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-# gptel-org-tools
-
-Tooling for LLM interactions with org-mode. Requires gptel and org-ql.
\ No newline at end of file
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+#+title: gptel-org-tools
+#+author: Phil Bajsicki
+#+auto_tangle: t
+#+PROPERTY: header-args :elisp :tangle gptel-org-tools.el
+* Intro
+This is a collection of tools I wrote to help me review my life.
+
+To that end, it's proven useful enough.
+
+Summary:
+- An explanation of each tool is below.
+- The tools are tangled into =gptel-org-tools.el= from this file.
+- There are no docstrings unless there are, in which case that's a mistake and I apologize.
+
+Premise:
+- LLMs are /not very smart/ and /unreliable/, but they do okay with basic text comprehension, and can generate completions/ responses which /fit the vibe/ of the request.
+- LLMs can then /fit the vibe/ of the request better if there is more relevant and accurate request data in their context window.
+- LLMs /lose the vibe/ when there's irrelevant (garbage) data in the context window.
+
+Therefore (philosophy, I may change my mind later):
+- Each tool has to limit the garbage data it returns as much as possible.
+- Each tool has to have as little LLM-facing documentation as possible (while being enough for the LLM to understand and use the tool.) Extra words is extra garbage.
+- Each tool should handle as wide an range of even remotely valid inputs from an LLM as possible.
+  - Different models are biased toward different outputs.
+  - ~user-error~ isn't addressable when a model only has 5 minutes worth of memory.
+  - Failure caused by LLM mis-use should be solved in such a way that failure becomes increasingly less likely.
+  - We never know when an LLM will respond with a string, json, s-exp, or ASCII codes (no, that last one hasn't happened yet).
+- Each tool should work in harmony with other tools to form a toolbox which serves these goals.
+  - Avoid tool overlap.
+  - One tool for one task.
+  - Tool names are documentation.
+  - Argument names are documentation.
+  - As few arguments per tool as possible.
+  - Documentation strings are (ideally) for examples.
+
+These are primarily for my own use. Please don't expect quality.
+
+This forge is for my personal use, and as such: [[https://bajsicki.com/contact/][contact]], just in case there's questions, issues, whatnot.
+
+* My system
+I'm running LLMs exclusively locally, on the smaller side.
+With Qwen 14B, I'm getting reasonably good results with the following set-up:
+- Hardware: RX 7900XTX
+- Software:
+  - [[https://github.com/ggml-org/llama.cpp][llama.cpp]] compiled with ROCm 6.4.
+  - Emacs: [[https://github.com/doomemacs/doomemacs][Doom Emacs]], [[https://github.com/karthink/gptel][gptel]], [[https://github.com/alphapapa/org-ql/][org-ql]].
+
+** My set-up
+These are the settings I use, for reproducibility.
+
+Yes, this is somewhat odd, that I would use the deepseek option, but I have found that it handles reasoning a little bit better than gptel's openai backend.
+
+I change models a lot, and this /just works/ for most models, even if some aren't compatible outright.
+
+#+begin_src elisp :tangle no
+(use-package! gptel)
+(setq gptel-model 'llamacpp)
+(setq gptel-include-reasoning t)
+(setq gptel-backend (gptel-make-deepseek "llamacpp"
+		 :host "localhost:8080"
+		 :protocol "http"
+		 :stream nil
+		 :models '("llamacpp"
+			   :capabilities (reasoning))
+		 :request-params '(:thinking t
+				   :enable_thinking t
+				   :include_reasoning t
+				   :parallel_tool_calls t)))
+
+(setf (alist-get 'org-mode gptel-prompt-prefix-alist) "@user\n")
+(setf (alist-get 'org-mode gptel-response-prefix-alist) "@assistant\n")
+(setq gptel-default-mode 'org-mode)
+(setq gptel-use-tools t)
+(setq gptel-log-level 'debug)
+(setq gptel--debug t)
+(require 'gptel)
+#+end_src
+
+With that out of the way, let's get to the tools.
+* Code
+** Preamble
+:PROPERTIES:
+:VISIBILITY: folded
+:END:
+Stuff, headers, etc.
