Agent skill

Gram Functions

A walkthrough of the Gram Functions feature in this codebase

AGPL-3.0Auto-check passedBackend & APIs

Install Gram Functions

skills CLI

$ npx skills add speakeasy-api/gram --skill gram-functions -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI

$ gh skill install speakeasy-api/gram gram-functions --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy

$ git clone --depth 1 https://github.com/speakeasy-api/gram.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.agents/skills/gram-functions .claude/skills/gram-functions && rm -rf skills-src

Use ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.

Claude Code skills documentation · loads skills from .claude/skills/

Paste into Claude Code

Install the "gram-functions" agent skill from https://github.com/speakeasy-api/gram/tree/main/.agents/skills/gram-functions into .claude/skills/gram-functions/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "gram-functions", then confirm the skill loads.

Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.

$skill-installer

$skill-installer install https://github.com/speakeasy-api/gram/tree/main/.agents/skills/gram-functions

Type this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.

skills CLI

$ npx skills add speakeasy-api/gram --skill gram-functions -a codex

Project install goes to .agents/skills/; add -g for ~/.codex/skills/.

GitHub CLI

$ gh skill install speakeasy-api/gram gram-functions --agent codex

Project scope by default (.agents/skills/); add --scope user for a personal install.

Manual copy

$ git clone --depth 1 https://github.com/speakeasy-api/gram.git skills-src && mkdir -p .agents/skills && cp -r skills-src/.agents/skills/gram-functions .agents/skills/gram-functions && rm -rf skills-src

Use ~/.agents/skills/ instead of .agents/skills for a personal install.

Codex skills documentation · loads skills from .agents/skills/

Paste into Codex

Install the "gram-functions" agent skill from https://github.com/speakeasy-api/gram/tree/main/.agents/skills/gram-functions into .agents/skills/gram-functions/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "gram-functions", then confirm the skill loads.

Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.

skills CLI

$ npx skills add speakeasy-api/gram --skill gram-functions -a cursor

Project install goes to .agents/skills/; add -g for ~/.cursor/skills/.

GitHub CLI

$ gh skill install speakeasy-api/gram gram-functions --agent cursor

Project scope by default (.agents/skills/); add --scope user for a personal install.

Manual copy

$ git clone --depth 1 https://github.com/speakeasy-api/gram.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/.agents/skills/gram-functions .cursor/skills/gram-functions && rm -rf skills-src

Use ~/.cursor/skills/ instead of .cursor/skills for a personal install.

Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/

Paste into Cursor

Install the "gram-functions" agent skill from https://github.com/speakeasy-api/gram/tree/main/.agents/skills/gram-functions into .cursor/skills/gram-functions/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "gram-functions", then confirm the skill loads.

Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.

gemini skills install

$ gemini skills install https://github.com/speakeasy-api/gram.git --path .agents/skills/gram-functions

--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.

skills CLI

$ npx skills add speakeasy-api/gram --skill gram-functions -a gemini-cli

Project install goes to .agents/skills/; add -g for ~/.gemini/skills/.

GitHub CLI

$ gh skill install speakeasy-api/gram gram-functions --agent gemini-cli

Project scope by default (.agents/skills/); add --scope user for a personal install.

Manual copy

$ git clone --depth 1 https://github.com/speakeasy-api/gram.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/.agents/skills/gram-functions .gemini/skills/gram-functions && rm -rf skills-src

Use ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.

Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/

Paste into Gemini CLI

Install the "gram-functions" agent skill from https://github.com/speakeasy-api/gram/tree/main/.agents/skills/gram-functions into .gemini/skills/gram-functions/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "gram-functions", then confirm the skill loads.

Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.

GitHub CLI

$ gh skill install speakeasy-api/gram gram-functions

Installs for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).

skills CLI

$ npx skills add speakeasy-api/gram --skill gram-functions -a github-copilot

Project install goes to .agents/skills/; add -g for ~/.copilot/skills/.

Manual copy

$ git clone --depth 1 https://github.com/speakeasy-api/gram.git skills-src && mkdir -p .github/skills && cp -r skills-src/.agents/skills/gram-functions .github/skills/gram-functions && rm -rf skills-src

Use ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.

GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/

Paste into GitHub Copilot

Install the "gram-functions" agent skill from https://github.com/speakeasy-api/gram/tree/main/.agents/skills/gram-functions into .github/skills/gram-functions/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "gram-functions", then confirm the skill loads.

GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.

skills CLI

$ npx skills add speakeasy-api/gram --skill gram-functions -a opencode

OpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.

