llm-tool-collection
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Crowdsourced collection of tools for LLMs in Emacs
#+title: LLM Tool Collection #+author: Ad [email protected]
A crowdsourced collection of tools to empower Large Language Models in Emacs.
- Table of Contents :PROPERTIES: :TOC: :include all :depth 2 :force (nothing) :ignore (this) :local (nothing) :END: :CONTENTS:
- [[#installation][Installation]]
- [[#usage][Usage]]
- [[#tool-list][Tool List]]
- [[#filesystem][Filesystem]]
- [[#buffers][Buffers]]
- [[#search][Search]]
- [[#system][System]]
- [[#contributing][Contributing]]
- [[#faster-iteration][Faster Iteration]] :END:
- Installation :PROPERTIES: :CUSTOM_ID: installation :END: This package is not yet in any repositories. Install it with your favorite from-Git method!
Quick and dirty: clone the repository and add it to ~load-path~. #+begin_src elisp (add-to-list 'load-path "/path/to/llm-tool-collection/") (require 'llm-tool-collection) #+end_src
-
Usage :PROPERTIES: :CUSTOM_ID: usage :END: Quick and dirty: register every tool. #+begin_src elisp ;; For gptel: (mapcar (apply-partially #'apply #'gptel-make-tool) (llm-tool-collection-get-all))
;; For llm: (mapcar (apply-partially #'apply #'llm-make-tool) (llm-tool-collection-get-all)) #+end_src
Every tool is defined with a symbol =llm-tc/tool-name= that has both a variable value and a function value. The variable value contains the tool specification, which can be passed to any compliant Emacs LLM client. The function value contains the function that runs the given tool. This can be instrumented or run manually.
To register just one tool: #+begin_src elisp ;; For gptel: (apply #'gptel-make-tool llm-tc/list-directory)
;; For llm: (apply #'llm-make-tool llm-tc/list-directory) #+end_src
Use ~llm-tool-collection-get-category~ to map over a list of tools pertaining to a specific task. #+begin_src elisp ;; For gptel: (mapcar (apply-partially #'apply #'gptel-make-tool) (llm-tool-collection-get-category "filesystem"))
;; For llm: (mapcar (apply-partially #'apply #'llm-make-tool) (llm-tool-collection-get-category "filesystem"))
#+end_src
Use ~llm-tool-collection-get-tag~ to map over a list of tools with a specific tag. #+begin_src elisp ;; For gptel: (mapcar (apply-partially #'apply #'gptel-make-tool) (llm-tool-collection-get-tag 'editing))
;; For llm: (mapcar (apply-partially #'apply #'llm-make-tool) (llm-tool-collection-get-tag 'editing)) #+end_src
See [[#tool-list][Tool List]] for a list of tool names, descriptions, and categories.
- Tool List :PROPERTIES: :CUSTOM_ID: tool-list :END: ** Filesystem :PROPERTIES: :CUSTOM_ID: filesystem :END: *** read-file
- Author :: @skissue
- Tags :: filesystem, editing
Allows the LLM to open a file and read its contents.
*** list-directory
- Author :: @skissue
- Tags :: filesystem
Allows the LLM to list the contents of a directory.
*** create-file
- Author :: @skissue
- Tags :: filesystem, editing
Allows the LLM to create a new file with specified content. Returns an error if the file already exists.
*** create-directory
- Author :: @skissue
- Tags :: filesystem
Allows the LLM to create a new directory. Returns an error if the directory already exists.
*** view-file
- Author :: @ultronozm
- Tags :: filesystem, editing, introspection
Views the contents of a file. Optional /offset/ and /limit/ let you show a slice of lines.
*** edit-file
- Author :: @ultronozm
- Tags :: filesystem, editing
Replaces exactly one occurrence of a string in a file with a new string.
*** glob
- Author :: @ultronozm
- Tags :: filesystem, search
Expands a Unix‑style glob pattern (e.g. =*.el=) and returns the matching paths.
*** replace-file
- Author :: @ultronozm
- Tags :: filesystem, editing
Completely overwrites a file with the supplied content.
*** ls
- Author :: @ultronozm
- Tags :: filesystem
Lists directory contents, with optional regexps to ignore.
** Buffers :PROPERTIES: :CUSTOM_ID: buffers :END: *** view-buffer
- Author :: @ultronozm
- Tags :: buffers, editing, introspection
Allows the LLM to view the contents of a buffer. The LLM can optionally specify a line offset to start from, as well as a limit on the number of lines to return.
*** edit-buffer
- Author :: @ultronozm
- Tags :: buffers, editing
Replaces exactly one occurrence of a string in a buffer.
*** replace-buffer
- Author :: @ultronozm
- Tags :: buffers, editing
Overwrites an entire buffer with new content.
*** buffer-search
- Author :: @ultronozm
- Tags :: buffers, search, introspection
Regex search inside a buffer; returns matching line numbers plus text.
*** list-buffers
- Author :: @ultronozm
- Tags :: buffers, introspection
Lists user‑relevant buffers, excluding internal/temp buffers.
** Search :PROPERTIES: :CUSTOM_ID: search :END: *** grep
- Author :: @ultronozm
- Tags :: filesystem, search, system
Recursive =grep -E= with line numbers. Supports /include/ glob and /path/ root.
** System :PROPERTIES: :CUSTOM_ID: system :END: *** bash
- Author :: @ultronozm
- Tags :: system, execution
Runs an arbitrary Bash command and returns its standard output (errors if exit is nonzero).
- Contributing :PROPERTIES: :CUSTOM_ID: contributing :END: Contributions to this project are welcome and encouraged! After all, this collection can't be crowdsourced if there's no crowd 🙃.
To write a new tool, use the ~llm-tool-collection-deftool~ macro. For details on its usage, see its docstring as well as the existing tools.
#+begin_src elisp (llm-tool-collection-deftool read-file ; Tool name ;; Specs (:category "filesystem" :tags (filesystem editing) :confirm t :include t) ;; Arguments, with LLM-friendly documentation and types ((path "Path to the file to read. Supports relative paths and '~'." :type string)) ;; LLM-friendly tool documentation "Read the contents of a file and return its content as a string." ;; Implementation body (with-temp-buffer (insert-file-contents (expand-file-name path)) (buffer-string))) #+end_src
It's highly recommended to include ~:tags~, as well as appropriate values for the ~:confirm~ and ~:include~ parameters, depending on how dangerous the tool may be. Additionally, docstrings should be as LLM-friendly; consider instructing models on when to call a tool, and what tools it may want to chain together.
After defining a tool, make sure to add it to the README! Use the existing documentation structure as an example.
For non-trivial/complex tools, it's recommended to include a short screencast or demo of the tool in action. If able to test, also consider adding a note on which models tend to perform the best with the tool.
When ready, submit a PR!
** Faster Iteration :PROPERTIES: :CUSTOM_ID: faster-iteration :END: There will likely be many iterations necessary to get a tool to a good state. To speed up the feedback loop, functions to immediately update the tools in an LLM interface can be added to ~llm-tool-collection-post-define-functions~. For example, to immediately add (or re-add) a tool to [[https://github.com/karthink/gptel/][gptel]] upon re-evaluating the definition:
#+begin_src elisp (defun llm-tool-collection-register-with-gptel (tool-spec) "Register a tool defined by TOOL-SPEC with gptel. TOOL-SPEC is a plist that can be passed to `gptel-make-tool'." (apply #'gptel-make-tool tool-spec))
(add-hook 'llm-tool-collection-post-define-functions #'llm-tool-collection-register-with-gptel) #+end_src