+#+begin_src elisp
+;;; gptel-org-tools.el --- LLM Tools for org-mode interaction.  -*- lexical-binding: t; -*-
+
+;; Copyright (C) 2025  Phil Bajsicki
+
+;; Author: Phil Bajsicki <phil@bajsicki.com>
+;; Keywords: extensions, comm, tools, matching, convenience,
+;;
+;; Author: Phil Bajsicki <phil@bajsicki.com>
+;; Version: 0.0.1
+;; Package-Requires: ((emacs "30.1") (gptel 0.9.8) (org-ql 0.9))
+;; URL: https://github.com/phil/gptel-org-tools
+;; SPDX-License-Identifier: GPL-3.0
+
+;; This program is free software; you can redistribute it and/or modify
+;; it under the terms of the GNU General Public License as published by
+;; the Free Software Foundation, version 3 of the License.
+
+;; This program is distributed in the hope that it will be useful,
+;; but WITHOUT ANY WARRANTY; without even the implied warranty of
+;; MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
+;; GNU General Public License for more details.
+
+;; You should have received a copy of the GNU General Public License
+;; along with this program.  If not, see <https://www.gnu.org/licenses/>.
+
+;; This file is NOT part of GNU Emacs.
+
+;; This file is not part of GNU Emacs.
+
+;;; Commentary:
+
+;;  All documentation regarding these functions is in the README.org file.
+;;  Repository: https://git.bajsicki.com/phil/gptel-org-tools
+
+;;; Code:
+#+end_src
+** The tools
+*** Emacs
+These tools are primarily concerned with Emacs, Emacs Lisp, and files-or-buffers.
+
+
+**** exec_lisp
+Dangerous, but occasionally useful for pure chaos and amusement...
+I would like to say. But in actuality, especially with the 'smarter' models, they can surprise with the varied approaches they have to problem-solving.
+
+E.g. can't find the right ~org-ql-select~ query? Let's use an eldritch abomination of a regular expression while mapping over each heading in the org-mode buffer and do a /close enough/ job.
+
+Highly not recommended, but sometimes an LLM can pull a rabbit out of pure entropy.
+
+#+begin_src elisp :tangle no
+(gptel-make-tool
+ :function (lambda (elisp)
+             (unless (stringp elisp) (error "elisp code must be a string"))
+             (with-temp-buffer
+               (insert (eval (read elisp)))
+               (buffer-string)))
+ :name "eval"
+ :description "Execute arbitrary Emacs Lisp code"
+ :args (list '(:name "eval"
+               :type string
+               :description "The Emacs Lisp code to evaluate."))
+ :category "emacs")
+#+end_src
+
+**** emacs-list-buffers
+I wanted the assistant to have an easier time finding my files and buffers, and this has proven to be a great choice. I have yet to manage to get rid of the =:args=, but having them optional/ do nothing works well enough.
+
+The rationale behind using ~ibuffer~ is the same as with dired. They both display a lot of data, densely. So instead of trying to use some workaround with ~buffer-file-name~ or other functions, I'd rather just grab a 'text capture' of the same UI I'm looking at, and call it a day.
+
+Seems to be one of the most reliable tools in the basket... mostly because
+#+begin_src elisp
+(gptel-make-tool
+ :function (lambda (arg)
+	     (with-temp-buffer
+	       (ibuffer)
+	       (let ((content (buffer-string)))
+	  (kill-buffer (current-buffer))
+	  content)))
+ :name "list-buffers"
+ :description "Access the list of buffers open in Emacs, including file names and full paths."
+ :args (list '(:name "arg"
+	       :type string
+	       :description "Does nothing."
+	       :optional t))
+ :category "emacs")
+#+end_src
+**** dired-list
+See above, same reasoning. There's very little reason to use the ~directory-files~ function for this (as in another tool I saw.) The reason is, ~directory-files~ doesn't provide nearly as much information about the items in that directory. Not even a distinction between files and directories.
+
+~directory-files-and-attributes~ might, but I personally found its output horrendous to read, and still somehow more expensive context-wise than just plain ol' dired.
+
+#+begin_comment
+Be sure to customize the function to point to your org directory, if you wish. I find it makes a big difference. Having the argument be optional also helps when the LLM starts stumbling, as it gives it a /reset point/ so it can re-orient itself (although by that time it has usually forgotten what it was supposed to be doing...)
