2 two 3 three ``` ## Evaluation The `test_read_file_remaining_lines_notice_enables_tail_jump` eval asks the agent to find the last non-empty line of a 301-line file using `read_file` directly. The target value is outside the first 100-line page, so the agent must determine where to read next. Both `main` and this PR returned the correct value. With the remaining-line notice, both tested models used the first page's metadata to jump near the tail in one additional read: | Model | Version | Agent steps | Tool calls | Duration | |---|---|---:|---:|---:| | GPT-5.5 | `main` | 4 | 6 | 13.1s | | GPT-5.5 | This PR | 3 | 2 | 8.4s | | Claude Sonnet 4.6 | `main` | 4 | 3 | 8.1s | | Claude Sonnet 4.6 | This PR | 3 | 2 | 5.5s | Across three additional runs per model and version, this PR used exactly two tool calls in all six runs, while `main` required three to six calls. The eval preserves correctness as a hard requirement and records three agent steps, two tool calls, and two direct `read_file` calls as the expected efficient trajectory.
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> [!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>
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> [!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>
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Closes #2142
Credit to Shawn (@kevinWangSheng) for making an earlier attempt at this!
read_filenow reports when a paginated read returns only part of a text file, including the source-line range returned, total line count, remaining line count, and next offset to pass for the following page.External backends implementing the current
BackendProtocolcontinue to work unchanged.Previously, callers could request a limited window and receive line-numbered content, but they had to infer whether more lines existed and what offset would resume the read. That was especially fragile for sandboxed reads that can be byte-capped before the requested line window is fully rendered.
Implementation
ReadResultwith optional pagination metadata for the returned source-line range, total line count, and next offset. The existing error and file-data fields remain unchanged, so external backends do not need to adopt the new metadata immediately.FilesystemMiddlewareto turn the metadata into the model-facing notice. If its own token limit shortens the result further, it recalculates the visible range and resume offset so subsequent reads do not skip lines.Example output
A partial read now includes the returned line range, total line count, and next offset:
Offset reads report the original source-line range instead of starting the notice from line 1:
Reads that reach EOF keep the existing output shape and omit the footer:
Evaluation
The
test_read_file_remaining_lines_notice_enables_tail_jumpeval asks the agent to find the last non-empty line of a 301-line file usingread_filedirectly. The target value is outside the first 100-line page, so the agent must determine where to read next.Both
mainand this PR returned the correct value. With the remaining-line notice, both tested models used the first page's metadata to jump near the tail in one additional read:mainmainAcross three additional runs per model and version, this PR used exactly two tool calls in all six runs, while
mainrequired three to six calls. The eval preserves correctness as a hard requirement and records three agent steps, two tool calls, and two directread_filecalls as the expected efficient trajectory.