GitHub CLI

$ gh skill install speakeasy-api/gram gram-functions --agent opencode

Project scope by default (.agents/skills/); add --scope user for a personal install.

Manual copy

$ git clone --depth 1 https://github.com/speakeasy-api/gram.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/.agents/skills/gram-functions .opencode/skills/gram-functions && rm -rf skills-src

Use ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.

OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/

Paste into OpenCode

Install the "gram-functions" agent skill from https://github.com/speakeasy-api/gram/tree/main/.agents/skills/gram-functions into .opencode/skills/gram-functions/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "gram-functions", then confirm the skill loads.

OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.

Facts

Skill name: gram-functions
GitHub stars: 272
Token cost: ~2k tokens
SKILL.md length: 733 words
Files: 1
Skills in repo: 39
Repo updated: Oct 8, 2026
First seen: Oct 7, 2026
Licence: AGPL-3.0

At a glance

A walkthrough of the Gram Functions feature in this codebase

Works in 3 steps: gram-runner -init -language -… → su-exec gram - Drops privileges to… → gram-runner -language - Starts HTTP…
Backend & APIs work in your project
SKILL.md covers Key Server Packages, Key Files, Function Runner OCI Images… and Database Tables, plus 3 more sections
Calls node and python

What it does

Gram Functions is an agent skill from speakeasy-api/gram. A walkthrough of the Gram Functions feature in this codebase

Its SKILL.md is about 2k tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.

It sits in Backend & APIs. The repository describes itself as: Securely scale AI usage across your organization. A single stack to Connect, Secure, Observe and Distribute agents, MCPs, and Skills within your company. The licence is AGPL-3.0.

When your agent uses it

Backend & APIs work in your project

Example prompts

“/gram-functions”

Requirements

Python 3
Node.js

Workflow steps

3 steps, taken from the first numbered list in SKILL.md.

gram-runner -init -language - Initializes filesystem, unzips user code
su-exec gram - Drops privileges to non-root gram user (UID 10000)
gram-runner -language - Starts HTTP server on port 8888

What it can do on your machine

Read from SKILL.md and the folder at commit ad78247. It shows what the files ask for, not the result of running them.

Tool permissions
Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.
From allowed-tools in the SKILL.md frontmatter.
Runs code
Shell commands in SKILL.md call:
- node
- python
From the folder's file list and the shell code blocks in SKILL.md.
Network
Links to these hosts (documentation or services it may open):
- github.com
From URLs in SKILL.md, links to its own repository left out.
Credentials
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.

Context cost

Gram Functions loads about 2k tokens when it runs. Until then it costs about 19 tokens; SKILL.md has 733 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it: ~19
When it runs · the whole SKILL.md, loaded when a task matches: ~2k

Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.

Safety

Auto-check passed

The automated check found no risky patterns in SKILL.md.

Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.

SKILL.md

The full file from speakeasy-api/gram at commit ad78247, republished under its AGPL-3.0 licence (© speakeasy-api). 733 words, ~2,039 tokens.

Download SKILL.mdSave it as .claude/skills/gram-functions/SKILL.md (or your agent's skills folder).

name: gram-functions
description: A walkthrough of the Gram Functions feature in this codebase
metadata.relevant_files: server/internal/functions/**/*.go, server/internal/background/activities/deploy_function_runners.go, server/internal/background/activities/reap_functions.go…

Gram Functions

Gram Functions is a serverless code execution feature that allows users to deploy custom JavaScript/TypeScript or Python code as callable tools within Gram deployments. Functions can be invoked by AI agents during conversations.

Key Server Packages

Package	Purpose
`server/internal/functions/`	Core functions service - deployment, execution, auth
`server/internal/background/activities/`	Temporal activities for deploying/reaping function runners
`server/design/functions/`	Goa API design for functions endpoints

Key Files

Server Implementation (`server/internal/functions/`)

impl.go - API service, handles signed asset URL requests from runners
deploy.go - Core interfaces: Deployer, ToolCaller, Orchestrator
deploy_fly.go - Fly.io integration via Machines API
manifest.go - Manifest format (ManifestV0) describing exported tools/resources
runtimes.go - Supported runtime definitions (JS, TS, Python)
auth.go - JWT authentication for function runners
queries.sql - SQL queries for fly_apps table management

Background Workers (`server/internal/background/`)

activities/deploy_function_runners.go - Deploys runners during deployment processing
activities/reap_functions.go - Cleans up old Fly.io apps
activities/provision_functions_access.go - Creates access credentials for runners
functions_reaper.go - Temporal workflow for cleanup (triggered per-project after deployments)

Function Runner OCI Images (`functions/`)

The functions/ directory contains the source code and build configuration for the OCI images that run user functions on Fly.io. These images are built using melange and apko for reproducible, minimal container images.