+#+end_comment
+
+#+begin_src elisp
+(gptel-make-tool
+ :function (lambda (dir)
+	     (with-temp-buffer
+	       (dired (or dir "~"))
+	       (let ((content (buffer-string)))
+		 (kill-buffer (current-buffer))
+		 content)))
+ :name "dired"
+ :description "List directory contents"
+ :args (list '(:name "dir"
+               :type string
+               :description "Directory path"
+	       :optional t))
+ :category "filesystem")
+#+end_src
+
+**** emacs-find-buffer-visiting
+#+begin_src elisp
+(gptel-make-tool
+ :function (lambda (filename)
+	     (bufferp (find-buffer-visiting (expand-file-name filename))))
+ :name "find-buffer-visiting"
+ :description "Check if the file is open in a buffer. Usage (find-buffer-visiting filename)"
+ :args (list '(:name "filename"
+	       :type string
+	       :description "The filename to compare to open buffers."))
+ :category "org-mode")
+#+end_src
+**** emacs-find-file-noselect
+Continuation from above. Open a file into a buffer for processing. Onec it's found by dired-list.
+#+begin_src elisp
+(gptel-make-tool
+ :function (lambda (file)
+      (find-file-noselect file))
+ :name "find-file-noselect"
+ :description "Open the file in a buffer. This doesn't interfere with the user."
+ :args (list '(:name "file"
+	:type string
+	:description "Path to file.."))
+ :category "filesystem")
+#+end_src
+
+*** Org-mode
+And here we start getting into the weeds.
+
+The core of these functions is to ensure that the LLM doesn't go astray.
+
+It will, inevitably.
+
+Then, the core of these functions is to ensure it can be gently prodded into doing what it's asked, instead of being "asked politely" until it complies.
+
+We want to minimize the effect of entropy on the use of these tools. To that end, we're making /separate tools for separate purposes/.
+
+This isn't proven, by any means, but given what little I know about LLMs, I believe it's easier for them to choose between many single-purpose tools, than from few multi-purpose tools.
+
+Even us humans experience less cognitive load when we're given clear options up-front, instead of being given a multi-tool that we then need to learn our way around to get the job done.
+
+With that secondary purpose in mind, the real aim of these tools is to /limit/ the information that the LLM has access to /only/ to that which is relevant. In the ideal.
+
+In the real world, we'll still see garbage being pulled in, and the LLM being led astray by an unfortunate sentence, or an ~org-ql~ query that explodes the context.
+
+At the same time, that will happen /significantly/ less than if we were to give it more freedom.
+
+#+begin_comment
+LLMs are not intelligent, despite claims to the contrary.
+#+end_comment
+
+**** org-extract-tags
+Pretty simple, does what it says on the tin. It gets all the tags from the =buffer=. This is useful as a first line of research for the LLM, as it can then get a surface-level understanding of the contents of a file.
+
+This is not, by any means, sufficient, but I do tag people and specific events frequently enough that it helps save on the context window.
+#+begin_src elisp
+(defun gptel-org-tools-org-extract-tags (buffer)
+  (interactive "bBuffer: ")
+  (with-current-buffer buffer
+    (let ((tags '()))
+      (org-map-entries
+       (lambda ()
+         (let* ((components (org-heading-components))
+                (tag-string (car (last components))))
+           (when tag-string
+             (dolist (tag (split-string tag-string ":" t))
+               (push tag tags))))))
+      (sort (-uniq tags) #'string<))))
+
+(gptel-make-tool
+ :function #'gptel-org-tools-org-extract-tags
+ :name "org-extract-tags"
+ :description "Extract all unique tags from an org-mode buffer"
+ :args (list '(:name "buffer"
+               :type string
+               :description "The Org buffer to extract tags from."))
+ :category "org-mode")
+#+end_src
+**** org-extract-headings
+But what if there's no tags related to the topic?
+
+Then we need to pull /some/ information from the buffer, without dragging the entire 500kb in and exploding the context window.
+
+Therefore, headings. A reasonable amount of information, and still keeping the signal-to-noise ratio pretty decent.
+#+begin_src elisp
+(defun gptel-org-tools-org-extract-headings (buffer)
+  (interactive "bBuffer: ")
+  (with-current-buffer buffer
+    (org-map-entries
+     #'(buffer-substring-no-properties
+	(line-beginning-position)
+	(line-end-position))
+     t
+     'file)))
+
+(gptel-make-tool
+ :function #'gptel-org-tools-org-extract-headings
+ :name "org-extract-headings"
+ :description "Extract all headings from an org-mode buffer"
+ :args (list '(:name "buffer"
+               :type string
+               :description "The Org buffer to extract headings from."))
+ :category "org-mode")
+#+end_src
+
+**** org-ql-select
+This is the big one. It works, and it's ugly, and I'm in the middle of replacing it. The tool argument descriptions do /a lot/ of lifting here, and even then the models stumble and fall on their face very often.
+
+They also sometimes return a sexp, and sometimes a quoted string. So I had to work around that. It works... some of the time.
+
+My current goal is to replace this monstrosity with individual functions for each of the main ~org-ql~ predicates, such that the LLMs have an easier time with the syntax, so they can just choose their desired query instead of having to both choose and properly form the syntax.
+
+But in the interim, this works. Kind of.
+
+#+begin_src elisp
+(defun gptel-org-tools-org-ql-select (buf query)
+  (org-ql-select
+    (get-buffer buf)
+    (if (stringp query)
+	(read query)
+      query)
+    :action #'(lambda ()
+		(concat
+		 (buffer-substring-no-properties
+		  (line-beginning-position)
+		  (progn
+		  (outline-next-heading)
+		  (line-beginning-position)))))))
+
+(gptel-make-tool
+ :function #'gptel-org-tools-org-ql-select
+ :name "org-ql-select"
+ :description "Run org-ql-select against buffer with query. Using filename fails."
+ :args (list '(:name "buffer"
+               :type string
+               :description "The name of the buffer. Can be multiple buffers. See the NAME column in `emacs-list-buffers`.")
+             '(:name "query"
+               :type string
+               :description "The query to pass into org-ql-select. See org-ql documentation for syntax. Usually `(tags \"tag1\" \"tag2\")` is sufficient. Possible predicates: `tags` (finds both local and inherited tags), `tags-local` (finds only local tags), `rifle` (matches against both heading and body text). This is a sexp, not a string."))
+ :category "org")
+#+end_src
+**** Somewhat working tools
+***** org-ql-select-dates
+My journal is a single file, with a hierarchy like so:
+
+#+begin_src org :tangle no
+,* [YYYY]
+,** [YYYY-MM]
+,*** [YYYY-MM-DD Day HH:MM]
+#+end_src
+
+I wanted to make sure that if I asked about a time period, the LLM would be able to pull at least roughly around the right time from my journal, without blowing out its context window.
+
+This /kinda sorta/ works. The only time I have seen this fail is when the LLM chooses to apply it to buffers that don't follow that convention.
+
+I doubt it'll be useful for anyone else, but it's here and fairly easy to adapt to other needs.
+
+Notice it pulls to the end of the subtree. So for months, that's at least 28 entries in a year, and during busy months, possibly hundreds.
+
+But, any customizations to tweak this is left to the user, as everyone has their own conventions.
+
+
+#+begin_src elisp
+(defun gptel-org-tools-org-ql-select-dates (buf date)
+  (interactive "fBuffer: \nsDate (YYYY or YYYY-MM): ")
+  (org-ql-select
+    (get-buffer buf)
+    `(heading ,date)
+    :action #'(lambda ()
+		(buffer-substring-no-properties
+		 (line-beginning-position)
+		 (org-end-of-subtree)))))
+
+
+(gptel-make-tool
+ :function #'gptel-org-tools-org-ql-select-dates
+ :name "org-ql-select-dates"
+ :description "Extract org subtree by date in YYYY or YYYY-MM format"
+ :args (list '(:name "buffer"
+               :type string
+               :description "Buffer name.")
+             '(:name "date"
+               :type string
+               :description "Date in YYYY or YYYY-MM format. Can add multiple like so: \"YYYY-MM\" \"YYYY-MM\""))
+ :category "org")
+#+end_src
+***** org-agenda-fortnight
+This is still work in progress, the idea is to have the LLM check my calendar and see what my plans are. I have not had time to really dig into this yet.
+
+It works, in principle, but I haven't been able to find a use for it yet. The real challenge is in building a context where the tools integrate with each-other in a way that makes sense. For now, this exists.
+#+begin_src elisp
+(gptel-make-tool
+ :function (lambda (days)
+             (with-temp-buffer
+	       (org-agenda-list (or days 14))
+	       (let ((content (buffer-string)))
+	  (kill-buffer (current-buffer))
+	  content)))
+ :name "org-agenda-fortnight"
+ :description "Get the next 14 days of user's org-agenda."
+ :args (list '(:name "days"
+	       :type integer
+	       :description "The number of days to look ahead. Default: 14"))
+ :category "org")
+#+end_src
+**** Completely WIP tools
+The following tools are still very much WIP, and I think they're self-explanatory enough. They have /NOT/ been tested in any way, shape, form, or capacity.