Build System

File	Purpose
`melange.yaml`	Builds the `gram-runner` Go binary as an APK package
`images/nodejs22-alpine3.22.yaml`	apko config for Node.js 22 runtime image
`images/python3.12-alpine3.22.yaml`	apko config for Python 3.12 runtime image

Image Structure

Each runtime image contains:

Alpine Linux base with minimal packages (ca-certificates-bundle, su-exec)
Language runtime (nodejs or python3)
The gram-runner binary (built from cmd/runner/main.go)

Entrypoint behavior:

gram-runner -init -language <lang> - Initializes filesystem, unzips user code
su-exec gram - Drops privileges to non-root gram user (UID 10000)
gram-runner -language <lang> - Starts HTTP server on port 8888

Runner Binary (`cmd/runner/main.go`)

The gram-runner binary is an HTTP server that:

Listens on :8888 for tool call and resource requests
Authenticates requests using JWT tokens
Spawns language-specific subprocesses to execute user code
Communicates with subprocesses via named pipes (FIFO)
Reports resource usage (CPU, memory, execution time) as HTTP trailers
Auto-terminates after 1 minute of idle time (scale-to-zero support)

Internal Packages (`functions/internal/`)

Package	Purpose
`auth/`	JWT authentication and request authorization middleware
`bootstrap/`	Machine initialization: unzip code, prepare entrypoints, lazy asset loading
`encryption/`	AES-GCM encryption for secure communication
`guardian/`	Process execution with resource limits
`ipc/`	Named pipe (FIFO) creation for subprocess communication
`javascript/`	JavaScript/TypeScript entrypoint script (`gram-start.js`)
`python/`	Python entrypoint script (`gram_start.py`)
`runner/`	HTTP handlers for `/tool-call` and `/resource-request` endpoints
`svc/`	Service utilities (idle tracking, secrets, errors)
`o11y/`	Observability setup (OpenTelemetry, logging)
`middleware/`	HTTP middleware (recovery, version header)
`attr/`	Structured logging attribute helpers

Show full SKILL.md (326 more words)Show less

Tool Call Execution Flow

Request received at POST /tool-call with JSON payload:

json

{"name": "tool_name", "input": {...}, "environment": {...}}

FIFO created - Named pipe for IPC with subprocess
Subprocess spawned - node --experimental-strip-types gram-start.js or python gram_start.py
Arguments passed - FIFO path, serialized request, request type ("tool" or "resource")
Response read - HTTP response format read from FIFO
Metrics collected - CPU time, memory, execution duration added as trailers
Cleanup - FIFO removed, subprocess waited

Lazy Asset Loading

For large function bundles (>700KiB), the code isn't embedded in the Fly machine config. Instead:

A .lazy file is written containing the asset ID
On init, bootstrap.resolveLazyFile() detects the .lazy file
Runner fetches a pre-signed URL from the Gram server
Code is downloaded from Tigris blob storage and unzipped

Database Tables

Table	Purpose
`deployments_functions`	Links functions to deployments, stores runtime/slug
`functions_access`	Encryption keys and bearer token formats for auth
`fly_apps`	Tracks deployed Fly.io apps (status, region, URL, reap state)
`function_tool_definitions`	Tool metadata (name, description, input schema, variables)
`function_resource_definitions`	Resource metadata (URI, mime type)

Deployment Flow

Upload - User uploads ZIP archive with function code + manifest.json
Processing - Temporal workflow triggers DeployFunctionRunners activity
Fly.io Deployment - Creates Fly app via Machines API with appropriate runtime image
Asset Handling - Small functions embedded in config; large functions use Tigris blob storage with lazy loading
Auto-scaling - 2 machines per function, scale to 0 when idle

Execution Flow

AI agent requests tool call → FlyRunner.ToolCall() sends authenticated HTTP request
Runner receives request at /tool-call endpoint
Subprocess spawned (node/python) with user code
Communication via named pipe (FIFO)
Response streamed back with resource usage metrics as HTTP trailers

Cleanup (Reaping)

Functions Reaper workflow is triggered after each deployment completes (see server/internal/deployments/impl.go)
Keeps only N most recent deployments' Fly apps per project (default: 3)
Old apps deleted via Machines API, marked reaped_at in database
Note: A FunctionsReaperScopeGlobal scope exists in the code but is not currently used/scheduled

Files

Just SKILL.md in .agents/skills/gram-functions of speakeasy-api/gram.