+
+(I mean, /some/ of them work... but they don't sometimes, too.)
+
+***** org-ql-select-headings
+Retrieve the headings where the heading matches query..
+#+begin_src elisp
+(defun gptel-org-tools-org-ql-select-headings (buf query)
+  (org-ql-select
+    (get-buffer buf)
+    `(heading ,query)
+    :action #'(lambda ()
+		(concat
+		 (buffer-substring-no-properties
+		  (line-beginning-position)
+		  (line-end-position))))))
+
+
+(gptel-make-tool
+ :function #'gptel-org-tools-org-ql-select-headings
+ :name "org-ql-select-headings"
+ :description "Retreive matching headings from buffer using org-ql-select. Matches only against heading. Using filename fails."
+ :args (list '(:name "buffer"
+               :type string
+               :description "The name of the buffer. See the NAME column in ~emacs-list-buffers~.")
+             '(:name "query"
+               :type string
+               :description "The string to pass into org-ql-select-headings. This is a bare string. Example: \"searchterm\""))
+ :category "org-ql")
+#+end_src
+
+***** org-ql-select-headings-rifle
+Retrieve all the headings where either heading or content matches query.
+#+begin_src elisp
+(defun gptel-org-tools-org-ql-select-headings-rifle (buf query)
+	     (org-ql-select
+	       (get-buffer buf)
+	       `(rifle ,query)
+	       :action :action #'(lambda ()
+		    (concat
+		      (buffer-substring-no-properties
+			(line-beginning-position)
+			(line-end-position))))))
+
+
+ (gptel-make-tool
+  :function #'gptel-org-tools-org-ql-select-headings-rifle
+  :name "org-ql-select-headings-rifle"
+  :description "Retreive headings from buffer using org-ql-select. Matches against both heading and content. Using filename fails."
+  :args (list '(:name "buffer"
+                :type string
+                :description "The name of the buffer. See the NAME column in ~emacs-list-buffers~.")
+              '(:name "query"
+                :type string
+                :description "The string to pass into org-ql-select-headings-rifle. This is a bare string. Example: \"searchterm\""))
+  :category "org-ql")
+#+end_src
+
+***** org-ql-select-tags-local
+This pulls all the headings (and their contents) when they match tags (without inheritance.)
+#+begin_src elisp
+(defun gptel-org-tools-org-ql-select-tags-local (buf query)
+  (org-ql-select
+    (get-buffer buf)
+    `(tags-local ,query)
+    :action #'(lambda ()
+		(concat
+		 (buffer-substring-no-properties
+		  (line-beginning-position)
+		  (progn
+		  (outline-next-heading)
+		  (line-beginning-position)))))))
+
+
+(gptel-make-tool
+ :function #'gptel-org-tools-org-ql-select-tags-local
+ :name "org-ql-select-tags-local"
+ :description "Run org-ql-select-tags-local against buffer with query. No tag inheritance."
+ :args (list '(:name "buffer"
+               :type string
+               :description "The name of the buffer. See the NAME column in `emacs-list-buffers`. Using filename fails.")
+             '(:name "query"
+               :type string
+               :description "The tags to match entry headings against. Example: \"tag1\" \"tag2\""))
+ :category "org-ql")
+#+end_src
+
+***** org-ql-select-tags
+This pulls all the headings (and their contents) when they match tags (with inheritance; if a parent entry has the tag, descendant entries do, too.)
+#+begin_src elisp
+(defun gptel-org-tools-org-ql-select-tags (buf query)
+  (org-ql-select
+    (get-buffer buf)
+    `(tags ,query)
+    :action #'(lambda ()
+		(concat
+		 (buffer-substring-no-properties
+		  (line-beginning-position)
+		  (progn
+		  (outline-next-heading)
+		  (line-beginning-position)))))))
+
+
+(gptel-make-tool
+ :function #'gptel-org-tools-org-ql-select-tags
+ :name "org-ql-select-tags"
+ :description "Run org-ql-select-tags against buffer with query. Supports tag inheritance."
+ :args (list '(:name "buffer"
+               :type string
+               :description "The name of the buffer. See the NAME column in `emacs-list-buffers`. Using filename fails.")
+             '(:name "query"
+               :type string
+               :description "The tags to match entry headings against. Example: \"tag1\" \"tag2\""))
+ :category "org-ql")
+#+end_src
+
+***** org-ql-select-rifle
+And, the "grab everything that matches" tool.
+#+begin_src elisp
+(defun gptel-org-tools-org-ql-select-rifle (buf query)
+  (org-ql-select
+    (get-buffer buf)
+    `(rifle ,query)
+    :action #'(lambda ()
+		(concat
+		 (buffer-substring-no-properties
+		  (line-beginning-position)
+		  (progn
+		  (outline-next-heading)
+		  (line-beginning-position)))))))
+
+(gptel-make-tool
+ :function #'gptel-org-tools-org-ql-select-rifle
+ :name "org-ql-select-rifle"
+ :description "Run org-ql-select-rifle against buffer with query."
+ :args (list '(:name "buffer"
+               :type string
+               :description "The name of the buffer. See the NAME column in `emacs-list-buffers`. Using filename fails.")
+             '(:name "query"
+               :type string
+               :description "The strings to match entry headings and content against. Example: \"tag1\" \"tag2\""))
+ :category "org-ql")
+#+end_src
+
+** End
+:PROPERTIES:
+:CREATED:  <2025-04-14 Mon 22:46>
+:VISIBILITY: folded
+:END:
+#+begin_src elisp
+(provide 'gptel-org-tools)
+;;; gptel-org-tools.el ends here
+#+end_src
diff --git a/gptel-org-tools.el b/gptel-org-tools.el
new file mode 100644
index 0000000..f61ee1b
--- /dev/null
+++ b/gptel-org-tools.el
@@ -0,0 +1,312 @@
+;;; gptel-org-tools.el --- LLM Tools for org-mode interaction.  -*- lexical-binding: t; -*-
+
+;; Copyright (C) 2025  Phil Bajsicki
+
+;; Author: Phil Bajsicki <phil@bajsicki.com>
+;; Keywords: extensions, comm, tools, matching, convenience,
+;;
+;; Author: Phil Bajsicki <phil@bajsicki.com>
+;; Version: 0.0.1
+;; Package-Requires: ((emacs "30.1") (gptel 0.9.8) (org-ql 0.9))
+;; URL: https://github.com/phil/gptel-org-tools
+;; SPDX-License-Identifier: GPL-3.0
+
+;; This program is free software; you can redistribute it and/or modify
+;; it under the terms of the GNU General Public License as published by
+;; the Free Software Foundation, version 3 of the License.
+
+;; This program is distributed in the hope that it will be useful,
+;; but WITHOUT ANY WARRANTY; without even the implied warranty of
+;; MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
+;; GNU General Public License for more details.
+
+;; You should have received a copy of the GNU General Public License
+;; along with this program.  If not, see <https://www.gnu.org/licenses/>.
+
+;; This file is NOT part of GNU Emacs.
+
+;; This file is not part of GNU Emacs.
+
+;;; Commentary:
+
+;;  All documentation regarding these functions is in the README.org file.
+;;  Repository: https://git.bajsicki.com/phil/gptel-org-tools
+
+;;; Code:
+
+(gptel-make-tool
+ :function (lambda (arg)
+	     (with-temp-buffer
+	       (ibuffer)
+	       (let ((content (buffer-string)))
+	  (kill-buffer (current-buffer))
+	  content)))
+ :name "list-buffers"
+ :description "Access the list of buffers open in Emacs, including file names and full paths."
+ :args (list '(:name "arg"
+	       :type string
+	       :description "Does nothing."
+	       :optional t))
+ :category "emacs")
+
+(gptel-make-tool
+ :function (lambda (dir)
+	     (with-temp-buffer
+	       (dired (or dir "~"))
+	       (let ((content (buffer-string)))
+		 (kill-buffer (current-buffer))
+		 content)))
+ :name "dired"
+ :description "List directory contents"
+ :args (list '(:name "dir"
+               :type string
+               :description "Directory path"
+	       :optional t))
+ :category "filesystem")
+
+(gptel-make-tool
+ :function (lambda (filename)
+	     (bufferp (find-buffer-visiting (expand-file-name filename))))
+ :name "find-buffer-visiting"
+ :description "Check if the file is open in a buffer. Usage (find-buffer-visiting filename)"
+ :args (list '(:name "filename"
+	       :type string
+	       :description "The filename to compare to open buffers."))