Open the folder on GitHubat commit ad78247

Compare with similar skills

Gram Functions next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.

Gram Functions compared with similar skills
Skill	Stars	Used in	Tokens	Auto-check	Licence	Repo updated
Gram Functions this skillspeakeasy-api/gram	272	—	~2k	Automated safety check: Pass	AGPL-3.0	today
Mintlify APImacro-inc/macro	4.6k	2 repos	~333	Automated safety check: Pass	MIT	today
Rtvi Vlm Perf TestingNVIDIA-AI-Blueprints/video-search-and-summarization	1.9k	—	~8.6k	Automated safety check: Notes	Apache-2.0	today
Frappe Ops Website DeployImpertio-Studio/Frappe_Claude_Skill_Package	187	—	~2.5k	Automated safety check: Pass	MIT	20 days ago
Noodle Usewilfredinni/noodle	363	—	~8.5k	Automated safety check: Notes	Apache-2.0	today
Supercheck Feature Implementationsupercheck-io/supercheck	215	—	~1.1k	Automated safety check: Pass	AGPL-3.0	today

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Questions about Gram Functions

What does Gram Functions do?

A walkthrough of the Gram Functions feature in this codebase. Gram Functions is an agent skill from speakeasy-api/gram.

When should I use Gram Functions?

Gram Functions fits situations like: backend & APIs work in your project.

How do I install Gram Functions in Claude Code?

Run `npx skills add speakeasy-api/gram --skill gram-functions -a claude-code`. Or copy the skill folder (.agents/skills/gram-functions in speakeasy-api/gram) into .claude/skills/gram-functions in your project. Claude Code loads it when a task matches its description.

How do I install Gram Functions in Codex?

Run `npx skills add speakeasy-api/gram --skill gram-functions -a codex`. Or copy the skill folder (.agents/skills/gram-functions in speakeasy-api/gram) into .agents/skills/gram-functions in your project. Codex loads it when a task matches its description.

Can I use Gram Functions in Cursor, Gemini CLI or GitHub Copilot?

Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add speakeasy-api/gram --skill gram-functions -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/gram-functions, .gemini/skills/gram-functions, .github/skills/gram-functions and .opencode/skills/gram-functions in your project.

What does Gram Functions need to run?

Going by SKILL.md and its folder, Gram Functions needs the command-line tools its instructions call (node and python). Our summary lists: Python 3; Node.js.

Does Gram Functions access the network?

SKILL.md names 1 domain. As links in the text: github.com. This is read from the text; nothing was executed.

Is Gram Functions safe to install?

Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.

What licence does Gram Functions use?

Gram Functions is published under the AGPL-3.0 licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.

How many tokens does Gram Functions use?

About 2k tokens (SKILL.md is roughly 8.2k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.

What are the alternatives to Gram Functions?

Skills that share tags, products or a category with Gram Functions: Mintlify API (macro-inc/macro, 4.6k stars), Rtvi Vlm Perf Testing (NVIDIA-AI-Blueprints/video-search-and-summarization, 1.9k stars), Frappe Ops Website Deploy (Impertio-Studio/Frappe_Claude_Skill_Package, 187 stars) and Noodle Use (wilfredinni/noodle, 363 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Gram Functions?

speakeasy-api (a GitHub organization) maintains it in speakeasy-api/gram, which has 272 GitHub stars. The repository holds 39 skills in this directory. The repository was last updated on October 8, 2026.

Source: speakeasy-api/gram on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.

Install Gram Functions

Facts

At a glance

What it does

When your agent uses it

Example prompts

Requirements

Workflow steps

What it can do on your machine

Tool permissions

Runs code

Network

Credentials

Context cost

Safety

SKILL.md

Gram Functions

Key Server Packages

Key Files

Server Implementation (server/internal/functions/)

Background Workers (server/internal/background/)

Function Runner OCI Images (functions/)

Build System

Image Structure

Runner Binary (cmd/runner/main.go)

Internal Packages (functions/internal/)

Tool Call Execution Flow

Lazy Asset Loading

Database Tables

Deployment Flow

Execution Flow

Cleanup (Reaping)

Files

Compare with similar skills

Similar skills

More from speakeasy-api/gram

Related

Questions about Gram Functions

Server Implementation (`server/internal/functions/`)

Background Workers (`server/internal/background/`)

Function Runner OCI Images (`functions/`)

Runner Binary (`cmd/runner/main.go`)

Internal Packages (`functions/internal/`)