+ :category "org-mode")
+
+(gptel-make-tool
+ :function (lambda (file)
+      (find-file-noselect file))
+ :name "find-file-noselect"
+ :description "Open the file in a buffer. This doesn't interfere with the user."
+ :args (list '(:name "file"
+	:type string
+	:description "Path to file.."))
+ :category "filesystem")
+
+(defun gptel-org-tools-org-extract-tags (buffer)
+  (interactive "bBuffer: ")
+  (with-current-buffer buffer
+    (let ((tags '()))
+      (org-map-entries
+       (lambda ()
+         (let* ((components (org-heading-components))
+                (tag-string (car (last components))))
+           (when tag-string
+             (dolist (tag (split-string tag-string ":" t))
+               (push tag tags))))))
+      (sort (-uniq tags) #'string<))))
+
+(gptel-make-tool
+ :function #'gptel-org-tools-org-extract-tags
+ :name "org-extract-tags"
+ :description "Extract all unique tags from an org-mode buffer"
+ :args (list '(:name "buffer"
+               :type string
+               :description "The Org buffer to extract tags from."))
+ :category "org-mode")
+
+(defun gptel-org-tools-org-extract-headings (buffer)
+  (interactive "bBuffer: ")
+  (with-current-buffer buffer
+    (org-map-entries
+     #'(buffer-substring-no-properties
+	(line-beginning-position)
+	(line-end-position))
+     t
+     'file)))
+
+(gptel-make-tool
+ :function #'gptel-org-tools-org-extract-headings
+ :name "org-extract-headings"
+ :description "Extract all headings from an org-mode buffer"
+ :args (list '(:name "buffer"
+               :type string
+               :description "The Org buffer to extract headings from."))
+ :category "org-mode")
+
+(defun gptel-org-tools-org-ql-select (buf query)
+  (org-ql-select
+    (get-buffer buf)
+    (if (stringp query)
+	(read query)
+      query)
+    :action #'(lambda ()
+		(concat
+		 (buffer-substring-no-properties
+		  (line-beginning-position)
+		  (progn
+		  (outline-next-heading)
+		  (line-beginning-position)))))))
+
+(gptel-make-tool
+ :function #'gptel-org-tools-org-ql-select
+ :name "org-ql-select"
+ :description "Run org-ql-select against buffer with query. Using filename fails."
+ :args (list '(:name "buffer"
+               :type string
+               :description "The name of the buffer. Can be multiple buffers. See the NAME column in `emacs-list-buffers`.")
+             '(:name "query"
+               :type string
+               :description "The query to pass into org-ql-select. See org-ql documentation for syntax. Usually `(tags \"tag1\" \"tag2\")` is sufficient. Possible predicates: `tags` (finds both local and inherited tags), `tags-local` (finds only local tags), `rifle` (matches against both heading and body text). This is a sexp, not a string."))
+ :category "org")
+
+(defun gptel-org-tools-org-ql-select-dates (buf date)
+  (interactive "fBuffer: \nsDate (YYYY or YYYY-MM): ")
+  (org-ql-select
+    (get-buffer buf)
+    `(heading ,date)
+    :action #'(lambda ()
+		(buffer-substring-no-properties
+		 (line-beginning-position)
+		 (org-end-of-subtree)))))
+
+
+(gptel-make-tool
+ :function #'gptel-org-tools-org-ql-select-dates
+ :name "org-ql-select-dates"
+ :description "Extract org subtree by date in YYYY or YYYY-MM format"
+ :args (list '(:name "buffer"
+               :type string
+               :description "Buffer name.")
+             '(:name "date"
+               :type string
+               :description "Date in YYYY or YYYY-MM format. Can add multiple like so: \"YYYY-MM\" \"YYYY-MM\""))
+ :category "org")
+
+(gptel-make-tool
+ :function (lambda (days)
+             (with-temp-buffer
+	       (org-agenda-list (or days 14))
+	       (let ((content (buffer-string)))
+	  (kill-buffer (current-buffer))
+	  content)))
+ :name "org-agenda-fortnight"
+ :description "Get the next 14 days of user's org-agenda."
+ :args (list '(:name "days"
+	       :type integer
+	       :description "The number of days to look ahead. Default: 14"))
+ :category "org")
+
+(defun gptel-org-tools-org-ql-select-headings (buf query)
+  (org-ql-select
+    (get-buffer buf)
+    `(heading ,query)
+    :action #'(lambda ()
+		(concat
+		 (buffer-substring-no-properties
+		  (line-beginning-position)
+		  (line-end-position))))))
+
+
+(gptel-make-tool
+ :function #'gptel-org-tools-org-ql-select-headings
+ :name "org-ql-select-headings"
+ :description "Retreive matching headings from buffer using org-ql-select. Matches only against heading. Using filename fails."
+ :args (list '(:name "buffer"
+               :type string
+               :description "The name of the buffer. See the NAME column in ~emacs-list-buffers~.")
+             '(:name "query"
+               :type string
+               :description "The string to pass into org-ql-select-headings. This is a bare string. Example: \"searchterm\""))
+ :category "org-ql")
+
+(defun gptel-org-tools-org-ql-select-headings-rifle (buf query)
+	     (org-ql-select
+	       (get-buffer buf)
+	       `(rifle ,query)
+	       :action :action #'(lambda ()
+		    (concat
+		      (buffer-substring-no-properties
+			(line-beginning-position)
+			(line-end-position))))))
+
+
+ (gptel-make-tool
+  :function #'gptel-org-tools-org-ql-select-headings-rifle
+  :name "org-ql-select-headings-rifle"
+  :description "Retreive headings from buffer using org-ql-select. Matches against both heading and content. Using filename fails."
+  :args (list '(:name "buffer"
+                :type string
+                :description "The name of the buffer. See the NAME column in ~emacs-list-buffers~.")
+              '(:name "query"
+                :type string
+                :description "The string to pass into org-ql-select-headings-rifle. This is a bare string. Example: \"searchterm\""))
+  :category "org-ql")
+
+(defun gptel-org-tools-org-ql-select-tags-local (buf query)
+  (org-ql-select
+    (get-buffer buf)
+    `(tags-local ,query)
+    :action #'(lambda ()
+		(concat
+		 (buffer-substring-no-properties
+		  (line-beginning-position)
+		  (progn
+		  (outline-next-heading)
+		  (line-beginning-position)))))))
+
+
+(gptel-make-tool
+ :function #'gptel-org-tools-org-ql-select-tags-local
+ :name "org-ql-select-tags-local"
+ :description "Run org-ql-select-tags-local against buffer with query. No tag inheritance."
+ :args (list '(:name "buffer"
+               :type string
+               :description "The name of the buffer. See the NAME column in `emacs-list-buffers`. Using filename fails.")
+             '(:name "query"
+               :type string
+               :description "The tags to match entry headings against. Example: \"tag1\" \"tag2\""))
+ :category "org-ql")
+
+(defun gptel-org-tools-org-ql-select-tags (buf query)
+  (org-ql-select
+    (get-buffer buf)
+    `(tags ,query)
+    :action #'(lambda ()
+		(concat
+		 (buffer-substring-no-properties
+		  (line-beginning-position)
+		  (progn
+		  (outline-next-heading)
+		  (line-beginning-position)))))))
+
+
+(gptel-make-tool
+ :function #'gptel-org-tools-org-ql-select-tags
+ :name "org-ql-select-tags"
+ :description "Run org-ql-select-tags against buffer with query. Supports tag inheritance."
+ :args (list '(:name "buffer"
+               :type string
+               :description "The name of the buffer. See the NAME column in `emacs-list-buffers`. Using filename fails.")
+             '(:name "query"
+               :type string
+               :description "The tags to match entry headings against. Example: \"tag1\" \"tag2\""))
+ :category "org-ql")
+
+(defun gptel-org-tools-org-ql-select-rifle (buf query)
+  (org-ql-select
+    (get-buffer buf)
+    `(rifle ,query)
+    :action #'(lambda ()
+		(concat
+		 (buffer-substring-no-properties
+		  (line-beginning-position)
+		  (progn
+		  (outline-next-heading)
+		  (line-beginning-position)))))))
+
+(gptel-make-tool
+ :function #'gptel-org-tools-org-ql-select-rifle
+ :name "org-ql-select-rifle"
+ :description "Run org-ql-select-rifle against buffer with query."
+ :args (list '(:name "buffer"
+               :type string
+               :description "The name of the buffer. See the NAME column in `emacs-list-buffers`. Using filename fails.")
+             '(:name "query"
+               :type string
+               :description "The strings to match entry headings and content against. Example: \"tag1\" \"tag2\""))
+ :category "org-ql")
+
+(provide 'gptel-org-tools)
+;;; gptel-org-tools.el ends here